What is Secondary Research? Types, Methods, Examples

Appinio Research · 20.09.2023 · 13min read

What Is Secondary Research Types Methods Examples

Have you ever wondered how researchers gather valuable insights without conducting new experiments or surveys? That's where secondary research steps in—a powerful approach that allows us to explore existing data and information others collect.

Whether you're a student, a professional, or someone seeking to make informed decisions, understanding the art of secondary research opens doors to a wealth of knowledge.

What is Secondary Research?

Secondary Research refers to the process of gathering and analyzing existing data, information, and knowledge that has been previously collected and compiled by others. This approach allows researchers to leverage available sources, such as articles, reports, and databases, to gain insights, validate hypotheses, and make informed decisions without collecting new data.

Benefits of Secondary Research

Secondary research offers a range of advantages that can significantly enhance your research process and the quality of your findings.

  • Time and Cost Efficiency: Secondary research saves time and resources by utilizing existing data sources, eliminating the need for data collection from scratch.
  • Wide Range of Data: Secondary research provides access to vast information from various sources, allowing for comprehensive analysis.
  • Historical Perspective: Examining past research helps identify trends, changes, and long-term patterns that might not be immediately apparent.
  • Reduced Bias: As data is collected by others, there's often less inherent bias than in conducting primary research, where biases might affect data collection.
  • Support for Primary Research: Secondary research can lay the foundation for primary research by providing context and insights into gaps in existing knowledge.
  • Comparative Analysis : By integrating data from multiple sources, you can conduct robust comparative analyses for more accurate conclusions.
  • Benchmarking and Validation: Secondary research aids in benchmarking performance against industry standards and validating hypotheses.

Primary Research vs. Secondary Research

When it comes to research methodologies, primary and secondary research each have their distinct characteristics and advantages. Here's a brief comparison to help you understand the differences.

Primary vs Secondary Research Comparison Appinio

Primary Research

  • Data Source: Involves collecting new data directly from original sources.
  • Data Collection: Researchers design and conduct surveys, interviews, experiments, or observations.
  • Time and Resources: Typically requires more time, effort, and resources due to data collection.
  • Fresh Insights: Provides firsthand, up-to-date information tailored to specific research questions.
  • Control: Researchers control the data collection process and can shape methodologies.

Secondary Research

  • Data Source: Involves utilizing existing data and information collected by others.
  • Data Collection: Researchers search, select, and analyze data from published sources, reports, and databases.
  • Time and Resources: Generally more time-efficient and cost-effective as data is already available.
  • Existing Knowledge: Utilizes data that has been previously compiled, often providing broader context.
  • Less Control: Researchers have limited control over how data was collected originally, if any.

Choosing between primary and secondary research depends on your research objectives, available resources, and the depth of insights you require.

Types of Secondary Research

Secondary research encompasses various types of existing data sources that can provide valuable insights for your research endeavors. Understanding these types can help you choose the most relevant sources for your objectives.

Here are the primary types of secondary research:

Internal Sources

Internal sources consist of data generated within your organization or entity. These sources provide valuable insights into your own operations and performance.

  • Company Records and Data: Internal reports, documents, and databases that house information about sales, operations, and customer interactions.
  • Sales Reports and Customer Data: Analysis of past sales trends, customer demographics, and purchasing behavior.
  • Financial Statements and Annual Reports: Financial data, such as balance sheets and income statements, offer insights into the organization's financial health.

External Sources

External sources encompass data collected and published by entities outside your organization.

These sources offer a broader perspective on various subjects.

  • Published Literature and Journals: Scholarly articles, research papers, and academic studies available in journals or online databases.
  • Market Research Reports: Reports from market research firms that provide insights into industry trends, consumer behavior, and market forecasts.
  • Government and NGO Databases: Data collected and maintained by government agencies and non-governmental organizations, offering demographic, economic, and social information.
  • Online Media and News Articles: News outlets and online publications that cover current events, trends, and societal developments.

Each type of secondary research source holds its value and relevance, depending on the nature of your research objectives. Combining these sources lets you understand the subject matter and make informed decisions.

How to Conduct Secondary Research?

Effective secondary research involves a thoughtful and systematic approach that enables you to extract valuable insights from existing data sources. Here's a step-by-step guide on how to navigate the process:

1. Define Your Research Objectives

Before delving into secondary research, clearly define what you aim to achieve. Identify the specific questions you want to answer, the insights you're seeking, and the scope of your research.

2. Identify Relevant Sources

Begin by identifying the most appropriate sources for your research. Consider the nature of your research objectives and the data type you require. Seek out sources such as academic journals, market research reports, official government databases, and reputable news outlets.

3. Evaluate Source Credibility

Ensuring the credibility of your sources is crucial. Evaluate the reliability of each source by assessing factors such as the author's expertise, the publication's reputation, and the objectivity of the information provided. Choose sources that align with your research goals and are free from bias.

4. Extract and Analyze Information

Once you've gathered your sources, carefully extract the relevant information. Take thorough notes, capturing key data points, insights, and any supporting evidence. As you accumulate information, start identifying patterns, trends, and connections across different sources.

5. Synthesize Findings

As you analyze the data, synthesize your findings to draw meaningful conclusions. Compare and contrast information from various sources to identify common themes and discrepancies. This synthesis process allows you to construct a coherent narrative that addresses your research objectives.

6. Address Limitations and Gaps

Acknowledge the limitations and potential gaps in your secondary research. Recognize that secondary data might have inherent biases or be outdated. Where necessary, address these limitations by cross-referencing information or finding additional sources to fill in gaps.

7. Contextualize Your Findings

Contextualization is crucial in deriving actionable insights from your secondary research. Consider the broader context within which the data was collected. How does the information relate to current trends, societal changes, or industry shifts? This contextual understanding enhances the relevance and applicability of your findings.

8. Cite Your Sources

Maintain academic integrity by properly citing the sources you've used for your secondary research. Accurate citations not only give credit to the original authors but also provide a clear trail for readers to access the information themselves.

9. Integrate Secondary and Primary Research (If Applicable)

In some cases, combining secondary and primary research can yield more robust insights. If you've also conducted primary research, consider integrating your secondary findings with your primary data to provide a well-rounded perspective on your research topic.

You can use a market research platform like Appinio to conduct primary research with real-time insights in minutes!

10. Communicate Your Findings

Finally, communicate your findings effectively. Whether it's in an academic paper, a business report, or any other format, present your insights clearly and concisely. Provide context for your conclusions and use visual aids like charts and graphs to enhance understanding.

Remember that conducting secondary research is not just about gathering information—it's about critically analyzing, interpreting, and deriving valuable insights from existing data. By following these steps, you'll navigate the process successfully and contribute to the body of knowledge in your field.

Secondary Research Examples

To better understand how secondary research is applied in various contexts, let's explore a few real-world examples that showcase its versatility and value.

Market Analysis and Trend Forecasting

Imagine you're a marketing strategist tasked with launching a new product in the smartphone industry. By conducting secondary research, you can:

  • Access Market Reports: Utilize market research reports to understand consumer preferences, competitive landscape, and growth projections.
  • Analyze Trends: Examine past sales data and industry reports to identify trends in smartphone features, design, and user preferences.
  • Benchmark Competitors: Compare market share, customer satisfaction, and pricing strategies of key competitors to develop a strategic advantage.
  • Forecast Demand: Use historical sales data and market growth predictions to estimate demand for your new product.

Academic Research and Literature Reviews

Suppose you're a student researching climate change's effects on marine ecosystems. Secondary research aids your academic endeavors by:

  • Reviewing Existing Studies: Analyze peer-reviewed articles and scientific papers to understand the current state of knowledge on the topic.
  • Identifying Knowledge Gaps: Identify areas where further research is needed based on what existing studies still need to cover.
  • Comparing Methodologies: Compare research methodologies used by different studies to assess the strengths and limitations of their approaches.
  • Synthesizing Insights: Synthesize findings from various studies to form a comprehensive overview of the topic's implications on marine life.

Competitive Landscape Assessment for Business Strategy

Consider you're a business owner looking to expand your restaurant chain to a new location. Secondary research aids your strategic decision-making by:

  • Analyzing Demographics: Utilize demographic data from government databases to understand the local population's age, income, and preferences.
  • Studying Local Trends: Examine restaurant industry reports to identify the types of cuisines and dining experiences currently popular in the area.
  • Understanding Consumer Behavior: Analyze online reviews and social media discussions to gauge customer sentiment towards existing restaurants in the vicinity.
  • Assessing Economic Conditions: Access economic reports to evaluate the local economy's stability and potential purchasing power.

These examples illustrate the practical applications of secondary research across various fields to provide a foundation for informed decision-making, deeper understanding, and innovation.

Secondary Research Limitations

While secondary research offers many benefits, it's essential to be aware of its limitations to ensure the validity and reliability of your findings.

  • Data Quality and Validity: The accuracy and reliability of secondary data can vary, affecting the credibility of your research.
  • Limited Contextual Information: Secondary sources might lack detailed contextual information, making it important to interpret findings within the appropriate context.
  • Data Suitability: Existing data might not align perfectly with your research objectives, leading to compromises or incomplete insights.
  • Outdated Information: Some sources might provide obsolete information that doesn't accurately reflect current trends or situations.
  • Potential Bias: While secondary data is often less biased, biases might still exist in the original data sources, influencing your findings.
  • Incompatibility of Data: Combining data from different sources might pose challenges due to variations in definitions, methodologies, or units of measurement.
  • Lack of Control: Unlike primary research, you have no control over how data was collected or its quality, potentially affecting your analysis. Understanding these limitations will help you navigate secondary research effectively and make informed decisions based on a well-rounded understanding of its strengths and weaknesses.

Secondary research is a valuable tool that businesses can use to their advantage. By tapping into existing data and insights, companies can save time, resources, and effort that would otherwise be spent on primary research. This approach equips decision-makers with a broader understanding of market trends, consumer behaviors, and competitive landscapes. Additionally, benchmarking against industry standards and validating hypotheses empowers businesses to make informed choices that lead to growth and success.

As you navigate the world of secondary research, remember that it's not just about data retrieval—it's about strategic utilization. With a clear grasp of how to access, analyze, and interpret existing information, businesses can stay ahead of the curve, adapt to changing landscapes, and make decisions that are grounded in reliable knowledge.

How to Conduct Secondary Research in Minutes?

In the world of decision-making, having access to real-time consumer insights is no longer a luxury—it's a necessity. That's where Appinio comes in, revolutionizing how businesses gather valuable data for better decision-making. As a real-time market research platform, Appinio empowers companies to tap into the pulse of consumer opinions swiftly and seamlessly.

  • Fast Insights: Say goodbye to lengthy research processes. With Appinio, you can transform questions into actionable insights in minutes.
  • Data-Driven Decisions: Harness the power of real-time consumer insights to drive your business strategies, allowing you to make informed choices on the fly.
  • Seamless Integration: Appinio handles the research and technical complexities, freeing you to focus on what truly matters: making rapid data-driven decisions that propel your business forward.

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What is secondary research?

Last updated

7 February 2023

Reviewed by

Cathy Heath

In this guide, we explain in detail what secondary research is, including the difference between this research method and primary research, the different sources for secondary research, and how you can benefit from this research method.

Analyze your secondary research

Bring your secondary research together inside Dovetail, tag PDFs, and uncover actionable insights

  • Overview of secondary research

Secondary research is a method by which the researcher finds existing data, filters it to meet the context of their research question, analyzes it, and then summarizes it to come up with valid research conclusions.

This research method involves searching for information, often via the internet, using keywords or search terms relevant to the research question. The goal is to find data from internal and external sources that are up-to-date and authoritative, and that fully answer the question.

Secondary research reviews existing research and looks for patterns, trends, and insights, which helps determine what further research, if any, is needed.

  • Secondary research methods

Secondary research is more economical than primary research, mainly because the methods for this type of research use existing data and do not require the data to be collected first-hand or by a third party that you have to pay.

Secondary research is referred to as ‘desk research’ or ‘desktop research,’ since the data can be retrieved from behind a desk instead of having to host a focus group and create the research from scratch.

Finding existing research is relatively easy since there are numerous accessible sources organizations can use to obtain the information they need. These  include:

The internet:  This data is either free or behind a paywall. Yet, while there are plenty of sites on the internet with information that can be used, businesses need to be careful to collect information from trusted and authentic websites to ensure the data is accurate.

Government agencies: Government agencies are typically known to provide valuable, trustworthy information that companies can use for their research.

The public library: This establishment holds paper-based and online sources of reliable information, including business databases, magazines, newspapers, and government publications. Be mindful of any copyright restrictions that may apply when using these sources.

Commercial information: This source provides first-hand information on politics, demographics, and economic developments through information aggregators, newspapers, magazines, radio, blogs, podcasts, and journals. This information may be free or behind a paywall.

Educational and scientific facilities: Universities, colleges, and specialized research facilities carry out significant amounts of research. As a result, they have data that may be available to the public and businesses for use.

  • Key differences between primary research and secondary research

Both primary and secondary research methods provide researchers with vital, complementary information, despite some major differences between the two approaches.

Primary research involves gathering first-hand information by directly working with the target market, users, and interviewees. Researchers ask questions directly using surveys , interviews, and focus groups.

Through the primary research method, researchers obtain targeted responses and accurate results directly related to their overall research goals.

Secondary research uses existing data, such as published reports, that have already been completed through earlier primary and secondary research. Researchers can use this existing data to support their research goals and preliminary research findings.

Other notable differences between primary and secondary research  include:

Relevance: Primary research uses raw data relevant to the investigation's goals. Secondary research may contain irrelevant data or may not neatly fit the parameters of the researcher's goals.

Time: Primary research takes a lot of time. Secondary research can be done relatively quickly.

Researcher bias: Primary research can be subject to researcher bias.

Cost: Primary research can be expensive. Secondary research can be more affordable because the data is often free. However, valuable data is often behind a paywall. The piece of secondary research you want may not exist or be very expensive, so you may have to turn to primary research to fill the information gap.

  • When to conduct secondary research

Both primary and secondary research have roles to play in providing a holistic and accurate understanding of a topic. Generally, secondary research is done at the beginning of the research phase, especially if the topic is new.

Secondary research can provide context and critical background information to understand the issue at hand and identify any gaps, that could then be filled by primary research.

  • How to conduct secondary research

Researchers usually follow several steps for secondary research.

1. Identify and define the research topic

Before starting either of these research methods, you first need to determine the following:

Topic to be researched

Purpose of this research

For instance, you may want to explore a question, determine why something happened, or confirm whether an issue is true.

At this stage, you also need to consider what search terms or keywords might be the most effective for this topic. You could do this by looking at what synonyms exist for your topic, the use of industry terms and acronyms, as well as the balance between statistical or quantitative data and contextual data to support your research topic.

It’s also essential to define what you don’t want to cover in your secondary research process. This might be choosing only to use recent information or only focusing on research based on a particular country or type of consumer. From there, once you know what you want to know and why you can decide whether you need to use both primary and secondary research to answer your questions.

2. Find research and existing data sources

Once you have determined your research topic , select the information sources that will provide you with the most appropriate and relevant data for your research. If you need secondary research, you want to determine where this information can likely be found, for example:

Trade associations

Government sources

Create a list of the relevant data sources , and other organizations or people that can help you find what you need.

3. Begin searching and collecting the existing data

Once you have narrowed down your sources, you will start gathering this information and putting it into an organized system. This often involves:

Checking the credibility of the source

Setting up meetings with research teams

Signing up for accounts to access certain websites or journals

One search result on the internet often leads to other pieces of helpful information, known as ‘pearl gathering’ or ‘pearl harvesting.’ This is usually a serendipitous activity, which can lead to valuable nuggets of information you may not have been aware of or considered.

