Gender Inequality Essay

500+ words essay on gender inequality.

For many years, the dominant gender has been men while women were the minority. It was mostly because men earned the money and women looked after the house and children. Similarly, they didn’t have any rights as well. However, as time passed by, things started changing slowly. Nonetheless, they are far from perfect. Gender inequality remains a serious issue in today’s time. Thus, this gender inequality essay will highlight its impact and how we can fight against it.

gender inequality essay

  About Gender Inequality Essay

Gender inequality refers to the unequal and biased treatment of individuals on the basis of their gender. This inequality happens because of socially constructed gender roles. It happens when an individual of a specific gender is given different or disadvantageous treatment in comparison to a person of the other gender in the same circumstance.

Get the huge list of more than 500 Essay Topics and Ideas

Impact of Gender Inequality

The biggest problem we’re facing is that a lot of people still see gender inequality as a women’s issue. However, by gender, we refer to all genders including male, female, transgender and others.

When we empower all genders especially the marginalized ones, they can lead their lives freely. Moreover, gender inequality results in not letting people speak their minds. Ultimately, it hampers their future and compromises it.

History is proof that fighting gender inequality has resulted in stable and safe societies. Due to gender inequality, we have a gender pay gap. Similarly, it also exposes certain genders to violence and discrimination.

In addition, they also get objectified and receive socioeconomic inequality. All of this ultimately results in severe anxiety, depression and even low self-esteem. Therefore, we must all recognize that gender inequality harms genders of all kinds. We must work collectively to stop these long-lasting consequences and this gender inequality essay will tell you how.

How to Fight Gender Inequality

Gender inequality is an old-age issue that won’t resolve within a few days. Similarly, achieving the goal of equality is also not going to be an easy one. We must start by breaking it down and allow it time to go away.

Firstly, we must focus on eradicating this problem through education. In other words, we must teach our young ones to counter gender stereotypes from their childhood.

Similarly, it is essential to ensure that they hold on to the very same beliefs till they turn old. We must show them how sports are not gender-biased.

Further, we must promote equality in the fields of labour. For instance, some people believe that women cannot do certain jobs like men. However, that is not the case. We can also get celebrities on board to promote and implant the idea of equality in people’s brains.

All in all, humanity needs men and women to continue. Thus, inequality will get us nowhere. To conclude the gender inequality essay, we need to get rid of the old-age traditions and mentality. We must teach everyone, especially the boys all about equality and respect. It requires quite a lot of work but it is possible. We can work together and achieve equal respect and opportunities for all genders alike.

FAQ of Gender Inequality Essay

Question 1: What is gender inequality?

Answer 1: Gender inequality refers to the unequal and biased treatment of individuals on the basis of their gender. This inequality happens because of socially constructed gender roles. It happens when an individual of a specific gender is given different or disadvantageous treatment in comparison to a person of the other gender in the same circumstance.

Question 2: How does gender inequality impact us?

Answer 2:  The gender inequality essay tells us that gender inequality impacts us badly. It takes away opportunities from deserving people. Moreover, it results in discriminatory behaviour towards people of a certain gender. Finally, it also puts people of a certain gender in dangerous situations.

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Open Access

Peer-reviewed

Research Article

Twenty years of gender equality research: A scoping review based on a new semantic indicator

Contributed equally to this work with: Paola Belingheri, Filippo Chiarello, Andrea Fronzetti Colladon, Paola Rovelli

Roles Conceptualization, Formal analysis, Funding acquisition, Visualization, Writing – original draft, Writing – review & editing

Affiliation Dipartimento di Ingegneria dell’Energia, dei Sistemi, del Territorio e delle Costruzioni, Università degli Studi di Pisa, Largo L. Lazzarino, Pisa, Italy

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Methodology, Visualization, Writing – original draft, Writing – review & editing

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Methodology, Software, Visualization, Writing – original draft, Writing – review & editing

* E-mail: [email protected]

Affiliations Department of Engineering, University of Perugia, Perugia, Italy, Department of Management, Kozminski University, Warsaw, Poland