4. Combine the data and compare the results

Once you have gathered all the data, start going through it by carefully examining all the information and comparing it to ensure the data is usable and that it isn’t duplicated or corrupted. Contradictory information is useful—just make sure you note the contradiction and the context. Be mindful of copyright and plagiarism when using secondary research and always cite your sources.

Once you have assessed everything, you will begin to look at what this information tells you by checking out the trends and comparing the different datasets. You will also investigate what this information means for your research, whether it helps your overall goal, and any gaps or deficiencies.

5. Analyze your data and explore further

In the final stage of conducting secondary research, you will analyze the data you have gathered and determine if it answers the questions you had before you started researching. Check that you understand the information, whether it fills in all your gaps, and whether it provides you with other insights or actions you should take next.

If you still need further data, repeat these steps to find additional information that can help you explore your topic more deeply. You may also need to supplement what you find with primary research to ensure that your data is complete, accurate, transparent, and credible.

  • The advantages of secondary research

There are numerous advantages to performing secondary research. Some key benefits are:

Quicker than primary research: Because the data is already available, you can usually find the information you need fairly quickly. Not only will secondary research help you research faster, but you will also start optimizing the data more quickly.

Plenty of available data: There are countless sources for you to choose from, making research more accessible. This data may be already compiled and arranged, such as statistical information,  so you can quickly make use of it.

Lower costs:  Since you will not have to carry out the research from scratch, secondary research tends to be much more affordable than primary research.

Opens doors to further research:  Existing research usually identifies whether more research needs to be done. This could mean follow-up surveys or telephone interviews with subject matter experts (SME) to add value to your own research.

  • The disadvantages of secondary research

While there are plenty of benefits to secondary research are plenty, there are some issues you should be aware of. These include:

Credibility issues: It is important to verify the sources used. Some information may be biased and not reflect or hide, relevant issues or challenges. It could also be inaccurate.

No recent information:  Even if data may seem accurate, it may not be up to date, so the information you gather may no longer be correct. Outdated research can distort your overall findings.

Poor quality: Because secondary research tends to make conclusions from primary research data, the success of secondary research will depend on the quality and context of the research that has already been completed. If the research you are using is of poor quality, this will bring down the quality of your own findings.

Research doesn’t exist or is not easily accessible, or is expensive: Sometimes the information you need is confidential or proprietary, such as sales or earnings figures. Many information-based businesses attach value to the information they hold or publish, so the costs to access this information can be prohibitive.

Should you complete secondary research or primary research first?

Due to the costs and time involved in primary research, it may be more beneficial to conduct secondary market research first. This will save you time and provide a picture of what issues you may come across in your research. This allows you to focus on using more expensive primary research to get the specific answers you want.

What should you ask yourself before using secondary research data?

Check the date of the research to make sure it is still relevant. Also, determine the data source so you can assess how credible and trustworthy it is likely to be. For example, data from known brands, professional organizations, and even government agencies are usually excellent sources to use in your secondary research, as it tends to be trustworthy.

Be careful when using some websites and personal blogs as they may be based on opinions rather than facts. However, these sources can be useful for determining sentiment about a product or service, and help direct any primary research.

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Secondary Research Guide: Definition, Methods, Examples

Apr 3, 2024

8 min. read

The internet has vastly expanded our access to information, allowing us to learn almost anything about everything. But not all market research is created equal , and this secondary research guide explains why.

There are two key ways to do research. One is to test your own ideas, make your own observations, and collect your own data to derive conclusions. The other is to use secondary research — where someone else has done most of the heavy lifting for you. 

Here’s an overview of secondary research and the value it brings to data-driven businesses.

Secondary Research Definition: What Is Secondary Research?

Primary vs Secondary Market Research

What Are Secondary Research Methods?

Advantages of secondary research, disadvantages of secondary research, best practices for secondary research, how to conduct secondary research with meltwater.

Secondary research definition: The process of collecting information from existing sources and data that have already been analyzed by others.

Secondary research (aka desk research or complementary research ) provides a foundation to help you understand a topic, with the goal of building on existing knowledge. They often cover the same information as primary sources, but they add a layer of analysis and explanation to them.

colleagues working on a secondary research

Users can choose from several secondary research types and sources, including:

  • Journal articles
  • Research papers

With secondary sources, users can draw insights, detect trends , and validate findings to jumpstart their research efforts.

Primary vs. Secondary Market Research

We’ve touched a little on primary research , but it’s essential to understand exactly how primary and secondary research are unique.

laying out the keypoints of a secondary research on a board

Think of primary research as the “thing” itself, and secondary research as the analysis of the “thing,” like these primary and secondary research examples:

  • An expert gives an interview (primary research) and a marketer uses that interview to write an article (secondary research).
  • A company conducts a consumer satisfaction survey (primary research) and a business analyst uses the survey data to write a market trend report (secondary research).
  • A marketing team launches a new advertising campaign across various platforms (primary research) and a marketing research firm, like Meltwater for market research , compiles the campaign performance data to benchmark against industry standards (secondary research).

In other words, primary sources make original contributions to a topic or issue, while secondary sources analyze, synthesize, or interpret primary sources.

Both are necessary when optimizing a business, gaining a competitive edge , improving marketing, or understanding consumer trends that may impact your business.

Secondary research methods focus on analyzing existing data rather than collecting primary data . Common examples of secondary research methods include:

  • Literature review . Researchers analyze and synthesize existing literature (e.g., white papers, research papers, articles) to find knowledge gaps and build on current findings.
  • Content analysis . Researchers review media sources and published content to find meaningful patterns and trends.
  • AI-powered secondary research . Platforms like Meltwater for market research analyze vast amounts of complex data and use AI technologies like natural language processing and machine learning to turn data into contextual insights.

Researchers today have access to more secondary research companies and market research tools and technology than ever before, allowing them to streamline their efforts and improve their findings.

Want to see how Meltwater can complement your secondary market research efforts? Simply fill out the form at the bottom of this post, and we'll be in touch.

Conducting secondary research offers benefits in every job function and use case, from marketing to the C-suite. Here are a few advantages you can expect.

Cost and time efficiency

Using existing research saves you time and money compared to conducting primary research. Secondary data is readily available and easily accessible via libraries, free publications, or the Internet. This is particularly advantageous when you face time constraints or when a project requires a large amount of data and research.

Access to large datasets

Secondary data gives you access to larger data sets and sample sizes compared to what primary methods may produce. Larger sample sizes can improve the statistical power of the study and add more credibility to your findings.

Ability to analyze trends and patterns

Using larger sample sizes, researchers have more opportunities to find and analyze trends and patterns. The more data that supports a trend or pattern, the more trustworthy the trend becomes and the more useful for making decisions. 

Historical context

Using a combination of older and recent data allows researchers to gain historical context about patterns and trends. Learning what’s happened before can help decision-makers gain a better current understanding and improve how they approach a problem or project.

Basis for further research

Ideally, you’ll use secondary research to further other efforts . Secondary sources help to identify knowledge gaps, highlight areas for improvement, or conduct deeper investigations.

Tip: Learn how to use Meltwater as a research tool and how Meltwater uses AI.

Secondary research comes with a few drawbacks, though these aren’t necessarily deal breakers when deciding to use secondary sources.

Reliability concerns

Researchers don’t always know where the data comes from or how it’s collected, which can lead to reliability concerns. They don’t control the initial process, nor do they always know the original purpose for collecting the data, both of which can lead to skewed results.

Potential bias

The original data collectors may have a specific agenda when doing their primary research, which may lead to biased findings. Evaluating the credibility and integrity of secondary data sources can prove difficult.

Outdated information

Secondary sources may contain outdated information, especially when dealing with rapidly evolving trends or fields. Using outdated information can lead to inaccurate conclusions and widen knowledge gaps.

Limitations in customization

Relying on secondary data means being at the mercy of what’s already published. It doesn’t consider your specific use cases, which limits you as to how you can customize and use the data.

A lack of relevance

Secondary research rarely holds all the answers you need, at least from a single source. You typically need multiple secondary sources to piece together a narrative, and even then you might not find the specific information you need.

To make secondary market research your new best friend, you’ll need to think critically about its strengths and find ways to overcome its weaknesses. Let’s review some best practices to use secondary research to its fullest potential.

Identify credible sources for secondary research

To overcome the challenges of bias, accuracy, and reliability, choose secondary sources that have a demonstrated history of excellence . For example, an article published in a medical journal naturally has more credibility than a blog post on a little-known website.

analyzing data resulting from a secondary research

Assess credibility based on peer reviews, author expertise, sampling techniques, publication reputation, and data collection methodologies. Cross-reference the data with other sources to gain a general consensus of truth.

The more credibility “factors” a source has, the more confidently you can rely on it. 

Evaluate the quality and relevance of secondary data

You can gauge the quality of the data by asking simple questions:

  • How complete is the data? 
  • How old is the data? 
  • Is this data relevant to my needs?
  • Does the data come from a known, trustworthy source?

It’s best to focus on data that aligns with your research objectives. Knowing the questions you want to answer and the outcomes you want to achieve ahead of time helps you focus only on data that offers meaningful insights.

Document your sources 

If you’re sharing secondary data with others, it’s essential to document your sources to gain others’ trust. They don’t have the benefit of being “in the trenches” with you during your research, and sharing your sources can add credibility to your findings and gain instant buy-in.

Secondary market research offers an efficient, cost-effective way to learn more about a topic or trend, providing a comprehensive understanding of the customer journey . Compared to primary research, users can gain broader insights, analyze trends and patterns, and gain a solid foundation for further exploration by using secondary sources.

Meltwater for market research speeds up the time to value in using secondary research with AI-powered insights, enhancing your understanding of the customer journey. Using natural language processing, machine learning, and trusted data science processes, Meltwater helps you find relevant data and automatically surfaces insights to help you understand its significance. Our solution identifies hidden connections between data points you might not know to look for and spells out what the data means, allowing you to make better decisions based on accurate conclusions. Learn more about Meltwater's power as a secondary research solution when you request a demo by filling out the form below:

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Secondary Research: Definition, Methods and Examples.

secondary research

In the world of research, there are two main types of data sources: primary and secondary. While primary research involves collecting new data directly from individuals or sources, secondary research involves analyzing existing data already collected by someone else. Today we’ll discuss secondary research.

One common source of this research is published research reports and other documents. These materials can often be found in public libraries, on websites, or even as data extracted from previously conducted surveys. In addition, many government and non-government agencies maintain extensive data repositories that can be accessed for research purposes.

LEARN ABOUT: Research Process Steps

While secondary research may not offer the same level of control as primary research, it can be a highly valuable tool for gaining insights and identifying trends. Researchers can save time and resources by leveraging existing data sources while still uncovering important information.

What is Secondary Research: Definition

Secondary research is a research method that involves using already existing data. Existing data is summarized and collated to increase the overall effectiveness of the research.

One of the key advantages of secondary research is that it allows us to gain insights and draw conclusions without having to collect new data ourselves. This can save time and resources and also allow us to build upon existing knowledge and expertise.

When conducting secondary research, it’s important to be thorough and thoughtful in our approach. This means carefully selecting the sources and ensuring that the data we’re analyzing is reliable and relevant to the research question . It also means being critical and analytical in the analysis and recognizing any potential biases or limitations in the data.

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Secondary research is much more cost-effective than primary research , as it uses already existing data, unlike primary research, where data is collected firsthand by organizations or businesses or they can employ a third party to collect data on their behalf.

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Secondary Research Methods with Examples

Secondary research is cost-effective, one of the reasons it is a popular choice among many businesses and organizations. Not every organization is able to pay a huge sum of money to conduct research and gather data. So, rightly secondary research is also termed “ desk research ”, as data can be retrieved from sitting behind a desk.

secondary research reports

The following are popularly used secondary research methods and examples:

1. Data Available on The Internet

One of the most popular ways to collect secondary data is the internet. Data is readily available on the internet and can be downloaded at the click of a button.

This data is practically free of cost, or one may have to pay a negligible amount to download the already existing data. Websites have a lot of information that businesses or organizations can use to suit their research needs. However, organizations need to consider only authentic and trusted website to collect information.

2. Government and Non-Government Agencies

Data for secondary research can also be collected from some government and non-government agencies. For example, US Government Printing Office, US Census Bureau, and Small Business Development Centers have valuable and relevant data that businesses or organizations can use.

There is a certain cost applicable to download or use data available with these agencies. Data obtained from these agencies are authentic and trustworthy.

3. Public Libraries

Public libraries are another good source to search for data for this research. Public libraries have copies of important research that were conducted earlier. They are a storehouse of important information and documents from which information can be extracted.

The services provided in these public libraries vary from one library to another. More often, libraries have a huge collection of government publications with market statistics, large collection of business directories and newsletters.

4. Educational Institutions

Importance of collecting data from educational institutions for secondary research is often overlooked. However, more research is conducted in colleges and universities than any other business sector.

The data that is collected by universities is mainly for primary research. However, businesses or organizations can approach educational institutions and request for data from them.

5. Commercial Information Sources

Local newspapers, journals, magazines, radio and TV stations are a great source to obtain data for secondary research. These commercial information sources have first-hand information on economic developments, political agenda, market research, demographic segmentation and similar subjects.

Businesses or organizations can request to obtain data that is most relevant to their study. Businesses not only have the opportunity to identify their prospective clients but can also know about the avenues to promote their products or services through these sources as they have a wider reach.

Key Differences between Primary Research and Secondary Research

Understanding the distinction between primary research and secondary research is essential in determining which research method is best for your project. These are the two main types of research methods, each with advantages and disadvantages. In this section, we will explore the critical differences between the two and when it is appropriate to use them.

How to Conduct Secondary Research?

We have already learned about the differences between primary and secondary research. Now, let’s take a closer look at how to conduct it.

Secondary research is an important tool for gathering information already collected and analyzed by others. It can help us save time and money and allow us to gain insights into the subject we are researching. So, in this section, we will discuss some common methods and tips for conducting it effectively.

Here are the steps involved in conducting secondary research:

1. Identify the topic of research: Before beginning secondary research, identify the topic that needs research. Once that’s done, list down the research attributes and its purpose.

2. Identify research sources: Next, narrow down on the information sources that will provide most relevant data and information applicable to your research.

3. Collect existing data: Once the data collection sources are narrowed down, check for any previous data that is available which is closely related to the topic. Data related to research can be obtained from various sources like newspapers, public libraries, government and non-government agencies etc.

4. Combine and compare: Once data is collected, combine and compare the data for any duplication and assemble data into a usable format. Make sure to collect data from authentic sources. Incorrect data can hamper research severely.

4. Analyze data: Analyze collected data and identify if all questions are answered. If not, repeat the process if there is a need to dwell further into actionable insights.

Advantages of Secondary Research

Secondary research offers a number of advantages to researchers, including efficiency, the ability to build upon existing knowledge, and the ability to conduct research in situations where primary research may not be possible or ethical. By carefully selecting their sources and being thoughtful in their approach, researchers can leverage secondary research to drive impact and advance the field. Some key advantages are the following:

1. Most information in this research is readily available. There are many sources from which relevant data can be collected and used, unlike primary research, where data needs to collect from scratch.

2. This is a less expensive and less time-consuming process as data required is easily available and doesn’t cost much if extracted from authentic sources. A minimum expenditure is associated to obtain data.

3. The data that is collected through secondary research gives organizations or businesses an idea about the effectiveness of primary research. Hence, organizations or businesses can form a hypothesis and evaluate cost of conducting primary research.

4. Secondary research is quicker to conduct because of the availability of data. It can be completed within a few weeks depending on the objective of businesses or scale of data needed.

As we can see, this research is the process of analyzing data already collected by someone else, and it can offer a number of benefits to researchers.

Disadvantages of Secondary Research

On the other hand, we have some disadvantages that come with doing secondary research. Some of the most notorious are the following:

1. Although data is readily available, credibility evaluation must be performed to understand the authenticity of the information available.

2. Not all secondary data resources offer the latest reports and statistics. Even when the data is accurate, it may not be updated enough to accommodate recent timelines.

3. Secondary research derives its conclusion from collective primary research data. The success of your research will depend, to a greater extent, on the quality of research already conducted by primary research.

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In conclusion, secondary research is an important tool for researchers exploring various topics. By leveraging existing data sources, researchers can save time and resources, build upon existing knowledge, and conduct research in situations where primary research may not be feasible.

There are a variety of methods and examples of secondary research, from analyzing public data sets to reviewing previously published research papers. As students and aspiring researchers, it’s important to understand the benefits and limitations of this research and to approach it thoughtfully and critically. By doing so, we can continue to advance our understanding of the world around us and contribute to meaningful research that positively impacts society.

QuestionPro can be a useful tool for conducting secondary research in a variety of ways. You can create online surveys that target a specific population, collecting data that can be analyzed to gain insights into consumer behavior, attitudes, and preferences; analyze existing data sets that you have obtained through other means or benchmark your organization against others in your industry or against industry standards. The software provides a range of benchmarking tools that can help you compare your performance on key metrics, such as customer satisfaction, with that of your peers.

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Secondary Analysis Research

In secondary data analysis (SDA) studies, investigators use data collected by other researchers to address different questions. Like primary data researchers, SDA investigators must be knowledgeable about their research area to identify datasets that are a good fit for an SDA. Several sources of datasets may be useful for SDA, and examples of some of these will be discussed. Advanced practice providers must be aware of possible advantages, such as economic savings, the ability to examine clinically significant research questions in large datasets that may have been collected over time (longitudinal data), generating new hypotheses or clarifying research questions, and avoiding overburdening sensitive populations or investigating sensitive areas. When reading an SDA report, the reader should be able to determine that the authors identified the limitation or disadvantages of their research. For example, a primary dataset cannot “fit” an SDA researcher’s study exactly, SDAs are inherently limited by the inability to definitively examine causality given their retrospective nature, and data may be too old to address current issues.

Secondary analysis of data collected by another researcher for a different purpose, or SDA, is increasing in the medical and social sciences. This is not surprising, given the immense body of health care–related research performed worldwide and the potential beneficial clinical implications of the timely expansion of primary research ( Johnston, 2014 ; Tripathy, 2013 ). Oncology advanced practitioners should understand why and how SDA studies are done, their potential advantages and disadvantages, as well as the importance of reading primary and secondary analysis research reports with the same discriminatory, evaluative eye for possible applicability to their practice setting.

To perform a primary research study, an investigator identifies a problem or question in a particular population that is amenable to the study, designs a research project to address that question, decides on a quantitative or qualitative methodology, determines an adequate sample size and recruits representative subjects, and systematically collects and analyzes data to address specific research questions. On the other hand, an SDA addresses new questions from that dataset previously gathered for a different primary study ( Castle, 2003 ). This might sound “easier,” but investigators who carry out SDA research must have a broad knowledge base and be up to date regarding the state of the science in their area of interest to identify important research questions, find appropriate datasets, and apply the same research principles as primary researchers.

Most SDAs use quantitative data, but some qualitative studies lend themselves to SDA. The researcher must have access to source data, as opposed to secondary source data (e.g., a medical record review). Original qualitative data sources could be videotaped or audiotaped interviews or transcripts, or other notes from a qualitative study ( Rew, Koniak-Griffin, Lewis, Miles, & O’Sullivan, 2000 ). Another possible source for qualitative analysis is open-ended survey questions that reflect greater meaning than forced-response items.

SECONDARY ANALYSIS PROCESS

An SDA researcher starts with a research question or hypothesis, then identifies an appropriate dataset or sets to address it; alternatively, they are familiar with a dataset and peruse it to identify other questions that might be answered by the available data ( Cheng & Phillips, 2014 ). In reality, SDA researchers probably move back and forth between these approaches. For example, an investigator who starts with a research question but does not find a dataset with all needed variables usually must modify the research question(s) based on the best available data.

Secondary data analysis researchers access primary data via formal (public or institutional archived primary research datasets) or informal data sharing sources (pooled datasets separately collected by two or more researchers, or other independent researchers in carrying out secondary analysis; Heaton, 2008 ). There are numerous sources of datasets for secondary analysis. For example, a graduate student might opt to perform a secondary analysis of an advisor’s research. University and government online sites may also be useful, such as the NYU Libraries Data Sources ( https://guides.nyu.edu/c.php?g=276966&p=1848686 ) or the National Cancer Institute, which has many subcategories of datasets ( https://www.cancer.gov/research/resources/search?from=0&toolTypes=datasets_databases ). The Google search engine is useful, and researchers can enter the search term “Archive sources of datasets (add key words related to oncology).”

In one secondary analysis method, researchers reuse their own data—either a single dataset or combined respective datasets to investigate new or additional questions for a new SDA.

Example of a Secondary Data Analysis

An example highlighting this method of reusing one’s own data is Winters-Stone and colleagues’ SDA of data from four previous primary studies they performed at one institution, published in the Journal of Clinical Oncology (JCO) in 2017. Their pooled sample was 512 breast cancer survivors (age 63 ± 6 years) who had been diagnosed and treated for nonmetastatic breast cancer 5.8 years (± 4.1 years) earlier. The investigators divided the cohort, which had no diagnosed neurologic conditions, into two groups: women who reported symptoms consistent with lower-extremity chemotherapy-induced peripheral neuropathy (CIPN; numbness, tingling, or discomfort in feet) vs. CIPN-negative women who did not have symptoms. The objectives of the study were to define patient-reported prevalence of CIPN symptoms in women who had received chemotherapy, compare objective and subjective measures of CIPN in these cancer survivors, and examine the relationship between CIPN symptom severity and outcomes. Objective and subjective measures were used to compare groups for manifestations influenced by CIPN (physical function, disability, and falls). Actual chemotherapy regimens administered had not been documented (a study limitation, but regimens likely included a taxane that is neurotoxic); therefore, investigators could only confirm that symptoms began during chemotherapy and how severely patients rated symptoms.

Up to 10 years after completing chemotherapy, 47% of women who had received chemotherapy were still having significant and potentially life-threatening sensory symptoms consistent with CIPN, did worse on physical function tests, reported poorer functioning, had greater disability, and had nearly twice the rate of falls compared with CIPN-negative women ( Winters-Stone et al., 2017 ). Furthermore, symptom severity was related to worse outcomes, while worsening cancer was not.

Stout (2017) recognized the importance of this secondary analysis in an accompanying editorial published in JCO, remarking that it was the first study that included both patient-reported subjective measures and objective measures of a clinically significant problem. Winter-Stone and others (2017) recognized that by analyzing what essentially became a large sample, they were able to achieve a more comprehensive understanding of the significance and impact of CIPN, and thus to challenge the notion that while CIPN may improve over time, it remains a major cancer survivorship issue. Thus, oncology advanced practitioners must systematically address CIPN at baseline and over time in vulnerable patients, and collaborate with others to implement potentially helpful interventions such as physical and occupational therapy ( Silver & Gilchrist, 2011 ). Other primary or secondary research projects might focus on the usefulness of such interventions.

ADVANTAGES OF SECONDARY DATA ANALYSIS

The advantages of doing SDA research that are cited most often are the economic savings—in time, money, and labor—and the convenience of using existing data rather than collecting primary data, which is usually the most time-consuming and expensive aspect of research ( Johnston, 2014 ; Rew et al., 2000 ; Tripathy, 2013 ). If there is a cost to access datasets, it is usually small (compared to performing the data collection oneself), and detailed information about data collection and statistician support may also be available ( Cheng & Phillips, 2014 ). Secondary data analysis may help a new investigator increase his/her clinical research expertise and avoid data collection challenges (e.g., recruiting study participants, obtaining large-enough sample sizes to yield convincing results, avoiding study dropout, and completing data collection within a reasonable time). Secondary data analyses may also allow for examining more variables than would be feasible in smaller studies, surveys of more diverse samples, and the ability to rethink data and use more advanced statistical techniques in analysis ( Rew et al., 2000 ).

Secondary Data Analysis to Answer Additional Research Questions

Another advantage is that an SDA of a large dataset, possibly combining data from more than one study or by using longitudinal data, can address high-impact, clinically important research questions that might be prohibitively expensive or time-consuming for primary study, and potentially generate new hypotheses ( Smith et al., 2011 ; Tripathy, 2013 ). Schadendorf and others (2015) did one such SDA: a pooled analysis of 12 phase II and phase III studies of ipilimumab (Yervoy) for patients with metastatic melanoma. The study goal was to more accurately estimate the long-term survival benefit of ipilimumab every 3 weeks for greater than or equal to 4 doses in 1,861 patients with advanced melanoma, two thirds of whom had been previously treated and one third who were treatment naive. Almost 89% of patients had received ipilimumab at 3 mg/kg (n = 965), 10 mg/kg (n = 706), or other doses, and about 54% had been followed for longer than 5 years. Across all studies, overall survival curves plateaued between 2 and 3 years, suggesting a durable survival benefit for some patients.

Irrespective of prior therapy, ipilimumab dose, or treatment regimen, median overall survival was 13.5 months in treatment naive patients and 10.7 months in previously treated patients ( Schadendorf et al., 2015 ). In addition, survival curves consistently plateaued at approximately year 3 and continued for up to 10 years (longest follow-up). This suggested that most of the 20% to 26% of patients who reached the plateau had a low risk of death from melanoma thereafter. The authors viewed these results as “encouraging,” given the historic median overall survival in patients with advanced melanoma of 8 to 10 months and 5-year survival of approximately 10%. They identified limitations of their SDA (discussed later in this article). Three-year survival was numerically (but not statistically significantly) greater for the patients who received ipilimumab at 10 mg/kg than at 3 mg/kg doses, which had been noted in one of the included studies.

The importance of this secondary analysis was clearly relevant to prescribers of anticancer therapies, and led to a subsequent phase III trial in the same population to answer the ipilimumab dose question. Ascierto and colleagues’ (2017) study confirmed ipilimumab at 10 mg/kg led to a significantly longer overall survival than at 3 mg/kg (15.7 months vs. 11.5 months) in a subgroup of patients not previously treated with a BRAF inhibitor or immune checkpoint inhibitor. However, this was attained at the cost of greater treatment-related adverse events and more frequent discontinuation secondary to severe ipilimumab-related adverse events. Both would be critical points for advanced practitioners to discuss with patients and to consider in relationship to the particular patient’s ability to tolerate a given regimen.

Secondary Data Analysis to Avoid Study Repetition and Over-Research

Secondary data analysis research also avoids study repetition and over-research of sensitive topics or populations ( Tripathy, 2013 ). For example, people treated for cancer in the United Kingdom are surveyed annually through the National Cancer Patient Experience Survey (NCPES), and questions regarding sexual orientation were first included in the 2013 NCPES. Hulbert-Williams and colleagues (2017) did a more rigorous SDA of this survey to gain an understanding of how lesbian, gay, or bisexual (LGB) patients’ experiences with cancer differed from heterosexual patients.

Sixty-four percent of those surveyed responded (n = 68,737) to the question regarding their “best description of sexual orientation.” 89.3% indicated “heterosexual/straight,” 425 (0.6%) indicated “lesbian or gay,” and 143 (0.2%) indicated “bisexual.” One insight gained from the study was that although the true population proportion of LGB was not known, the small number of self-identified LGB patients most likely did not reflect actual numbers and may have occurred because of ongoing unwillingness to disclose sexual orientation, along with the older mean age of the sample. Other cancer patients who selected “prefer not to answer” (3%), “other” (0.9%), or left the question blank (6%), were not included in the SDA to correctly avoid bias in assuming these responses were related to sexual orientation.

Bisexual respondents were significantly more likely to report that nurses or other health-care professionals informed them about their diagnosis, but that it was subsequently difficult to contact nurse specialists and get understandable answers from them; they were dissatisfied with their interaction with hospital nurses and the care and help provided by both health and social care services after leaving the hospital. Bisexual and lesbian/gay respondents wanted to be involved in treatment decision-making, but therapy choices were not discussed with them, and they were all less satisfied than heterosexuals with the information given to them at diagnosis and during treatment and aftercare—an important clinical implication for oncology advanced practitioners.

Hulbert-Williams and colleagues (2017) proposed that while health-care communication and information resources are not explicitly homophobic, we may perpetuate heterosexuality as “normal” by conversational cues and reliance on heterosexual imagery that implies a context exclusionary of LGB individuals. Sexual orientation equality is about matching care to individual needs for all patients regardless of sexual orientation rather than treating everyone the same way, which does not seem to have happened according to the surveyed respondents’ perceptions. In addition, although LGB respondents replied they did not have or chose to exclude significant others from their cancer experience, there was no survey question that clarified their primary relationship status. This is not a unique strategy for persons with cancer, as LGB individuals may do this to protect family and friends from the negative consequences of homophobia.

Hulbert-Williams and others (2017) identified that this dataset might be useful to identify care needs for patients who identify as LGBT or LGBTQ (queer or questioning; no universally used acronym) and be used to obtain more targeted information from subsequent surveys. There is a relatively small body of data for advanced practitioners and other providers that aid in the assessment and care (including supportive, palliative, and survivorship care) of LGBT individuals—a minority group with many subpopulations that may have unique needs. One such effort is the white paper action plan that came out of the first summit on cancer in the LGBT communities. In 2014, participants from the United States, the United Kingdom, and Canada met to identify LGBT communities’ concerns and needs for cancer research, clinical cancer care, health-care policy, and advocacy for cancer survivorship and LGBT health equity ( Burkhalter et al., 2016 ).

More specifically, Healthy People 2020 now includes two objectives regarding LGBT issues: (1) to increase the number of population-based data systems used to monitor Healthy People 2020 objectives, including a standardized set of questions that identify lesbian, gay, bisexual, and transgender populations; and (2) to increase the number of states and territories that include questions that identify sexual orientation and gender identity on state-level surveys or data systems ( Office of Disease Prevention and Health Promotion, 2019 ). We should help each patient to designate significant others’ (family or friends) degree of involvement in care, while recognizing that LGB patients may exclude their significant others if this process involves disclosing sexual orientation, as this may lead to continued social isolation of cancer patients. This SDA by Hulbert-Williams and colleagues (2017) produced findings in a relatively unexplored area of the overall care experiences of LGB patients.

DISADVANTAGES OF SECONDARY DATA ANALYSIS

Many drawbacks of SDA research center around the fact that a primary investigator collected data reflecting his/her unique perspectives and questions, which may not fit an SDA researcher’s questions ( Rew et al., 2000 ). Secondary data analysis researchers have no control over a desired study population, variables of interest, and study design, and probably did not have a role in collecting the primary data ( Castle, 2003 ; Johnston, 2014 ; Smith et al., 2011 ).

Furthermore, the primary data may not include particular demographic information (e.g., respondent zip codes, race, ethnicity, and specific ages) that were deleted to protect respondent confidentiality, or some other different variables that might be important in the SDA may not have been examined at all ( Cheng & Phillips, 2014 ; Johnston, 2014 ). Although primary data collection takes longer than SDA data collection, identifying and procuring suitable SDA data, analyzing the overall quality of the data, determining any limitations inherent in the original study, and determining whether there is an appropriate fit between the purpose of the original study and the purpose of the SDA can be very time consuming ( Castle, 2003 ; Cheng & Phillips, 2014 ; Rew et al., 2000 ).