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Roles Conceptualization, Formal analysis, Funding acquisition, Writing – original draft, Writing – review & editing

Affiliation Faculty of Economics and Management, Centre for Family Business Management, Free University of Bozen-Bolzano, Bozen-Bolzano, Italy

  • Paola Belingheri, 
  • Filippo Chiarello, 
  • Andrea Fronzetti Colladon, 
  • Paola Rovelli

PLOS

  • Published: September 21, 2021
  • https://doi.org/10.1371/journal.pone.0256474
  • Reader Comments

9 Nov 2021: The PLOS ONE Staff (2021) Correction: Twenty years of gender equality research: A scoping review based on a new semantic indicator. PLOS ONE 16(11): e0259930. https://doi.org/10.1371/journal.pone.0259930 View correction

Table 1

Gender equality is a major problem that places women at a disadvantage thereby stymieing economic growth and societal advancement. In the last two decades, extensive research has been conducted on gender related issues, studying both their antecedents and consequences. However, existing literature reviews fail to provide a comprehensive and clear picture of what has been studied so far, which could guide scholars in their future research. Our paper offers a scoping review of a large portion of the research that has been published over the last 22 years, on gender equality and related issues, with a specific focus on business and economics studies. Combining innovative methods drawn from both network analysis and text mining, we provide a synthesis of 15,465 scientific articles. We identify 27 main research topics, we measure their relevance from a semantic point of view and the relationships among them, highlighting the importance of each topic in the overall gender discourse. We find that prominent research topics mostly relate to women in the workforce–e.g., concerning compensation, role, education, decision-making and career progression. However, some of them are losing momentum, and some other research trends–for example related to female entrepreneurship, leadership and participation in the board of directors–are on the rise. Besides introducing a novel methodology to review broad literature streams, our paper offers a map of the main gender-research trends and presents the most popular and the emerging themes, as well as their intersections, outlining important avenues for future research.

Citation: Belingheri P, Chiarello F, Fronzetti Colladon A, Rovelli P (2021) Twenty years of gender equality research: A scoping review based on a new semantic indicator. PLoS ONE 16(9): e0256474. https://doi.org/10.1371/journal.pone.0256474

Editor: Elisa Ughetto, Politecnico di Torino, ITALY

Received: June 25, 2021; Accepted: August 6, 2021; Published: September 21, 2021

Copyright: © 2021 Belingheri et al. This is an open access article distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Data Availability: All relevant data are within the manuscript and its supporting information files. The only exception is the text of the abstracts (over 15,000) that we have downloaded from Scopus. These abstracts can be retrieved from Scopus, but we do not have permission to redistribute them.

Funding: P.B and F.C.: Grant of the Department of Energy, Systems, Territory and Construction of the University of Pisa (DESTEC) for the project “Measuring Gender Bias with Semantic Analysis: The Development of an Assessment Tool and its Application in the European Space Industry. P.B., F.C., A.F.C., P.R.: Grant of the Italian Association of Management Engineering (AiIG), “Misure di sostegno ai soci giovani AiIG” 2020, for the project “Gender Equality Through Data Intelligence (GEDI)”. F.C.: EU project ASSETs+ Project (Alliance for Strategic Skills addressing Emerging Technologies in Defence) EAC/A03/2018 - Erasmus+ programme, Sector Skills Alliances, Lot 3: Sector Skills Alliance for implementing a new strategic approach (Blueprint) to sectoral cooperation on skills G.A. NUMBER: 612678-EPP-1-2019-1-IT-EPPKA2-SSA-B.

Competing interests: The authors have declared that no competing interests exist.

Introduction

The persistent gender inequalities that currently exist across the developed and developing world are receiving increasing attention from economists, policymakers, and the general public [e.g., 1 – 3 ]. Economic studies have indicated that women’s education and entry into the workforce contributes to social and economic well-being [e.g., 4 , 5 ], while their exclusion from the labor market and from managerial positions has an impact on overall labor productivity and income per capita [ 6 , 7 ]. The United Nations selected gender equality, with an emphasis on female education, as part of the Millennium Development Goals [ 8 ], and gender equality at-large as one of the 17 Sustainable Development Goals (SDGs) to be achieved by 2030 [ 9 ]. These latter objectives involve not only developing nations, but rather all countries, to achieve economic, social and environmental well-being.

As is the case with many SDGs, gender equality is still far from being achieved and persists across education, access to opportunities, or presence in decision-making positions [ 7 , 10 , 11 ]. As we enter the last decade for the SDGs’ implementation, and while we are battling a global health pandemic, effective and efficient action becomes paramount to reach this ambitious goal.

Scholars have dedicated a massive effort towards understanding gender equality, its determinants, its consequences for women and society, and the appropriate actions and policies to advance women’s equality. Many topics have been covered, ranging from women’s education and human capital [ 12 , 13 ] and their role in society [e.g., 14 , 15 ], to their appointment in firms’ top ranked positions [e.g., 16 , 17 ] and performance implications [e.g., 18 , 19 ]. Despite some attempts, extant literature reviews provide a narrow view on these issues, restricted to specific topics–e.g., female students’ presence in STEM fields [ 20 ], educational gender inequality [ 5 ], the gender pay gap [ 21 ], the glass ceiling effect [ 22 ], leadership [ 23 ], entrepreneurship [ 24 ], women’s presence on the board of directors [ 25 , 26 ], diversity management [ 27 ], gender stereotypes in advertisement [ 28 ], or specific professions [ 29 ]. A comprehensive view on gender-related research, taking stock of key findings and under-studied topics is thus lacking.

Extant literature has also highlighted that gender issues, and their economic and social ramifications, are complex topics that involve a large number of possible antecedents and outcomes [ 7 ]. Indeed, gender equality actions are most effective when implemented in unison with other SDGs (e.g., with SDG 8, see [ 30 ]) in a synergetic perspective [ 10 ]. Many bodies of literature (e.g., business, economics, development studies, sociology and psychology) approach the problem of achieving gender equality from different perspectives–often addressing specific and narrow aspects. This sometimes leads to a lack of clarity about how different issues, circumstances, and solutions may be related in precipitating or mitigating gender inequality or its effects. As the number of papers grows at an increasing pace, this issue is exacerbated and there is a need to step back and survey the body of gender equality literature as a whole. There is also a need to examine synergies between different topics and approaches, as well as gaps in our understanding of how different problems and solutions work together. Considering the important topic of women’s economic and social empowerment, this paper aims to fill this gap by answering the following research question: what are the most relevant findings in the literature on gender equality and how do they relate to each other ?

To do so, we conduct a scoping review [ 31 ], providing a synthesis of 15,465 articles dealing with gender equity related issues published in the last twenty-two years, covering both the periods of the MDGs and the SDGs (i.e., 2000 to mid 2021) in all the journals indexed in the Academic Journal Guide’s 2018 ranking of business and economics journals. Given the huge amount of research conducted on the topic, we adopt an innovative methodology, which relies on social network analysis and text mining. These techniques are increasingly adopted when surveying large bodies of text. Recently, they were applied to perform analysis of online gender communication differences [ 32 ] and gender behaviors in online technology communities [ 33 ], to identify and classify sexual harassment instances in academia [ 34 ], and to evaluate the gender inclusivity of disaster management policies [ 35 ].

Applied to the title, abstracts and keywords of the articles in our sample, this methodology allows us to identify a set of 27 recurrent topics within which we automatically classify the papers. Introducing additional novelty, by means of the Semantic Brand Score (SBS) indicator [ 36 ] and the SBS BI app [ 37 ], we assess the importance of each topic in the overall gender equality discourse and its relationships with the other topics, as well as trends over time, with a more accurate description than that offered by traditional literature reviews relying solely on the number of papers presented in each topic.

This methodology, applied to gender equality research spanning the past twenty-two years, enables two key contributions. First, we extract the main message that each document is conveying and how this is connected to other themes in literature, providing a rich picture of the topics that are at the center of the discourse, as well as of the emerging topics. Second, by examining the semantic relationship between topics and how tightly their discourses are linked, we can identify the key relationships and connections between different topics. This semi-automatic methodology is also highly reproducible with minimum effort.