Secondary data analysis research may be limited to descriptive, exploratory, and correlational designs and nonparametric statistical tests. By their nature, SDA studies are observational and retrospective, and the investigator cannot examine causal relationships (by a randomized, controlled design). An SDA investigator is challenged to decide whether archival data can be shaped to match new research questions; this means the researcher must have an in-depth understanding of the dataset and know how to alter research questions to match available data and recoded variables.

For example, in their pooled analysis of ipilimumab for advanced melanoma, Schadendorf and colleagues (2015) recognized study limitations that might also be disadvantages of other SDAs. These included the fact that they could not make definitive conclusions about the relationship of survival to ipilimumab dose because the study was not randomized, had no control group, and could not account for key baseline prognostic factors. Other limitations were differences in patient populations in several studies included in the SDA, studies that had been done over 10 years ago (although no other new therapies had improved overall survival during that time), and the fact that treatments received after ipilimumab could have affected overall survival.

READING SECONDARY ANALYSIS RESEARCH

Primary and secondary data investigators apply the same research principles, which should be evident in research reports ( Cheng & Phillips, 2014 ; Hulbert-Williams et al., 2017 ; Johnston, 2014 ; Rew et al., 2000 ; Smith et al., 2011 ; Tripathy, 2013 ).

  • ● Did the investigator(s) make a logical and convincing case for the importance of their study?
  • ● Is there a clear research question and/or study goals or objectives?
  • ● Are there operational definitions for the variables of interest?
  • ● Did the authors acknowledge the source of the original data and acquire ethical approval (as necessary)?
  • ● Did the authors discuss the strengths and weaknesses of the dataset? For example, how old are the data? Is the dataset sufficiently large to have confidence in the results (adequately powered)?
  • ● How well do the data seem to “fit” the SDA research question and design?
  • ● Does the methods section allow you, the reader, to “see” how the study was done (e.g., how the sample was selected, the tools/instruments that were used, as well their validity and reliability to measure what was intended, the data collection process, and how the data was analyzed)?
  • ● Do the findings, discussion, and conclusions—positive or negative—allow you to answer the “So what?” question, and does your evaluation match the investigator’s conclusion?

Answering these questions allows the advanced practice provider reader to assess the possible value of a secondary analysis (similarly to a primary research) report and its applicability to practice, and to identify further issues or areas for scientific inquiry.

The author has no conflicts of interest to disclose.

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Secondary Research: Methods, Examples, and Strategic Insights

Kate williams.

16 October 2023

Table Of Contents

Secondary Research

  • An Overview
  • Primary vs Secondary

Sources and References

  • Conducting Research
  • Pros and Cons

Secondary research involves the analysis and interpretation of existing data and information collected by others. It provides valuable insights for informed decision-making without conducting new surveys or experiments. But, why is it important for businesses? Successful enterprises attribute their strategic decisions to comprehensive secondary research. In this blog, we will look into its importance, pros and cons, and all that you need to know.

What is Secondary Research?

Secondary research is not just about compiling data. It’s about synthesizing information to draw meaningful conclusions. Analysts sift through vast datasets, identifying patterns, trends, and correlations. This methodical approach transforms raw data into actionable insights, guiding businesses in their strategic endeavors.

Simply put, it involves the analysis and interpretation of existing data and information collected by others. This data can come from a variety of sources, such as academic papers, industry reports, market studies, government publications, and online databases. By tapping into pre-existing data, businesses can gain valuable insights without the time and resource-intensive process of conducting primary research, making it a cost-effective and efficient approach.

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Primary vs Secondary Research

Now, before we delve into the details, we need to be very clear about what primary research is. Why? Because the former builds upon the latter. Secondary research can only be done upon the existence of data. And, what better way than a comparison of the two to get a better grasp?

Primary Research:

Direct Data Collection: It involves gathering data directly from the source. Researchers use methods like surveys, interviews, experiments, or observations to collect specific information tailored to their study.

Specific to Study: The data collected in primary research is exclusive to the research question at hand. It is designed to address specific inquiries and provide detailed, targeted insights into the topic of interest.

Time-Consuming: Moreover, it can be time-intensive as it requires planning, conducting surveys or interviews, and analyzing the collected data. Researchers invest significant time to ensure the accuracy and reliability of the information gathered.

Tailored Questions: Researchers formulate precise and tailored questions to extract relevant information from participants. These questions are carefully designed to elicit specific responses, contributing to the depth of the research findings.

Costly: Implementing primary research methods often involves expenses related to participant recruitment, survey administration, and data analysis. The costs can vary based on the complexity and scope of the research.

Fresh Information: It provides fresh, firsthand information directly from the participants. It offers unique perspectives and insights, making it valuable for studies requiring original data.

Read More: How To Do Primary Research: An Ultimate Guide

Existing Data Analysis: It involves the analysis and interpretation of pre-existing data. Researchers explore reports, articles, studies, and other pre-existing information to draw conclusions or generate insights.

Broad Overview: It provides a comprehensive overview of a subject matter. It encompasses a wide range of data, allowing researchers to explore multiple facets of a topic without the need for new data collection.

Time-Efficient: Researchers utilize information readily available from various sources. This approach saves time compared to the process of collecting new data through primary research methods.

General Insights: The insights gained are general. They offer a broad understanding of a topic without the specificity that primary research can provide. Basically, it forms a foundation for initial exploration.

Cost-Effective: Compared to primary research, it is cost-effective as it utilizes existing data sources. Researchers do not incur the costs associated with participant recruitment and data collection, making it a budget-friendly option.

Historical Data: Secondary research often involves historical data, which can provide trends and patterns over time. Researchers can analyze past information to identify changes, making it valuable for longitudinal studies.

When conducting secondary research for a company, the focus narrows down to specific sources that offer relevant insights into market trends, consumer behaviors, industry competition, and other business-related aspects.

Here’s a tailored list of key sources and references:

1. Industry Reports and Market Research Firms

Market research is key! Industry-specific reports from reputable market research firms offer detailed analyses, market forecasts, and competitor landscapes, aiding businesses in understanding market trends and customer demands.

2. Competitor Websites and Annual Reports

Your competitor’s website and annual reports are like their personal diary. Analyzing them provides valuable information on their products, strategies, financial performance, and market positioning, helping businesses identify competitive advantages and market gaps.

3. Trade Publications and Business Magazines

They provide industry-specific news, expert opinions, and case studies. This in turn provides insights into merging trends, best practices, and successful business strategies.

4. Government Economic Data and Regulatory Publications

Governments share economic data and regulations. For instance, you get data on GDP growth, employment rates, and industry regulations. You’ll know what’s changing and how it might affect your business.

5. Academic Journals and Research Papers

These are like textbooks. They provide in-depth information about theories and analyses. With it, you can understand the “whys” behind market behaviors.

How to Conduct Secondary Research

1. define your research questions.

Clearly outline what you want to know. Define specific research questions to guide your search and keep your focus sharp. Also, remember to make the questions to the point to provide a clear direction for your study.

2. Identify Your Sources

Don’t just stick to one source. Explore all the options available to get a broad view of the subject. Later, narrow down your findings to get to the precise point you have been deducing.

3. Use Online Databases Wisely

Develop a robust set of keywords related to your topic. Utilize Boolean operators ( AND, OR, NOT ) to refine your search. Experiment with various combinations to obtain the most relevant results.

4. Evaluate Your Sources

Assess the credibility of each source. Check the author’s credentials, publication date, and publisher. Peer-reviewed journals and academic institutions are usually trustworthy.

5. Take Thorough Notes

Record key points, statistics, and quotes. Note the publication details for proper citation. Organize your notes by topic for easy reference.

6. Synthesize Information

Analyze the gathered data. Identify patterns, trends, and discrepancies. Compare and contrast information from different sources to gain comprehensive insights. By doing this, you can see how different sources complement or contradict each other.

7. Validate the Information

Once you have all the information needed, properly source and add references. Any unauthorized data can cause huge differences in the decisions you make based on the insights. In the case of academic research, create a comprehensive bibliography listing all your sources.

8. Stay Curious and Keep Exploring

Research does not end with a single project. Stay curious about new developments, theories, and research findings. Continue learning to broaden your knowledge base and refine your research skills.

Types of Secondary Research

1. literature reviews.

Literature reviews involve analyzing existing academic publications, research papers, books, and articles related to the topic of study. Through literature reviews, scholars gain insights into the evolution of ideas, theories, and methodologies, providing a solid foundation for their research endeavors.

2. Content Analysis

Content analysis is a methodical examination of various media forms, such as articles, advertisements, social media posts, or documents, to extract meaningful insights. Researchers scrutinize the content to identify patterns, themes, attitudes, or trends within the material. This method is widely used in media studies, communication, and social sciences.

 3. Historical Analysis

This method allows researchers to explore the social, cultural, and political factors that have shaped societies, providing valuable context for contemporary studies. It is the meticulous study of historical documents, records, artifacts, or events to gain insights into past behaviors or trends.

4. Case Studies

Case studies delve into specific instances, organizations, or events, offering an in-depth exploration of real-life situations. Researchers analyze existing reports, documents, or publications related to the chosen case to extract valuable insights. It is widely used in business, social sciences, and medical research.

5. Surveys and Polls

Surveys and polls involve the analysis of data that is collected from diverse populations. Researchers explore data sets generated by organizations or research institutions through survey administration. They provide the quantitative data you need to make informed decisions. Moreover, they make it easy to gain insights into public opinions, attitudes, behaviors, or trends across various demographics.

Read More: How to Conduct a Survey

Pros and Cons of Secondary Research

Cost-Effectiveness: Utilizes existing data, saving on research costs. Time Efficiency: Quick access to a wide range of data. Broad Scope: Covers diverse topics and historical data. In-Depth Analysis: Enables detailed examination and exploration.

Disadvantages

Data Quality Concerns: Varied quality and potential biases in existing data. Limited Control: No control over data collection, limiting specific variables. Data Relevance: Data might not precisely align with research questions. Outdated Information: Data can become obsolete in rapidly changing fields.

Alright, before we end this, let’s talk timing! Secondary research guides you through different points of your research process. Imagine you are at the beginning, trying to go deeper into the topic. This is where it comes of use. It gives you foundational knowledge and helps you refine your questions. Then, later, when you’re digging into scholarly articles, research shows you where others have tread and where unexplored territories lie.

So, before you conduct primary research make sure you make a quick secondary research pitstop. It will not only save you time and effort but also help you understand the trends that matter, whether you’re at the beginning, middle, or even near the end of your research.

And, while you’re at it, make sure you stop by SurveySparrow and give it a try! This pitstop might be your ultimate solution.

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Research Methods

Secondary research.

  • Primary Research

What is Secondary Research?

Advantages and disadvantages of secondary research, secondary research in literature reviews, secondary research - going beyond literature reviews, main stages of secondary research, useful resources, using material on this page.

  • Quantitative Research This link opens in a new window
  • Qualitative Research This link opens in a new window
  • Being Critical This link opens in a new window
  • Subject LibGuides This link opens in a new window

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Secondary research

Secondary research uses research and data that has already been carried out. It is sometimes referred to as desk research. It is a good starting point for any type of research as it enables you to analyse what research has already been undertaken and identify any gaps. 

You may only need to carry out secondary research for your assessment or you may need to use secondary research as a starting point, before undertaking your own primary research .

Searching for both primary and secondary sources can help to ensure that you are up to date with what research has already been carried out in your area of interest and to identify the key researchers in the field.

"Secondary sources are the books, articles, papers and similar materials written or produced by others that help you to form your background understanding of the subject. You would use these to find out about experts’ findings, analyses or perspectives on the issue and decide whether to draw upon these explicitly in your research." (Cottrell, 2014, p. 123).

Examples of secondary research sources include:.

  • journal articles
  • official statistics, such as government reports or organisations which have collected and published data

Primary research  involves gathering data which has not been collected before. Methods to collect it can include interviews, focus groups, controlled trials and case studies. Secondary research often comments on and analyses this primary research.

Gopalakrishnan and Ganeshkumar (2013, p. 10) explain the difference between primary and secondary research:

"Primary research is collecting data directly from patients or population, while secondary research is the analysis of data already collected through primary research. A review is an article that summarizes a number of primary studies and may draw conclusions on the topic of interest which can be traditional (unsystematic) or systematic".

Secondary Data

As secondary data has already been collected by someone else for their research purposes, it may not cover all of the areas of interest for your research topic. This research will need to be analysed alongside other research sources and data in the same subject area in order to confirm, dispute or discuss the findings in a wider context.

"Secondary source data, as the name infers, provides second-hand information. The data come ‘pre-packaged’, their form and content reflecting the fact that they have been produced by someone other than the researcher and will not have been produced specifically for the purpose of the research project. The data, none the less, will have some relevance for the research in terms of the information they contain, and the task for the researcher is to extract that information and re-use it in the context of his/her own research project." (Denscombe, 2021, p. 268)

In the video below Dr. Benedict Wheeler (Senior Research Fellow at the European Center for Environment and Human Health at the University of Exeter Medical School) discusses secondary data analysis. Secondary data was used for his research on how the environment affects health and well-being and utilising this secondary data gave access to a larger data set.

As with all research, an important part of the process is to critically evaluate any sources you use. There are tools to help with this in the  Being Critical  section of the guide.

Louise Corti, from the UK Data Archive, discusses using secondary data  in the video below. T he importance of evaluating secondary research is discussed - this is to ensure the data is appropriate for your research and to investigate how the data was collected.

There are advantages and disadvantages to secondary research:

Advantages:

  • Usually low cost
  • Easily accessible
  • Provides background information to clarify / refine research areas
  • Increases breadth of knowledge
  • Shows different examples of research methods
  • Can highlight gaps in the research and potentially outline areas of difficulty
  • Can incorporate a wide range of data
  • Allows you to identify opposing views and supporting arguments for your research topic
  • Highlights the key researchers and work which is being undertaken within the subject area
  • Helps to put your research topic into perspective

Disadvantages

  • Can be out of date
  • Might be unreliable if it is not clear where or how the research has been collected - remember to think critically
  • May not be applicable to your specific research question as the aims will have had a different focus

Literature reviews 

Secondary research for your major project may take the form of a literature review . this is where you will outline the main research which has already been written on your topic. this might include theories and concepts connected with your topic and it should also look to see if there are any gaps in the research., as the criteria and guidance will differ for each school, it is important that you check the guidance which you have been given for your assessment. this may be in blackboard and you can also check with your supervisor..

The videos below include some insights from academics regarding the importance of literature reviews.

Secondary research which goes beyond literature reviews

For some dissertations/major projects there might only be a literature review (discussed above ). For others there could be a literature review followed by primary research and for others the literature review might be followed by further secondary research. 

You may be asked to write a literature review which will form a background chapter to give context to your project and provide the necessary history for the research topic. However, you may then also be expected to produce the rest of your project using additional secondary research methods, which will need to produce results and findings which are distinct from the background chapter t o avoid repetition .

Remember, as the criteria and guidance will differ for each School, it is important that you check the guidance which you have been given for your assessment. This may be in Blackboard and you can also check with your supervisor.

Although this type of secondary research will go beyond a literature review, it will still rely on research which has already been undertaken. And,  "just as in primary research, secondary research designs can be either quantitative, qualitative, or a mixture of both strategies of inquiry" (Manu and Akotia, 2021, p. 4) .

Your secondary research may use the literature review to focus on a specific theme, which is then discussed further in the main project. Or it may use an alternative approach. Some examples are included below.  Remember to speak with your supervisor if you are struggling to define these areas.

Some approaches of how to conduct secondary research include:

  • A systematic review is a structured literature review that involves identifying all of the relevant primary research using a rigorous search strategy to answer a focused research question.
  • This involves comprehensive searching which is used to identify themes or concepts across a number of relevant studies. 
  • The review will assess the q uality of the research and provide a summary and synthesis of all relevant available research on the topic.
  • The systematic review  LibGuide goes into more detail about this process (The guide is aimed a PhD/Researcher students. However, students on other levels of study may find parts of the guide helpful too).
  • Scoping reviews aim to identify and assess available research on a specific topic (which can include ongoing research). 
  • They are "particularly useful when a body of literature has not yet been comprehensively reviewed, or exhibits a complex or heterogeneous nature not amenable to a more precise systematic review of the evidence. While scoping reviews may be conducted to determine the value and probable scope of a full systematic review, they may also be undertaken as exercises in and of themselves to summarize and disseminate research findings, to identify research gaps, and to make recommendations for the future research."  (Peters et al., 2015) .
  • This is designed to  summarise the current knowledge and provide priorities for future research.
  • "A state-of-the-art review will often highlight new ideas or gaps in research with no official quality assessment." (Baguss, 2020) .
  • "Bibliometric analysis is a popular and rigorous method for exploring and analyzing large volumes of scientific data." (Donthu et al., 2021)
  • Quantitative methods and statistics are used to analyse the bibliographic data of published literature. This can be used to measure the impact of authors, publications, or topics within a subject area.

The bibliometric analysis often uses the data from a citation source such as Scopus or Web of Science .

  • This is a technique used to combine the statistic results of prior quantitative studies in order to increase precision and validity.
  • "It goes beyond the parameters of a literature review, which assesses existing literature, to actually perform calculations based on the results collated, thereby coming up with new results" (Curtis and Curtis, 2011, p. 220)

(Adapted from: Grant and Booth, 2009, cited in Sarhan and Manu, 2021, p. 72 )

  • Grounded Theory is used to create explanatory theory from data which has been collected.
  • "Grounded theory data analysis strategies can be used with different types of data, including secondary data." ( Whiteside, Mills and McCalman, 2012 )
  • This allows you to use a specific theory or theories which can then be applied to your chosen topic/research area.
  • You could focus on one case study which is analysed in depth, or you could examine more than one in order to compare and contrast the important aspects of your research question.
  • "Good case studies often begin with a predicament that is poorly comprehended and is inadequately explained or traditionally rationalised by numerous conflicting accounts. Therefore, the aim is to comprehend an existent problem and to use the acquired understandings to develop new theoretical outlooks or explanations."  ( Papachroni and Lochrie, 2015, p. 81 )

Main stages of secondary research for a dissertation/major project

In general, the main stages for conducting secondary research for your dissertation or major project will include:

Click on the image below to access the reading list which includes resources used in this guide as well as some additional useful resources.

Link to online reading list of additional resources and further reading

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported License .

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Research Basics

  • What Is Research?
  • Types of Research
  • Secondary Research | Literature Review
  • Developing Your Topic
  • Primary vs. Secondary Sources
  • Evaluating Sources
  • Responsible Conduct of Research
  • Additional Help

What is Secondary Research?

Secondary research, also known as a literature review , preliminary research , historical research , background research , desk research , or library research , is research that analyzes or describes prior research. Rather than generating and analyzing new data, secondary research analyzes existing research results to establish the boundaries of knowledge on a topic, to identify trends or new practices, to test mathematical models or train machine learning systems, or to verify facts and figures. Secondary research is also used to justify the need for primary research as well as to justify and support other activities. For example, secondary research may be used to support a proposal to modernize a manufacturing plant, to justify the use of newly a developed treatment for cancer, to strengthen a business proposal, or to validate points made in a speech.

The following guides, published by the library, offer more information on how to do secondary research or a literature review:

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Secondary Research Advantages, Limitations, and Sources

Summary: secondary research should be a prerequisite to the collection of primary data, but it rarely provides all the answers you need. a thorough evaluation of the secondary data is needed to assess its relevance and accuracy..

5 minutes to read. By author Michaela Mora on January 25, 2022 Topics: Relevant Methods & Tips , Business Strategy , Market Research

Secondary Research

Secondary research is based on data already collected for purposes other than the specific problem you have. Secondary research is usually part of exploratory market research designs.

The connection between the specific purpose that originates the research is what differentiates secondary research from primary research. Primary research is designed to address specific problems. However, analysis of available secondary data should be a prerequisite to the collection of primary data.

Advantages of Secondary Research

Secondary data can be faster and cheaper to obtain, depending on the sources you use.

Secondary research can help to:

  • Answer certain research questions and test some hypotheses.
  • Formulate an appropriate research design (e.g., identify key variables).
  • Interpret data from primary research as it can provide some insights into general trends in an industry or product category.
  • Understand the competitive landscape.

Limitations of Secondary Research

The usefulness of secondary research tends to be limited often for two main reasons:

Lack of relevance

Secondary research rarely provides all the answers you need. The objectives and methodology used to collect the secondary data may not be appropriate for the problem at hand.

Given that it was designed to find answers to a different problem than yours, you will likely find gaps in answers to your problem. Furthermore, the data collection methods used may not provide the data type needed to support the business decisions you have to make (e.g., qualitative research methods are not appropriate for go/no-go decisions).

Lack of Accuracy

Secondary data may be incomplete and lack accuracy depending on;

  • The research design (exploratory, descriptive, causal, primary vs. repackaged secondary data, the analytical plan, etc.)
  • Sampling design and sources (target audiences, recruitment methods)
  • Data collection method (qualitative and quantitative techniques)
  • Analysis point of view (focus and omissions)
  • Reporting stages (preliminary, final, peer-reviewed)
  • Rate of change in the studied topic (slowly vs. rapidly evolving phenomenon, e.g., adoption of specific technologies).
  • Lack of agreement between data sources.

Criteria for Evaluating Secondary Research Data

Before taking the information at face value, you should conduct a thorough evaluation of the secondary data you find using the following criteria:

  • Purpose : Understanding why the data was collected and what questions it was trying to answer will tell us how relevant and useful it is since it may or may not be appropriate for your objectives.
  • Methodology used to collect the data : Important to understand sources of bias.
  • Accuracy of data: Sources of errors may include research design, sampling, data collection, analysis, and reporting.
  • When the data was collected : Secondary data may not be current or updated frequently enough for the purpose that you need.
  • Content of the data : Understanding the key variables, units of measurement, categories used and analyzed relationships may reveal how useful and relevant it is for your purposes.
  • Source reputation : In the era of purposeful misinformation on the Internet, it is important to check the expertise, credibility, reputation, and trustworthiness of the data source.

Secondary Research Data Sources

Compared to primary research, the collection of secondary data can be faster and cheaper to obtain, depending on the sources you use.

Secondary data can come from internal or external sources.

Internal sources of secondary data include ready-to-use data or data that requires further processing available in internal management support systems your company may be using (e.g., invoices, sales transactions, Google Analytics for your website, etc.).

Prior primary qualitative and quantitative research conducted by the company are also common sources of secondary data. They often generate more questions and help formulate new primary research needed.

However, if there are no internal data collection systems yet or prior research, you probably won’t have much usable secondary data at your disposal.

External sources of secondary data include:

  • Published materials
  • External databases
  • Syndicated services.

Published Materials

Published materials can be classified as:

  • General business sources: Guides, directories, indexes, and statistical data.
  • Government sources: Census data and other government publications.

External Databases

In many industries across a variety of topics, there are private and public databases that can bed accessed online or by downloading data for free, a fixed fee, or a subscription.

These databases can include bibliographic, numeric, full-text, directory, and special-purpose databases. Some public institutions make data collected through various methods, including surveys, available for others to analyze.

Syndicated Services

These services are offered by companies that collect and sell pools of data that have a commercial value and meet shared needs by a number of clients, even if the data is not collected for specific purposes those clients may have.

Syndicated services can be classified based on specific units of measurements (e.g., consumers, households, organizations, etc.).

The data collection methods for these data may include:

  • Surveys (Psychographic and Lifestyle, advertising evaluations, general topics)
  • Household panels (Purchase and media use)
  • Electronic scanner services (volume tracking data, scanner panels, scanner panels with Cable TV)
  • Audits (retailers, wholesalers)
  • Direct inquiries to institutions
  • Clipping services tracking PR for institutions
  • Corporate reports

You can spend hours doing research on Google in search of external sources, but this is likely to yield limited insights. Books, articles journals, reports, blogs posts, and videos you may find online are usually analyses and summaries of data from a particular perspective. They may be useful and give you an indication of the type of data used, but they are not the actual data. Whenever possible, you should look at the actual raw data used to draw your own conclusion on its value for your research objectives. You should check professionally gathered secondary research.

Here are some external secondary data sources often used in market research that you may find useful as starting points in your research. Some are free, while others require payment.

  • Pew Research Center : Reports about the issues, attitudes, and trends shaping the world. It conducts public opinion polling, demographic research, media content analysis, and other empirical social science research.
  • Data.Census.gov : Data dissemination platform to access demographic and economic data from the U.S. Census Bureau.
  • Data.gov : The US. government’s open data source with almost 200,00 datasets ranges in topics from health, agriculture, climate, ecosystems, public safety, finance, energy, manufacturing, education, and business.
  • Google Scholar : A web search engine that indexes the full text or metadata of scholarly literature across an array of publishing formats and disciplines.
  • Google Public Data Explorer : Makes large, public-interest datasets easy to explore, visualize and communicate.
  • Google News Archive : Allows users to search historical newspapers and retrieve scanned images of their pages.
  • Mckinsey & Company : Articles based on analyses of various industries.
  • Statista : Business data platform with data across 170+ industries and 150+ countries.
  • Claritas : Syndicated reports on various market segments.
  • Mintel : Consumer reports combining exclusive consumer research with other market data and expert analysis.
  • MarketResearch.com : Data aggregator with over 350 publishers covering every sector of the economy as well as emerging industries.
  • Packaged Facts : Reports based on market research on consumer goods and services industries.
  • Dun & Bradstreet : Company directory with business information.

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  • What is Secondary Research? + [Methods & Examples]

busayo.longe

In some situations, the researcher may not be directly involved in the data gathering process and instead, would rely on already existing data in order to arrive at research outcomes. This approach to systematic investigation is known as secondary research. 

There are many reasons a researcher may want to make use of already existing data instead of collecting data samples, first-hand. In this article, we will share some of these reasons with you and show you how to conduct secondary research with Formplus. 

What is Secondary  Research?

Secondary research is a common approach to a systematic investigation in which the researcher depends solely on existing data in the course of the research process. This research design involves organizing, collating and analyzing these data samples for valid research conclusions. 

Secondary research is also known as desk research since it involves synthesizing existing data that can be sourced from the internet, peer-reviewed journals , textbooks, government archives, and libraries. What the secondary researcher does is to study already established patterns in previous researches and apply this information to the specific research context. 

Interestingly, secondary research often relies on data provided by primary research and this is why some researches combine both methods of investigation. In this sense, the researcher begins by evaluating and identifying gaps in existing knowledge before adopting primary research to gather new information that will serve his or her research. 

What are Secondary Research Methods?

As already highlighted, secondary research involves data assimilation from different sources, that is, using available research materials instead of creating a new pool of data using primary research methods. Common secondary research methods include data collection through the internet, libraries, archives, schools and organizational reports. 

  • Online Data

Online data is data that is gathered via the internet. In recent times, this method has become popular because the internet provides a large pool of both free and paid research resources that can be easily accessed with the click of a button. 

While this method simplifies the data gathering process , the researcher must take care to depend solely on authentic sites when collecting information. In some way, the internet is a virtual aggregation for all other sources of secondary research data. 

  • Data from Government and Non-government Archives

You can also gather useful research materials from government and non-government archives and these archives usually contain verifiable information that provides useful insights on varying research contexts. In many cases, you would need to pay a sum to gain access to these data. 

The challenge, however, is that such data is not always readily available due to a number of factors. For instance, some of these materials are described as classified information as such, it would be difficult for researchers to have access to them. 

  • Data from Libraries

Research materials can also be accessed through public and private libraries. Think of a library as an information storehouse that contains an aggregation of important information that can serve as valid data in different research contexts. 

Typically, researchers donate several copies of dissertations to public and private libraries; especially in cases of academic research. Also, business directories, newsletters, annual reports and other similar documents that can serve as research data, are gathered and stored in libraries, in both soft and hard copies. 

  • Data from Institutions of Learning

Educational facilities like schools, faculties, and colleges are also a great source of secondary data; especially in academic research. This is because a lot of research is carried out in educational institutions more than in other sectors. 

It is relatively easier to obtain research data from educational institutions because these institutions are committed to solving problems and expanding the body of knowledge. You can easily request research materials from educational facilities for the purpose of a literature review. 

Secondary research methods can also be categorized into qualitative and quantitative data collection methods . Quantitative data gathering methods include online questionnaires and surveys, reports about trends plus statistics about different areas of a business or industry.  

Qualitative research methods include relying on previous interviews and data gathered through focus groups which helps an organization to understand the needs of its customers and plan to fulfill these needs. It also helps businesses to measure the level of employee satisfaction with organizational policies. 

When Do We Conduct Secondary Research?

Typically, secondary research is the first step in any systematic investigation. This is because it helps the researcher to understand what research efforts have been made so far and to utilize this knowledge in mapping out a novel direction for his or her investigation. 

For instance, you may want to carry out research into the nature of a respiratory condition with the aim of developing a vaccine. The best place to start is to gather existing research material about the condition which would help to point your research in the right direction. 

When sifting through these pieces of information, you would gain insights into methods and findings from previous researches which would help you define your own research process. Secondary research also helps you to identify knowledge gaps that can serve as the name of your own research. 

Questions to ask before conducting Secondary Research

Since secondary research relies on already existing data, the researcher must take extra care to ensure that he or she utilizes authentic data samples for the research. Falsified data can have a negative impact on the research outcomes; hence, it is important to always carry out resource evaluation by asking a number of questions as highlighted below:

  • What is the purpose of the research? Again, it is important for every researcher to clearly define the purpose of the research before proceeding with it. Usually, the research purpose determines the approach that would be adopted. 
  • What is my research methodology? After identifying the purpose of the research, the next thing to do is outline the research methodology. This is the point where the researcher chooses to gather data using secondary research methods. 
  • What are my expected research outcomes? 
  • Who collected the data to be analyzed? Before going on to use secondary data for your research, it is necessary to ascertain the authenticity of the information. This usually affects the data reliability and determines if the researcher can trust the materials.  For instance, data gathered from personal blogs and websites may not be as credible as information obtained from an organization’s website. 
  • When was the data collected? Data recency is another factor that must be considered since the recency of data can affect research outcomes. For instance, if you are carrying out research into the number of women who smoke in London, it would not be appropriate for you to make use of information that was gathered 5 years ago unless you plan to do some sort of data comparison. 
  • Is the data consistent with other data available from other sources? Always compare and contrast your data with other available research materials as this would help you to identify inconsistencies if any.
  • What type of data was collected? Take care to determine if the secondary data aligns with your research goals and objectives. 
  • How was the data collected? 

Advantages of Secondary Research

  • Easily Accessible With secondary research, data can easily be accessed in no time; especially with the use of the internet. Apart from the internet, there are different data sources available in secondary research like public libraries and archives which are relatively easy to access too. 
  • Secondary research is cost-effective and it is not time-consuming. The researcher can cut down on costs because he or she is not directly involved in the data collection process which is also time-consuming. 
  • Secondary research helps researchers to identify knowledge gaps which can serve as the basis of further systematic investigation. 
  • It is useful for mapping out the scope of research thereby setting the stage for field investigations. When carrying out secondary research, the researchers may find that the exact information they were looking for is already available, thus eliminating the need and expense incurred in carrying out primary research in these areas. 