This literature review is organized as follows. In the next section, we present how we selected relevant papers and how we analyzed them through text mining and social network analysis. We then illustrate the importance of 27 selected research topics, measured by means of the SBS indicator. In the results section, we present an overview of the literature based on the SBS results–followed by an in-depth narrative analysis of the top 10 topics (i.e., those with the highest SBS) and their connections. Subsequently, we highlight a series of under-studied connections between the topics where there is potential for future research. Through this analysis, we build a map of the main gender-research trends in the last twenty-two years–presenting the most popular themes. We conclude by highlighting key areas on which research should focused in the future.

Our aim is to map a broad topic, gender equality research, that has been approached through a host of different angles and through different disciplines. Scoping reviews are the most appropriate as they provide the freedom to map different themes and identify literature gaps, thereby guiding the recommendation of new research agendas [ 38 ].

Several practical approaches have been proposed to identify and assess the underlying topics of a specific field using big data [ 39 – 41 ], but many of them fail without proper paper retrieval and text preprocessing. This is specifically true for a research field such as the gender-related one, which comprises the work of scholars from different backgrounds. In this section, we illustrate a novel approach for the analysis of scientific (gender-related) papers that relies on methods and tools of social network analysis and text mining. Our procedure has four main steps: (1) data collection, (2) text preprocessing, (3) keywords extraction and classification, and (4) evaluation of semantic importance and image.

Data collection

In this study, we analyze 22 years of literature on gender-related research. Following established practice for scoping reviews [ 42 ], our data collection consisted of two main steps, which we summarize here below.

Firstly, we retrieved from the Scopus database all the articles written in English that contained the term “gender” in their title, abstract or keywords and were published in a journal listed in the Academic Journal Guide 2018 ranking of the Chartered Association of Business Schools (CABS) ( https://charteredabs.org/wp-content/uploads/2018/03/AJG2018-Methodology.pdf ), considering the time period from Jan 2000 to May 2021. We used this information considering that abstracts, titles and keywords represent the most informative part of a paper, while using the full-text would increase the signal-to-noise ratio for information extraction. Indeed, these textual elements already demonstrated to be reliable sources of information for the task of domain lexicon extraction [ 43 , 44 ]. We chose Scopus as source of literature because of its popularity, its update rate, and because it offers an API to ease the querying process. Indeed, while it does not allow to retrieve the full text of scientific articles, the Scopus API offers access to titles, abstracts, citation information and metadata for all its indexed scholarly journals. Moreover, we decided to focus on the journals listed in the AJG 2018 ranking because we were interested in reviewing business and economics related gender studies only. The AJG is indeed widely used by universities and business schools as a reference point for journal and research rigor and quality. This first step, executed in June 2021, returned more than 55,000 papers.

In the second step–because a look at the papers showed very sparse results, many of which were not in line with the topic of this literature review (e.g., papers dealing with health care or medical issues, where the word gender indicates the gender of the patients)–we applied further inclusion criteria to make the sample more focused on the topic of this literature review (i.e., women’s gender equality issues). Specifically, we only retained those papers mentioning, in their title and/or abstract, both gender-related keywords (e.g., daughter, female, mother) and keywords referring to bias and equality issues (e.g., equality, bias, diversity, inclusion). After text pre-processing (see next section), keywords were first identified from a frequency-weighted list of words found in the titles, abstracts and keywords in the initial list of papers, extracted through text mining (following the same approach as [ 43 ]). They were selected by two of the co-authors independently, following respectively a bottom up and a top-down approach. The bottom-up approach consisted of examining the words found in the frequency-weighted list and classifying those related to gender and equality. The top-down approach consisted in searching in the word list for notable gender and equality-related words. Table 1 reports the sets of keywords we considered, together with some examples of words that were used to search for their presence in the dataset (a full list is provided in the S1 Text ). At end of this second step, we obtained a final sample of 15,465 relevant papers.