Disadvantages of Secondary Research  

  • Questionable Data: With secondary research, it is hard to determine the authenticity of the data because the researcher is not directly involved in the research process. Invalid data can affect research outcomes negatively hence, it is important for the researcher to take extra care by evaluating the data before making use of it. 
  • Generalization: Secondary data is unspecific in nature and may not directly cater to the needs of the researcher. There may not be correlations between the existing data and the research process. 
  • Common Data: Research materials in secondary research are not exclusive to an individual or group. This means that everyone has access to the data and there is little or no “information advantage” gained by those who obtain the research.
  • It has the risk of outdated research materials. Outdated information may offer little value especially for organizations competing in fast-changing markets.

How to Conduct Online Surveys with Formplus 

Follow these 5 steps to create and administer online surveys for secondary research: 

  • Sign into Formplus

In the Formplus builder, you can easily create an online survey for secondary research by dragging and dropping preferred fields into your form. To access the Formplus builder, you will need to create an account on Formplus. 

Once you do this, sign in to your account and click on “Create Form ” to begin. 

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  • Edit Form Title

secondary-research-survey

Click on the field provided to input your form title, for example, “Secondary Research Survey”.

  • Click on the edit button to edit the form.

secondary-research-survey

  • Add Fields: Drag and drop preferred form fields into your form in the Formplus builder inputs column. There are several field input options for questionnaires in the Formplus builder. 
  • Edit fields
  • Click on “Save”
  • Preview form. 
  • Customize your Form

secondary research reports

With the form customization options in the form builder, you can easily change the outlook of your form and make it more unique and personalized. Formplus allows you to change your form theme, add background images and even change the font according to your needs. 

  • Multiple Sharing Options

secondary research reports

Formplus offers multiple form sharing options which enables you to easily share your questionnaire with respondents. You can use the direct social media sharing buttons to share your form link to your organization’s social media pages. 

You can send out your survey form as email invitations to your research subjects too. If you wish, you can share your form’s QR code or embed it on your organization’s website for easy access. 

Why Use Formplus as a Secondary Research Tool?

  • Simple Form Builder Solution

The Formplus form builder is easy to use and does not require you to have any knowledge in computer programming, unlike other form builders. For instance, you can easily add form fields to your form by dragging and dropping them from the inputs section in the builder. 

In the form builder, you can also modify your fields to be hidden or read-only and you can create smart forms with save and resume options, form lookup, and conditional logic. Formplus also allows you to customize your form by adding preferred background images and your organization’s logo. 

  • Over 25 Form Fields

With over 25 versatile form fields available in the form builder, you can easily collect data the way you like. You can receive payments directly in your form by adding payment fields and you can also add file upload fields to allow you receive files in your form too. 

  • Offline Form feature

With Formplus, you can collect data from respondents even without internet connectivity . Formplus automatically detects when there is no or poor internet access and allows forms to be filled out and submitted in offline mode. 

Offline form responses are automatically synced with the servers when the internet connection is restored. This feature is extremely useful for field research that may involve sourcing for data in remote and rural areas plus it allows you to scale up on your audience reach. 

  • Team and Collaboration

 You can add important collaborators and team members to your shared account so that you all can work on forms and responses together. With the multiple users options, you can assign different roles to team members and you can also grant and limit access to forms and folders. 

This feature works with an audit trail that enables you to track changes and suggestions made to your form as the administrator of the shared account. You can set up permissions to limit access to the account while organizing and monitoring your form(s) effectively. 

  • Embeddable Form

Formplus allows you to easily add your form with respondents with the click of a button. For instance, you can directly embed your form in your organization’s web pages by adding Its unique shortcode to your site’s HTML. 

You can also share your form to your social media pages using the social media direct sharing buttons available in the form builder. You can choose to embed the form as an iframe or web pop-up that is easy to fill. 

With Formplus, you can share your form with numerous form respondents in no time. You can invite respondents to fill out your form via email invitation which allows you to also track responses and prevent multiple submissions in your form. 

In addition, you can also share your form link as a QR code so that respondents only need to scan the code to access your form. Our forms have a unique QR code that you can add to your website or print in banners, business cards and the like. 

While secondary research can be cost-effective and time-efficient, it requires the researcher to take extra care in ensuring that the data is authentic and valid. As highlighted earlier, data in secondary research can be sourced through the internet, archives, and libraries, amongst other methods. 

Secondary research is usually the starting point of systematic investigation because it provides the researcher with a background of existing research efforts while identifying knowledge gaps to be filled. This type of research is typically used in science and education. 

It is, however, important to note that secondary research relies on the outcomes of collective primary research data in carrying out its systematic investigation. Hence, the success of your research will depend, to a greater extent, on the quality of data provided by primary research in relation to the research context.

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Integrated Primary & Secondary Research

6 Process of Conducting Secondary Research

A syringe with pink fluid going into one test tube in a box filled with test tubes.

Step 1: Define your research topic and question

  • Start with a thorough literature review
  • Ensure that the research question has clinical or policy relevance and is based on sound a priori reasoning. A good question is what makes a study good, not a large sample size
  • Be flexible to adapt your question to the strengths and limitations of the potential datasets

Step 2: Select a dataset

  • Use a resource such as the Society of General Internal Medicine’s Online Compendium
  • To increase the novelty of your work, consider selecting a dataset that has not been widely used in your field or link datasets together to gain a fresh perspective
  • Factor in the complexity of the dataset
  • Factor in dataset cost and time to acquire the actual dataset
  • Consider selecting a dataset your mentor has used previously

Step 3: Get to know your dataset

  • Why does the database exist?
  • Who reports the data?
  • What are the incentives for accurate reporting?
  • How are the data audited, if at all?
  • Can you link your dataset to other large datasets?
  • Read everything you can about the database
  • Check to see if your measures have been validated against other sources
  • Get a close feel for the data by analyzing it yourself or closely reviewing outputs if someone else is doing the programming

Step 4: Structure your analysis and presentation of findings in a way that is clinically meaningful

  • Think carefully about the clinical implications of your findings
  • Be cautious when interpreting statistical significance (i.e., p-values). Large sample sizes can yield associations that are highly statistically significant but not clinically meaningful
  • Consult with a statistician for complex datasets and analyses
  • Think carefully about how you portray the data. A nice figure sometimes tells the story better than rows of data

Attribution

This page contains materials taken from:

Smith, A.K., Ayanian, J.Z., Covinsky, K.E. et al. Conducting High-Value Secondary Dataset Analysis: An Introductory Guide and Resources. J GEN INTERN MED 26, 920–929 (2011). https://doi.org/10.1007/s11606-010-1621-5

An Open Guide to Integrated Marketing Communications (IMC) Copyright © by Andrea Niosi and KPU Marketing 4201 Class of Summer 2020 is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License , except where otherwise noted.

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Primary vs secondary research – what’s the difference.

14 min read Find out how primary and secondary research are different from each other, and how you can use them both in your own research program.

Primary vs secondary research: in a nutshell

The essential difference between primary and secondary research lies in who collects the data.

  • Primary research definition

When you conduct primary research, you’re collecting data by doing your own surveys or observations.

  • Secondary research definition:

In secondary research, you’re looking at existing data from other researchers, such as academic journals, government agencies or national statistics.

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When to use primary vs secondary research

Primary research and secondary research both offer value in helping you gather information.

Each research method can be used alone to good effect. But when you combine the two research methods, you have the ingredients for a highly effective market research strategy. Most research combines some element of both primary methods and secondary source consultation.

So assuming you’re planning to do both primary and secondary research – which comes first? Counterintuitive as it sounds, it’s more usual to start your research process with secondary research, then move on to primary research.

Secondary research can prepare you for collecting your own data in a primary research project. It can give you a broad overview of your research area, identify influences and trends, and may give you ideas and avenues to explore that you hadn’t previously considered.

Given that secondary research can be done quickly and inexpensively, it makes sense to start your primary research process with some kind of secondary research. Even if you’re expecting to find out what you need to know from a survey of your target market, taking a small amount of time to gather information from secondary sources is worth doing.

Types of market research

Primary research

Primary market research is original research carried out when a company needs timely, specific data about something that affects its success or potential longevity.

Primary research data collection might be carried out in-house by a business analyst or market research team within the company, or it may be outsourced to a specialist provider, such as an agency or consultancy. While outsourcing primary research involves a greater upfront expense, it’s less time consuming and can bring added benefits such as researcher expertise and a ‘fresh eyes’ perspective that avoids the risk of bias and partiality affecting the research data.

Primary research gives you recent data from known primary sources about the particular topic you care about, but it does take a little time to collect that data from scratch, rather than finding secondary data via an internet search or library visit.

Primary research involves two forms of data collection:

  • Exploratory research This type of primary research is carried out to determine the nature of a problem that hasn’t yet been clearly defined. For example, a supermarket wants to improve its poor customer service and needs to understand the key drivers behind the customer experience issues. It might do this by interviewing employees and customers, or by running a survey program or focus groups.
  • Conclusive research This form of primary research is carried out to solve a problem that the exploratory research – or other forms of primary data – has identified. For example, say the supermarket’s exploratory research found that employees weren’t happy. Conclusive research went deeper, revealing that the manager was rude, unreasonable, and difficult, making the employees unhappy and resulting in a poor employee experience which in turn led to less than excellent customer service. Thanks to the company’s choice to conduct primary research, a new manager was brought in, employees were happier and customer service improved.

Examples of primary research

All of the following are forms of primary research data.

  • Customer satisfaction survey results
  • Employee experience pulse survey results
  • NPS rating scores from your customers
  • A field researcher’s notes
  • Data from weather stations in a local area
  • Recordings made during focus groups

Primary research methods

There are a number of primary research methods to choose from, and they are already familiar to most people. The ones you choose will depend on your budget, your time constraints, your research goals and whether you’re looking for quantitative or qualitative data.

A survey can be carried out online, offline, face to face or via other media such as phone or SMS. It’s relatively cheap to do, since participants can self-administer the questionnaire in most cases. You can automate much of the process if you invest in good quality survey software.

Primary research interviews can be carried out face to face, over the phone or via video calling. They’re more time-consuming than surveys, and they require the time and expense of a skilled interviewer and a dedicated room, phone line or video calling setup. However, a personal interview can provide a very rich primary source of data based not only on the participant’s answers but also on the observations of the interviewer.

Focus groups

A focus group is an interview with multiple participants at the same time. It often takes the form of a discussion moderated by the researcher. As well as taking less time and resources than a series of one-to-one interviews, a focus group can benefit from the interactions between participants which bring out more ideas and opinions. However this can also lead to conversations going off on a tangent, which the moderator must be able to skilfully avoid by guiding the group back to the relevant topic.

Secondary research

Secondary research is research that has already been done by someone else prior to your own research study.

Secondary research is generally the best place to start any research project as it will reveal whether someone has already researched the same topic you’re interested in, or a similar topic that helps lay some of the groundwork for your research project.

Secondary research examples

Even if your preliminary secondary research doesn’t turn up a study similar to your own research goals, it will still give you a stronger knowledge base that you can use to strengthen and refine your research hypothesis. You may even find some gaps in the market you didn’t know about before.

The scope of secondary research resources is extremely broad. Here are just a few of the places you might look for relevant information.

Books and magazines

A public library can turn up a wealth of data in the form of books and magazines – and it doesn’t cost a penny to consult them.

Market research reports

Secondary research from professional research agencies can be highly valuable, as you can be confident the data collection methods and data analysis will be sound

Scholarly journals, often available in reference libraries

Peer-reviewed journals have been examined by experts from the relevant educational institutions, meaning there has been an extra layer of oversight and careful consideration of the data points before publication.

Government reports and studies

Public domain data, such as census data, can provide relevant information for your research project, not least in choosing the appropriate research population for a primary research method. If the information you need isn’t readily available, try contacting the relevant government agencies.

White papers

Businesses often produce white papers as a means of showcasing their expertise and value in their field. White papers can be helpful in secondary research methods, although they may not be as carefully vetted as academic papers or public records.

Trade or industry associations

Associations may have secondary data that goes back a long way and offers a general overview of a particular industry. This data collected over time can be very helpful in laying the foundations of your particular research project.

Private company data

Some businesses may offer their company data to those conducting research in return for fees or with explicit permissions. However, if a business has data that’s closely relevant to yours, it’s likely they are a competitor and may flat out refuse your request.

Learn more about secondary research

Examples of secondary research data

These are all forms of secondary research data in action:

  • A newspaper report quoting statistics sourced by a journalist
  • Facts from primary research articles quoted during a debate club meeting
  • A blog post discussing new national figures on the economy
  • A company consulting previous research published by a competitor

Secondary research methods

Literature reviews.

A core part of the secondary research process, involving data collection and constructing an argument around multiple sources. A literature review involves gathering information from a wide range of secondary sources on one topic and summarizing them in a report or in the introduction to primary research data.

Content analysis

This systematic approach is widely used in social science disciplines. It uses codes for themes, tropes or key phrases which are tallied up according to how often they occur in the secondary data. The results help researchers to draw conclusions from qualitative data.

Data analysis using digital tools

You can analyze large volumes of data using software that can recognize and categorize natural language. More advanced tools will even be able to identify relationships and semantic connections within the secondary research materials.

Text IQ

Comparing primary vs secondary research

We’ve established that both primary research and secondary research have benefits for your business, and that there are major differences in terms of the research process, the cost, the research skills involved and the types of data gathered. But is one of them better than the other?

The answer largely depends on your situation. Whether primary or secondary research wins out in your specific case depends on the particular topic you’re interested in and the resources you have available. The positive aspects of one method might be enough to sway you, or the drawbacks – such as a lack of credible evidence already published, as might be the case in very fast-moving industries – might make one method totally unsuitable.

Here’s an at-a-glance look at the features and characteristics of primary vs secondary research, illustrating some of the key differences between them.

What are the pros and cons of primary research?

Primary research provides original data and allows you to pinpoint the issues you’re interested in and collect data from your target market – with all the effort that entails.

Benefits of primary research:

  • Tells you what you need to know, nothing irrelevant
  • Yours exclusively – once acquired, you may be able to sell primary data or use it for marketing
  • Teaches you more about your business
  • Can help foster new working relationships and connections between silos
  • Primary research methods can provide upskilling opportunities – employees gain new research skills

Limitations of primary research:

  • Lacks context from other research on related subjects
  • Can be expensive
  • Results aren’t ready to use until the project is complete
  • Any mistakes you make in in research design or implementation could compromise your data quality
  • May not have lasting relevance – although it could fulfill a benchmarking function if things change

What are the pros and cons of secondary research?

Secondary research relies on secondary sources, which can be both an advantage and a drawback. After all, other people are doing the work, but they’re also setting the research parameters.

Benefits of secondary research:

  • It’s often low cost or even free to access in the public domain
  • Supplies a knowledge base for researchers to learn from
  • Data is complete, has been analyzed and checked, saving you time and costs
  • It’s ready to use as soon as you acquire it

Limitations of secondary research

  • May not provide enough specific information
  • Conducting a literature review in a well-researched subject area can become overwhelming
  • No added value from publishing or re-selling your research data
  • Results are inconclusive – you’ll only ever be interpreting data from another organization’s experience, not your own
  • Details of the research methodology are unknown
  • May be out of date – always check carefully the original research was conducted

Related resources

Business research methods 12 min read, qualitative research interviews 11 min read, market intelligence 10 min read, marketing insights 11 min read, ethnographic research 11 min read, qualitative vs quantitative research 13 min read, qualitative research questions 11 min read, request demo.

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Table of Content

A comprehensive guide to secondary market research.

Secondary market research is a valuable tool to drive your company's success. Let's explore everything you need to know about it.

secondary research reports

To gain a competitive edge, businesses need to understand their target market, consumer behavior, and industry trends. This is where market research comes into play. While primary market research involves collecting data directly from the target audience, secondary market research offers a wealth of existing data and information that can provide valuable insights. 

Read more: A Guide to Primary Market Research: What Is It, and Why Is It Important?

Secondary market serves as an existing foundation of knowledge, supporting decision-making processes, enhancing understanding, and identifying opportunities. In this article, we explore the importance of secondary market research and its benefits in informing business strategies and driving success.

What is secondary market research?

Secondary market research refers to the process of collecting and analyzing existing data and information that has been previously gathered by someone else for a different purpose. It involves utilizing sources such as published reports, government publications, industry studies, academic journals, online databases, and other publicly available data.

Unlike primary market research, which involves collecting data directly from the target audience through surveys, interviews, or observations, secondary research relies on existing data sources such as market reports, industry statistics, customer surveys, and competitor analysis, among others.

Secondary market research is conducted to gain insights into market trends, industry dynamics, consumer behavior, competitive landscapes, and other factors that influence business decisions. It helps businesses and organizations understand the market and industry they operate in, identify opportunities and gaps, assess market potential, evaluate competition, and inform decision-making.

Why is secondary market research important?

Secondary market research plays a crucial role in informing your decision-making processes. It provides valuable insights into market trends, industry dynamics, consumer behavior, and competitive landscapes. Here are some key reasons why you should consider conducting secondary market research:

Informing your decision-making

Secondary market research provides you with valuable information that supports your decision-making processes. It helps you gather insights into market trends, industry dynamics, consumer behavior, and competitive landscapes. This information is essential for making informed strategic decisions, identifying opportunities, mitigating risks, and staying competitive in the market. For example, market research reports on the emerging trends in sustainable fashion can help you make eco-friendly sourcing decisions.

Read more: Using Data-Driven Decision Making to Decode Consumer Behavior: Here’s How to Do It

Understanding the market and industry

Secondary research helps you gain a comprehensive understanding of the market and industry landscape. It provides data and analysis on market size, growth rates, market segmentation, customer demographics, buying patterns, and emerging trends. This knowledge is valuable for identifying target markets, evaluating market potential, and developing effective marketing and business strategies. For example, a report on the market segmentation and customer preferences within the beauty and cosmetics industry can help you refine your product offerings.

Identifying opportunities and gaps

By examining existing data, secondary research enables you to identify market gaps, unmet needs, and untapped opportunities. It helps uncover areas where demand is not adequately addressed, revealing potential niches or underserved segments that you can target for growth and innovation. For example, a report on the growing demand for plant-based protein alternatives may prompt you to develop and launch a line of plant-based meat products.

Conducting preliminary research

Secondary research is often the first step in the research process. It allows you to gather preliminary information, explore different angles of your research topic, and develop hypotheses or research questions. It provides a foundation for further investigation and can guide the design of your primary research studies. For example, online forums and discussion boards related to parenting can provide valuable insights for a baby product manufacturer like yourself looking to develop new products that address parents' needs and concerns.

Supporting your primary research

Secondary research complements your primary research efforts by providing context, background information, and supporting evidence. It helps you gain insights into previous studies, theories, and findings related to your research topic. This knowledge can inform the design of your primary research studies, guide the development of your research instruments, and validate or challenge existing theories. For example, publicly available financial reports of competitors provide valuable insights into their market positioning, pricing strategies, and financial performance, aiding you in developing competitive strategies.

Pros of secondary market research:

Cost-effectiveness.

Conducting primary research can be expensive, while secondary research utilizes existing data sources that are more accessible and cost-effective. Businesses can leverage pre-existing data without the need for extensive data collection efforts, significantly reducing research costs.

Time efficiency

Primary research can be time-consuming, whereas secondary research offers a time-efficient alternative by utilizing readily available data. Researchers can access a wide range of information quickly, saving time and allowing for faster decision-making.

Wide range of data sources

Secondary research draws on diverse data sources, including government reports, industry publications, market research studies, academic journals, and online databases. These sources provide a wealth of information on market trends, consumer behavior, competitor analysis, and industry insights, enhancing the comprehensiveness and reliability of the research findings.

Historical perspective

Secondary research often includes historical data and trends, enabling businesses to analyze past patterns and make informed decisions based on historical insights. This longitudinal view provides a valuable perspective on market dynamics, industry shifts, and consumer behavior over time.

Broader scope and breadth of data

Secondary research allows businesses to access a wide range of data that may not be feasible to collect through primary research alone. It provides a broader scope of information, covering various industries, markets, and geographic regions, enabling comprehensive insights into market trends, consumer preferences, and competitive landscapes.

Cons of secondary market research:

Data relevance and quality.

The quality and relevance of secondary data can vary depending on the sources and specific research needs. It's important to critically evaluate the credibility and accuracy of the data to ensure its reliability.

Lack of customization

Secondary data is collected for general purposes and may not address specific research objectives or unique requirements. It may lack specific variables or insights crucial for a particular study, limiting the depth of analysis.

Limited control over data collection

Researchers have no control over the data collection process in secondary research. The data may not align perfectly with the research objectives or may not cover all aspects needed for a comprehensive analysis.

Outdated or incomplete information

Secondary data may become outdated or incomplete, especially when relying on older reports or sources that are no longer regularly updated. This can impact the accuracy and relevance of the findings.

Potential bias

Secondary data can carry inherent biases or limitations based on the methods and objectives of the original researchers. It's important to consider the context and potential biases associated with the data sources to avoid misleading or skewed interpretations.

Ways to do secondary market research

Published sources.

This includes books, newspapers, magazines, trade publications, academic journals, and reports from reputable sources. These sources provide a wealth of information on various industries, markets, trends, and consumer behavior.

Government sources

Government agencies often collect and publish data on demographics, economic indicators, market trends, regulations, and industry statistics. Examples include the U.S. Census Bureau, Bureau of Labor Statistics, and Department of Commerce.

Market research reports

Market research firms and organizations generate reports that provide in-depth analysis and insights on specific industries, markets, and consumer trends. These reports often include market size, growth rates, competitive analysis, and future projections.

Industry associations and trade organizations

Industry associations and trade organizations publish reports, surveys, and studies related to specific sectors. They often provide valuable industry-specific data, market trends, and best practices.

Academic research

Academic research articles and papers can offer valuable insights into specific topics or industries. They are typically published in academic journals and provide rigorous analysis and findings based on research conducted by scholars and experts.

Online database

Online databases such as market research databases, industry-specific portals, and data repositories provide access to a wide range of information. Examples include Statista, Euromonitor International, and Factiva.

Company websites and annual reports

Company websites and annual reports provide information about the company's performance, financials, products, and market positioning. They can offer insights into the company's strategies, market share, and competitive landscape.

S ocial media and online communities

Monitoring social media platforms, online forums, and communities can provide valuable insights into consumer opinions, preferences, and trends. It allows businesses to understand customer sentiment, identify emerging issues, and gather feedback.

Patent databases

Patent databases provide information on inventions, innovations, and technological developments. They can help businesses understand the competitive landscape, identify new technologies, and track industry trends.

Data aggregators

Data aggregators collect and compile data from various sources, such as government databases, surveys, and market research reports. They provide consolidated datasets that can be used for analysis and insights.

Why should you conduct secondary market research along with primary market research?

Comprehensive understanding.

Conducting both secondary and primary market research allows you to gain a comprehensive understanding of your research topic. Secondary research provides existing knowledge, theories, and findings related to your subject matter, while primary research allows you to gather specific insights directly from your target audience. By combining both approaches, you can develop a well-rounded understanding of the market, industry trends, and consumer behavior.

Identification of research gaps

Secondary research helps identify gaps in existing knowledge or areas that require further exploration. By reviewing previous studies, reports, and industry publications, you can identify areas where primary research can contribute new insights or validate existing findings. This integration of secondary and primary research ensures that your research addresses important gaps in the current understanding of the topic.

Research design and instrument development

Secondary research provides valuable insights into research design and instrument development. By examining previous studies and methodologies, you can refine your research objectives, select appropriate data collection methods, and design effective research instruments. Secondary research can guide the creation of questionnaires, surveys, interview protocols, or experimental designs for your primary research studies.

Validation and triangulation

Conducting secondary market research alongside primary research allows for data validation and triangulation. You can compare your primary research findings with existing secondary data to assess the consistency and reliability of your results. This validation process adds credibility to your research findings and strengthens the overall research outcomes. By triangulating data from different sources, you can ensure the reliability and accuracy of your research findings.

In-depth analysis and interpretation

Integrating secondary and primary research enables you to conduct in-depth analysis and interpretation of your findings. Secondary research provides a broader context and background information, while primary research offers specific insights from your target audience. By combining both types of data, you can gain a deeper understanding of the market dynamics, industry trends, and consumer preferences, and interpret your findings more comprehensively.

Enhanced credibility and robustness

By conducting both secondary and primary research, you enhance the credibility and robustness of your research. The integration of multiple data sources demonstrates a comprehensive approach to data collection and analysis, which increases the confidence in your research findings. This is particularly important when presenting your research to stakeholders or making strategic business decisions based on the research outcomes.

Richer insights and actionable recommendations

Combining secondary and primary market research allows you to generate richer insights and develop actionable recommendations. Secondary research provides a broader perspective on the market and industry, while primary research captures specific insights directly from your target audience. By integrating these two sources, you can develop a more nuanced understanding of consumer behavior, market trends, and competitive landscapes. This enables you to make informed decisions and develop actionable recommendations that are grounded in both existing knowledge and real-world insights.

In conclusion

By leveraging secondary research, businesses can make informed decisions, identify opportunities, and develop effective strategies. Furthermore, secondary research complements primary research efforts, offering context, supporting evidence, and guiding research design. Its cost-effectiveness, time efficiency, and historical perspective make it an invaluable asset for businesses seeking a comprehensive understanding of their market.

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America’s public school teachers are far less racially and ethnically diverse than their students

A teacher assists a fourth-grade student at Cumru Elementary School in Cumru Township, Pennsylvania, in 2021.

Elementary and secondary public school teachers in the United States are considerably less racially and ethnically diverse as a group than their students – and while the share of Black, Hispanic and Asian American teachers has increased in recent decades, it has not kept pace with the rapid growth in the racial and ethnic diversity of their students, according to data from the  National Center for Education Statistics  (NCES).

A chart showing that the racial and ethnic makeup of U.S. public school teachers and students has changed over time

About eight-in-ten U.S. public school teachers (79%) identified as non-Hispanic White during the 2017-18 school year, the most recent year for which NCES has published demographic data about them. Fewer than one-in-ten teachers were either Black (7%), Hispanic (9%) or Asian American (2%). And fewer than 2% of teachers were either American Indian or Alaska Native, Pacific Islander, or of two or more races.

By comparison, 47% of all public elementary and secondary school students in the U.S. were White in 2018-19, according to the most recent data available. In that period, around a quarter of public school students were Hispanic (27%), 15% were Black and 5% were Asian. Those shares have increased over time as newer generations of young people entered the classroom. About 1% or fewer were Pacific Islander or identified as American Indian or Alaska Native, while 4% were of two or more races.

To assess the racial and ethnic differences in U.S. public elementary and secondary school teachers and the students they teach, this analysis uses federal data to study these two groups’ makeup and how they have changed over time.

The analysis draws on more than three decades of survey and demographic data from the National Center for Education Statistics  (NCES), including the National Teacher and Principal Survey (formerly called the Schools and Staffing Survey), the Public Elementary/Secondary School Universe Survey and the Education Demographic and Geographic Estimates (EDGE).

The analysis uses the most recent data available for U.S. teachers (the 2017-18 school year) and for students (the 2018-19 school year). Data was unavailable for some states due to low response rates or unmet data collection standards.

White, Black, Asian American, Pacific Islander and American Indian or Alaska Natives in this analysis are those who report being one race and are not Hispanic. Hispanics are of any race. Due to methodological changes, earlier NCES data does not include a category for two or more races, and Asian Americans are grouped with Pacific Islanders.

Not only do White teachers sharply outnumber educators of other races and ethnicities, but they also tend to work in different school environments, the NCES data shows:

  • In schools where students come from households with lower incomes, greater shares of teachers are Black or Hispanic than at schools where students are wealthier. One measure of this is the share of students who qualify for free or reduced-price lunch, often used as a proxy measure  for students in lower-income households. In schools where more than 75% of students qualify for the program, 17% of teachers are Hispanic, 14% are Black and 63% are White. At schools where 25% or fewer students qualify, 4% of teachers are Hispanic, 2% are Black and nine-in-ten are White.
  • Hispanic, Black and Asian teachers also make up larger shares of the teaching force in city schools (14%, 12% and 3%, respectively) than in rural ones, where 4% are Hispanic or Black and fewer than 1% are Asian American. White teachers, on the other hand, make up 69% of urban school teachers and 90% of rural ones, reflecting the broader  racial and ethnic makeup of America’s communities .
  • At schools with bigger percentages of racial or ethnic minority students, larger shares of teachers were Hispanic, Black or Asian American while the reverse was true for schools with more White students. In schools where at least 90% of students were minorities, the share of teachers who were Hispanic was 28%, while 20% of teachers were Black, 5% were Asian and 43% were White. Across schools where at least 90% of students were White, nearly all teachers (97%) also were White. This is similar to the experience for students: Many students go to schools where at least half of their peers are of the same race or ethnicity .

A chart showing that Black and Hispanic teachers tend to work in different school environments than their White counterparts

Changes over time

The share of White teachers has decreased about 8 percentage points since the 1987-88 school year (the earliest period with comparable data), when about 87% of teachers were White. Both the number and share of Hispanic and Asian teachers grew during that time span. While the number of Black teachers also has increased since the late ’80s, they have declined as a share of teachers overall.

In the last 30 years, Hispanic teachers have overtaken Black educators as the second-largest racial or ethnic group among U.S. public school teachers. In 1987-88, there were almost three times as many Black public school teachers (191,000) as Hispanic ones (69,000). Since then, the number of Hispanic teachers increased nearly fivefold to 331,000, while the number of Black teachers increased by 25%, to 239,000.

The share of Asian public school teachers has also grown steadily. Between 1987-88 and 2017-18, the number of Asian teachers more than tripled, from 21,000 to 75,000. This happened during a time span (2000 to 2019) when Asian and Hispanic populations in the U.S. were the  fastest-growing racial or ethnic groups . 

Meanwhile, the pattern in racial and ethnic diversity among school principals is similar to that of teachers. In 2017-18, around eight-in-ten principals (78%) were White, compared with 11% who were Black, 9% who were Hispanic and 1% who were Asian American. This represents an increase since 1987-88, when Black, Hispanic and Asian or Pacific Islander principals accounted for 9%, 3% and less than 1% of principals, respectively.

During the same time span, growth in racial and ethnic diversity was much faster among U.S. students than among both teachers and principals. During the 1987-88 school year, 71% of American elementary and secondary school students were White, 14% were Black, 11% were Hispanic and 3% were Asian or Pacific Islander (the two categories were grouped together that year). By the 2018-19 school year, White children made up fewer than half of students (47%). Hispanic students accounted for the second-largest share at 27%, while 15% were Black, 5% were Asian American and 4% identified as multiracial. 

It’s worth pointing out that U.S. public school teachers look different from students not just in terms of race and ethnicity, but also in terms of gender. The most recent data shows that roughly three-quarters of all elementary and secondary school teachers were women, while students are nearly evenly split between boys and girls.