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https://doi.org/10.1371/journal.pone.0256474.t001

Text processing and keyword extraction

Text preprocessing aims at structuring text into a form that can be analyzed by statistical models. In the present section, we describe the preprocessing steps we applied to paper titles and abstracts, which, as explained below, partially follow a standard text preprocessing pipeline [ 45 ]. These activities have been performed using the R package udpipe [ 46 ].

The first step is n-gram extraction (i.e., a sequence of words from a given text sample) to identify which n-grams are important in the analysis, since domain-specific lexicons are often composed by bi-grams and tri-grams [ 47 ]. Multi-word extraction is usually implemented with statistics and linguistic rules, thus using the statistical properties of n-grams or machine learning approaches [ 48 ]. However, for the present paper, we used Scopus metadata in order to have a more effective and efficient n-grams collection approach [ 49 ]. We used the keywords of each paper in order to tag n-grams with their associated keywords automatically. Using this greedy approach, it was possible to collect all the keywords listed by the authors of the papers. From this list, we extracted only keywords composed by two, three and four words, we removed all the acronyms and rare keywords (i.e., appearing in less than 1% of papers), and we clustered keywords showing a high orthographic similarity–measured using a Levenshtein distance [ 50 ] lower than 2, considering these groups of keywords as representing same concepts, but expressed with different spelling. After tagging the n-grams in the abstracts, we followed a common data preparation pipeline that consists of the following steps: (i) tokenization, that splits the text into tokens (i.e., single words and previously tagged multi-words); (ii) removal of stop-words (i.e. those words that add little meaning to the text, usually being very common and short functional words–such as “and”, “or”, or “of”); (iii) parts-of-speech tagging, that is providing information concerning the morphological role of a word and its morphosyntactic context (e.g., if the token is a determiner, the next token is a noun or an adjective with very high confidence, [ 51 ]); and (iv) lemmatization, which consists in substituting each word with its dictionary form (or lemma). The output of the latter step allows grouping together the inflected forms of a word. For example, the verbs “am”, “are”, and “is” have the shared lemma “be”, or the nouns “cat” and “cats” both share the lemma “cat”. We preferred lemmatization over stemming [ 52 ] in order to obtain more interpretable results.

In addition, we identified a further set of keywords (with respect to those listed in the “keywords” field) by applying a series of automatic words unification and removal steps, as suggested in past research [ 53 , 54 ]. We removed: sparse terms (i.e., occurring in less than 0.1% of all documents), common terms (i.e., occurring in more than 10% of all documents) and retained only nouns and adjectives. It is relevant to notice that no document was lost due to these steps. We then used the TF-IDF function [ 55 ] to produce a new list of keywords. We additionally tested other approaches for the identification and clustering of keywords–such as TextRank [ 56 ] or Latent Dirichlet Allocation [ 57 ]–without obtaining more informative results.

Classification of research topics

To guide the literature analysis, two experts met regularly to examine the sample of collected papers and to identify the main topics and trends in gender research. Initially, they conducted brainstorming sessions on the topics they expected to find, due to their knowledge of the literature. This led to an initial list of topics. Subsequently, the experts worked independently, also supported by the keywords in paper titles and abstracts extracted with the procedure described above.

Considering all this information, each expert identified and clustered relevant keywords into topics. At the end of the process, the two assignments were compared and exhibited a 92% agreement. Another meeting was held to discuss discordant cases and reach a consensus. This resulted in a list of 27 topics, briefly introduced in Table 2 and subsequently detailed in the following sections.

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Evaluation of semantic importance

Working on the lemmatized corpus of the 15,465 papers included in our sample, we proceeded with the evaluation of semantic importance trends for each topic and with the analysis of their connections and prevalent textual associations. To this aim, we used the Semantic Brand Score indicator [ 36 ], calculated through the SBS BI webapp [ 37 ] that also produced a brand image report for each topic. For this study we relied on the computing resources of the ENEA/CRESCO infrastructure [ 58 ].