Geographic differences

A map showing that throughout the U.S., public school teachers are more likely to be White than their students are

The racial and ethnic makeup of teachers varies somewhat by state, but there is no state where teachers are less likely to be White than their students, according to separate NCES data for the 2017-18 school year (again, the only recent year where data for both groups was available).

Nationally, state public school teachers are on average 27 percentage points more likely to be White than their students. In Nevada, 77% of public school teachers are White but only one-third of public school students are – a 45-point difference and the widest gap of any state. In all, White teachers make up 79% of the nation’s public school teachers and they account for that share or greater of educators in 37 states. (There is no 2017-18 NCES data available for Maryland or the District of Columbia.)

The only state where White teachers are not the largest racial or ethnic group is Hawaii, where Asian teachers are 42% of the teaching force. White teachers account for about a quarter, and Native Hawaiians or Pacific Islanders comprise 10%.

In New Mexico, 36% of teachers are Hispanic – the largest share in any state. And the largest share of Black teachers is in Georgia, where a quarter of the teaching force is Black.

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Key facts about Asian Americans living in poverty

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HIST 212: History and Geopolitics of Energy in Eurasia

  • Introduction
  • In This Session (4/25/24)
  • Getting Started
  • Consider: Is this a book, article, or chapter level topic?
  • Not Sure Where to Start?
  • Searching Secondary Source Databases
  • Policy Papers, Reports, and Grey Literature
  • Advanced Searching
  • Highlighted databases
  • Stuck or need help? No problem!

Grey Literature

"Grey Literature" are scholarly or technical studies that are produced by experts or agencies but are outside of academic publications, and thus not captured in most databases. These are vital to understanding policies and politics, but are extremely difficult to find. Below are a few options on how t proceed.

  • Policy Commons This link opens in a new window Policy Commons is a one-stop community platform for objective, fact-based research from the worlds leading policy experts, nonpartisan think tanks, IGOs and NGOs. The database provides users access to a variety of curated, high quality policy reports, briefs, analyses, working papers, and datasets from thousands of policy organizations covering disciplines such as agriculture, energy, pharmaceuticals, diversity, crime, and librarianship, among others.
  • CIAO (Columbia International Affairs Online) This link opens in a new window International affairs. Working papers from universities, occasional papers from NGOs, foundation-funded research projects, conference proceedings, books, journals, policy briefs, case studies by international affairs experts, course packs for history and political science classes. Coverage: 1991-present.
  • OECD (Organisation for Economic Co-Operation and Development): Economic, Environmental, and Social Statistics
  • United Nations Digital LIbrary Search for documents, speeches, resolutions, and voting records.
  • World Resources Institute Environmental and climatic (green house gas emission) statistics and reports.

Identifying Organizations

If you find an NGO or organization that publishes studies on your topic, search them as an Author in our databases.

Example: european atomic energy community in Worldcat  or Euratom in Worldcat

The Organization's official website is also a good place to find reports. Ex

Other examples:

Provides world energy statistics. Covers energy supply and consumption for over 100 countries and regions.

Provided by The World Bank Group, Energydata.info is an open data platform that provides access to datasets and data analytics relevant to the energy sector. It was developed in support of the United Nations' sustainable development goal of ensuring "access to affordable, reliable, and sustainable modern energy for all" ( https://sdgs.un.org/goals ).

The world's first major carbon market, the EU ETS is "a cornerstone of the EU's policy to combat climate change and its key tool for reducing greenhouse gas emissions cost-effectively."

The World Bank Group provides the Global Solar Atlas, with data layers and maps, to support solar power in its client countries. Funded by the Energy Sector Management Assistance Program, it supports a global initiative on renewable energy resource mapping that includes biomass, small hydro, solar, and wind.

The IAEA is an intergovernmental organization for cooperation in the nuclear field. It provides information on nuclear applications and technology, nuclear safety and security, and related issues.

The International Energy Agency is comprised of 30 member countries (including the U.S.). It provides energy data and statistics on topics including coal, efficiency, electricity, emissions, prices, renewables, and more.

Provides information on development challenges, solutions, and strategic initiatives. Provides access to UNDP publications including the Human Development Report.

The United Nations Framework Convention on Climate Change has 197 members and works on supporting the global response to climate change through treaty agreements, including the Paris agreement and the Kyoto Protocol.

Provides reports and data on the U.S. government's international development and disaster assistance efforts.

Provides information on the World Bank's development projects, data by country and indicator, and research and publications.

An international organization that represents the global nuclear industry. It provides global trends reports, policy papers, and data on nuclear power, energy, and the environment.

Using Citations and Secondary Sources

Use Secondary Sources and bibliographies to identify papers and organizations of interest.

  • Use Published Works (Ex) WOrks suggested by the EC
  • << Previous: Searching Secondary Source Databases
  • Next: Other Primary Sources: Interviews, Newspapers, Documents >>
  • Last Updated: Apr 25, 2024 10:16 AM
  • URL: https://guides.libraries.wm.edu/HIST212Spr2024

The Royal Society

Practical inquiry in secondary science education

This report provides a synthesis and assessment of research concerning beneficial effects of practical inquiry on secondary school students.

This study examines research into the benefits to students of engaging in practical inquiry within formal and non-formal learning environments. It focuses particularly on evidence relating to the development of scientific knowledge and understanding; enjoyment of and motivation to study science; development of scientific skills and skills for employment, understanding of the culture that pervades professional practice of science, and effect on career aspirations.

What is practical inquiry?

Practical inquiry describes investigative ‘hands on’ activities that relate to practical work in science that takes place within or outside classrooms. Practical inquiry may be ‘closed’ or ‘open’ to varying extents. At one end of the spectrum ‘closed’ practical inquiry involves students undertaking a practical investigation chosen by the teacher and following given methods and a sequence of steps to obtain the expected result. At the other end of the spectrum, ‘open’ practical inquiry involves students undertaking a practical problem of their choosing using methods and processes of their own making.

Why is practical inquiry important?

Practical inquiry is central to the practice of science. It is crucial for developing knowledge and understanding of scientific ideas. It also develops scientific skills (such as those required to use scientific equipment safely) and wider competencies (such as communication and collaboration) that are valuable in life and for work.

What does the report include?

The report considers research relating to the impact of practical inquiry on secondary school students with a view to informing science education policy. It covers international and UK research published, mainly, between 2005 and 2020. 

Where can I find out more about practical inquiry?

The Science Education Tracker , a survey of young people’s experiences of science education and their perceptions of science and their scientific career aspirations, includes a focus on issues such as the frequency and types of practical work young people experience.

  • Practical inquiry evidence synthesis report

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Bureau of Justice Statistics Releases NatSCEV Report

The Bureau of Justice Statistics (BJS), in collaboration with OJJDP, has released “ Methodological Research to Support the National Survey of Children’s Exposure to Violence. ” This report describes a project funded by BJS and OJJDP that assessed the OJJDP-sponsored National Survey of Children’s Exposure to Violence (NatSCEV). The report recommends alternative approaches and design options for administering the survey to increase response rates, including an online questionnaire, online panel-based survey, and enhanced youth participation.

View Report

RESOURCES: 

  • Access OJJDP's National Survey of Children's Exposure to Violence publication series .
  • Follow OJJDP on  X formerly known as Twitter  and  Facebook .

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COMMENTS

  1. What is Secondary Research?

    Secondary research is a research method that uses data that was collected by someone else. In other words, whenever you conduct research using data that already exists, you are conducting secondary research. On the other hand, any type of research that you undertake yourself is called primary research. Example: Secondary research.

  2. Secondary Research: Definition, Methods & Examples

    This includes internal sources (e.g.in-house research) or, more commonly, external sources (such as government statistics, organizational bodies, and the internet). Secondary research comes in several formats, such as published datasets, reports, and survey responses, and can also be sourced from websites, libraries, and museums.

  3. What is Secondary Research? Types, Methods, Examples

    Secondary Research. Data Source: Involves utilizing existing data and information collected by others. Data Collection: Researchers search, select, and analyze data from published sources, reports, and databases. Time and Resources: Generally more time-efficient and cost-effective as data is already available.

  4. What is Secondary Research? Explanation & How-to

    Secondary research uses existing data, such as published reports, that have already been completed through earlier primary and secondary research. Researchers can use this existing data to support their research goals and preliminary research findings. Other notable differences between primary and secondary research include:

  5. Secondary Research Guide: Definition, Methods, Examples

    Common examples of secondary research methods include: Literature review. Researchers analyze and synthesize existing literature (e.g., white papers, research papers, articles) to find knowledge gaps and build on current findings. Content analysis. Researchers review media sources and published content to find meaningful patterns and trends.

  6. Secondary Research: Definition, Methods & Examples

    Secondary research is a research method that involves using already existing data. Existing data is summarized and collated to increase the overall effectiveness of the research. ... Not all secondary data resources offer the latest reports and statistics. Even when the data is accurate, it may not be updated enough to accommodate recent timelines.

  7. Secondary Analysis Research

    Secondary analysis of data collected by another researcher for a different purpose, or SDA, is increasing in the medical and social sciences. This is not surprising, given the immense body of health care-related research performed worldwide and the potential beneficial clinical implications of the timely expansion of primary research (Johnston, 2014; Tripathy, 2013).

  8. Secondary Research: Methods, Examples, and Strategic Insights

    Secondary research is the analysis of pre-existing data and resources gathered by others, offering valuable insights without conducting new research. Just one more step to ... Industry-specific reports from reputable market research firms offer detailed analyses, market forecasts, and competitor landscapes, aiding businesses in understanding ...

  9. What is secondary research?

    Secondary research is the use of existing data from a reliable source to aid in solving a problem or answering a question. It is conducted by collecting existing data online or from journals, books, government websites, or library databases and can be qualitative or quantitative in nature.

  10. How To Do Secondary Research or a Literature Review

    Secondary research, also known as a literature review, preliminary research, historical research, background research, desk research, or library research, is research that analyzes or describes prior research.Rather than generating and analyzing new data, secondary research analyzes existing research results to establish the boundaries of knowledge on a topic, to identify trends or new ...

  11. Secondary Research

    Secondary research. Secondary research uses research and data that has already been carried out. It is sometimes referred to as desk research. It is a good starting point for any type of research as it enables you to analyse what research has already been undertaken and identify any gaps. You may only need to carry out secondary research for ...

  12. Secondary Research

    Secondary research, also known as a literature review, preliminary research, historical research, background research, desk research, or library research, is research that analyzes or describes prior research.Rather than generating and analyzing new data, secondary research analyzes existing research results to establish the boundaries of knowledge on a topic, to identify trends or new ...

  13. Secondary Research Advantages, Limitations, and Sources

    Secondary research is based on data already collected for purposes other than the specific problem you have. ... Pew Research Center: Reports about the issues, attitudes, and trends shaping the world. It conducts public opinion polling, demographic research, media content analysis, and other empirical social science research. ...

  14. Secondary Research

    Secondary research is considered human subjects research that requires IRB review when the specimens/data are identifiable to the researchers and were collected for another purpose than the planned research. The following is an example of secondary research: An investigator learns of preliminary data from a study that suggests cigarette smoking leads to specific epigenetic changes that ...

  15. Secondary Research: an introduction

    The sources of secondary research are diverse and can include academic publications, government reports, market studies, and historical documents. How to find Secondary Research To find secondary research in your subject area involves a systematic approach to locating and extracting information from existing sources.

  16. What is Secondary Research? + [Methods & Examples]

    Common secondary research methods include data collection through the internet, libraries, archives, schools and organizational reports. Online Data. Online data is data that is gathered via the internet. In recent times, this method has become popular because the internet provides a large pool of both free and paid research resources that can ...

  17. Process of Conducting Secondary Research

    Step 1: Define your research topic and question. Start with a thorough literature review; Ensure that the research question has clinical or policy relevance and is based on sound a priori reasoning. A good question is what makes a study good, not a large sample size

  18. Primary vs secondary research

    Primary research definition. When you conduct primary research, you're collecting data by doing your own surveys or observations. Secondary research definition: In secondary research, you're looking at existing data from other researchers, such as academic journals, government agencies or national statistics. Free Ebook: The Qualtrics ...

  19. Secondary Qualitative Research Methodology Using Online Data within the

    In addition to the challenges of secondary research as mentioned in subsection Secondary Data and Analysis, in current research realm of secondary analysis, there is a lack of rigor in the analysis and overall methodology (Ruggiano & Perry, 2019). This has the pitfall of possibly exaggerating the effects of researcher bias (Thorne, 1994, 1998 ...

  20. A Comprehensive Guide to Secondary Market Research

    Secondary research draws on diverse data sources, including government reports, industry publications, market research studies, academic journals, and online databases. These sources provide a wealth of information on market trends, consumer behavior, competitor analysis, and industry insights, enhancing the comprehensiveness and reliability of ...

  21. Primary Research vs Secondary Research in 2024: Definitions

    Secondary research is widely used in many fields of study and industries, such as legal research and market research. In the sciences, for instance, one of the most common methods of secondary research is a systematic review. ... Government agencies Many government agencies maintain archives or databases of documents and reports, ...

  22. Conducting secondary analysis of qualitative data: Should we, can we

    SDA involves investigations where data collected for a previous study is analyzed - either by the same researcher(s) or different researcher(s) - to explore new questions or use different analysis strategies that were not a part of the primary analysis (Szabo and Strang, 1997).For research involving quantitative data, SDA, and the process of sharing data for the purpose of SDA, has become ...

  23. What is Secondary Research? [+ Examples and Types]

    One invaluable tool at their disposal is secondary research also, known as desk research. Essentially secondary research means it's data and research collected by someone else. This includes analyzing data prepared by other industry experts or syndicated databases. While primary research involves collecting data firsthand, secondary research ...

  24. Difference Between Primary and Secondary Data

    So, a researcher first has to organize all the data into a coherent structure suitable for answering the specified research question. 3.1. Secondary Data Sources. Published books contain a substantial body of secondary data. They usually contain references to other books and articles with data that can be relevant to our research question.

  25. Networks for School Improvement Evaluation—Networks and Intermediaries

    This report is part of the RAND research report series. RAND reports present research findings and objective analysis that address the challenges facing the public and private sectors. All RAND reports undergo rigorous peer review to ensure high standards for research quality and objectivity. RAND is a nonprofit institution that helps improve ...

  26. U.S. public school teachers much less racially ...

    Elementary and secondary public school teachers in the United States are considerably less racially and ethnically diverse as a group than their students - and while the share of Black, Hispanic and Asian American teachers has increased in recent decades, it has not kept pace with the rapid growth in the racial and ethnic diversity of their students, according to data from the National ...

  27. Policy Papers, Reports, and Grey Literature

    Provides information on the World Bank's development projects, data by country and indicator, and research and publications. World Nuclear Association. An international organization that represents the global nuclear industry. It provides global trends reports, policy papers, and data on nuclear power, energy, and the environment.

  28. Practical inquiry in secondary science education

    The report considers research relating to the impact of practical inquiry on secondary school students with a view to informing science education policy. It covers international and UK research published, mainly, between 2005 and 2020.

  29. Bureau of Justice Statistics Releases NatSCEV Report

    The Bureau of Justice Statistics (BJS), in collaboration with OJJDP, has released "Methodological Research to Support the National Survey of Children's Exposure to Violence. " This report describes a project funded by BJS and OJJDP that assessed the OJJDP-sponsored National Survey of Children's Exposure to Violence (NatSCEV). The report recommends alternative approaches and design ...

  30. Leading Research Universities Report, April 22, 2024

    Stat of the Week HEADLINE. According to a report by the National Science Board, in 2021, the federal government funded only 40% of basic research in the United States - down from a peak of 61% in 2004. The long-term decline in the federal government's share is partly due to increased investments from the private sector in basic research.