The Semantic Brand Score (SBS) is a measure of semantic importance that combines methods of social network analysis and text mining. It is usually applied for the analysis of (big) textual data to evaluate the importance of one or more brands, names, words, or sets of keywords [ 36 ]. Indeed, the concept of “brand” is intended in a flexible way and goes beyond products or commercial brands. In this study, we evaluate the SBS time-trends of the keywords defining the research topics discussed in the previous section. Semantic importance comprises the three dimensions of topic prevalence, diversity and connectivity. Prevalence measures how frequently a research topic is used in the discourse. The more a topic is mentioned by scientific articles, the more the research community will be aware of it, with possible increase of future studies; this construct is partly related to that of brand awareness [ 59 ]. This effect is even stronger, considering that we are analyzing the title, abstract and keywords of the papers, i.e. the parts that have the highest visibility. A very important characteristic of the SBS is that it considers the relationships among words in a text. Topic importance is not just a matter of how frequently a topic is mentioned, but also of the associations a topic has in the text. Specifically, texts are transformed into networks of co-occurring words, and relationships are studied through social network analysis [ 60 ]. This step is necessary to calculate the other two dimensions of our semantic importance indicator. Accordingly, a social network of words is generated for each time period considered in the analysis–i.e., a graph made of n nodes (words) and E edges weighted by co-occurrence frequency, with W being the set of edge weights. The keywords representing each topic were clustered into single nodes.

The construct of diversity relates to that of brand image [ 59 ], in the sense that it considers the richness and distinctiveness of textual (topic) associations. Considering the above-mentioned networks, we calculated diversity using the distinctiveness centrality metric–as in the formula presented by Fronzetti Colladon and Naldi [ 61 ].

Lastly, connectivity was measured as the weighted betweenness centrality [ 62 , 63 ] of each research topic node. We used the formula presented by Wasserman and Faust [ 60 ]. The dimension of connectivity represents the “brokerage power” of each research topic–i.e., how much it can serve as a bridge to connect other terms (and ultimately topics) in the discourse [ 36 ].

The SBS is the final composite indicator obtained by summing the standardized scores of prevalence, diversity and connectivity. Standardization was carried out considering all the words in the corpus, for each specific timeframe.

This methodology, applied to a large and heterogeneous body of text, enables to automatically identify two important sets of information that add value to the literature review. Firstly, the relevance of each topic in literature is measured through a composite indicator of semantic importance, rather than simply looking at word frequencies. This provides a much richer picture of the topics that are at the center of the discourse, as well as of the topics that are emerging in the literature. Secondly, it enables to examine the extent of the semantic relationship between topics, looking at how tightly their discourses are linked. In a field such as gender equality, where many topics are closely linked to each other and present overlaps in issues and solutions, this methodology offers a novel perspective with respect to traditional literature reviews. In addition, it ensures reproducibility over time and the possibility to semi-automatically update the analysis, as new papers become available.

Overview of main topics

In terms of descriptive textual statistics, our corpus is made of 15,465 text documents, consisting of a total of 2,685,893 lemmatized tokens (words) and 32,279 types. As a result, the type-token ratio is 1.2%. The number of hapaxes is 12,141, with a hapax-token ratio of 37.61%.

Fig 1 shows the list of 27 topics by decreasing SBS. The most researched topic is compensation , exceeding all others in prevalence, diversity, and connectivity. This means it is not only mentioned more often than other topics, but it is also connected to a greater number of other topics and is central to the discourse on gender equality. The next four topics are, in order of SBS, role , education , decision-making , and career progression . These topics, except for education , all concern women in the workforce. Between these first five topics and the following ones there is a clear drop in SBS scores. In particular, the topics that follow have a lower connectivity than the first five. They are hiring , performance , behavior , organization , and human capital . Again, except for behavior and human capital , the other three topics are purely related to women in the workforce. After another drop-off, the following topics deal prevalently with women in society. This trend highlights that research on gender in business journals has so far mainly paid attention to the conditions that women experience in business contexts, while also devoting some attention to women in society.

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Fig 2 shows the SBS time series of the top 10 topics. While there has been a general increase in the number of Scopus-indexed publications in the last decade, we notice that some SBS trends remain steady, or even decrease. In particular, we observe that the main topic of the last twenty-two years, compensation , is losing momentum. Since 2016, it has been surpassed by decision-making , education and role , which may indicate that literature is increasingly attempting to identify root causes of compensation inequalities. Moreover, in the last two years, the topics of hiring , performance , and organization are experiencing the largest importance increase.

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Fig 3 shows the SBS time trends of the remaining 17 topics (i.e., those not in the top 10). As we can see from the graph, there are some that maintain a steady trend–such as reputation , management , networks and governance , which also seem to have little importance. More relevant topics with average stationary trends (except for the last two years) are culture , family , and parenting . The feminine topic is among the most important here, and one of those that exhibit the larger variations over time (similarly to leadership ). On the other hand, the are some topics that, even if not among the most important, show increasing SBS trends; therefore, they could be considered as emerging topics and could become popular in the near future. These are entrepreneurship , leadership , board of directors , and sustainability . These emerging topics are also interesting to anticipate future trends in gender equality research that are conducive to overall equality in society.

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In addition to the SBS score of the different topics, the network of terms they are associated to enables to gauge the extent to which their images (textual associations) overlap or differ ( Fig 4 ).

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There is a central cluster of topics with high similarity, which are all connected with women in the workforce. The cluster includes topics such as organization , decision-making , performance , hiring , human capital , education and compensation . In addition, the topic of well-being is found within this cluster, suggesting that women’s equality in the workforce is associated to well-being considerations. The emerging topics of entrepreneurship and leadership are also closely connected with each other, possibly implying that leadership is a much-researched quality in female entrepreneurship. Topics that are relatively more distant include personality , politics , feminine , empowerment , management , board of directors , reputation , governance , parenting , masculine and network .

The following sections describe the top 10 topics and their main associations in literature (see Table 3 ), while providing a brief overview of the emerging topics.

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https://doi.org/10.1371/journal.pone.0256474.t003

Compensation.

The topic of compensation is related to the topics of role , hiring , education and career progression , however, also sees a very high association with the words gap and inequality . Indeed, a well-known debate in degrowth economics centers around whether and how to adequately compensate women for their childbearing, childrearing, caregiver and household work [e.g., 30 ].

Even in paid work, women continue being offered lower compensations than their male counterparts who have the same job or cover the same role [ 64 – 67 ]. This severe inequality has been widely studied by scholars over the last twenty-two years. Dealing with this topic, some specific roles have been addressed. Specifically, research highlighted differences in compensation between female and male CEOs [e.g., 68 ], top executives [e.g., 69 ], and boards’ directors [e.g., 70 ]. Scholars investigated the determinants of these gaps, such as the gender composition of the board [e.g., 71 – 73 ] or women’s individual characteristics [e.g., 71 , 74 ].

Among these individual characteristics, education plays a relevant role [ 75 ]. Education is indeed presented as the solution for women, not only to achieve top executive roles, but also to reduce wage inequality [e.g., 76 , 77 ]. Past research has highlighted education influences on gender wage gaps, specifically referring to gender differences in skills [e.g., 78 ], college majors [e.g., 79 ], and college selectivity [e.g., 80 ].

Finally, the wage gap issue is strictly interrelated with hiring –e.g., looking at whether being a mother affects hiring and compensation [e.g., 65 , 81 ] or relating compensation to unemployment [e.g., 82 ]–and career progression –for instance looking at meritocracy [ 83 , 84 ] or the characteristics of the boss for whom women work [e.g., 85 ].

The roles covered by women have been deeply investigated. Scholars have focused on the role of women in their families and the society as a whole [e.g., 14 , 15 ], and, more widely, in business contexts [e.g., 18 , 81 ]. Indeed, despite still lagging behind their male counterparts [e.g., 86 , 87 ], in the last decade there has been an increase in top ranked positions achieved by women [e.g., 88 , 89 ]. Following this phenomenon, scholars have posed greater attention towards the presence of women in the board of directors [e.g., 16 , 18 , 90 , 91 ], given the increasing pressure to appoint female directors that firms, especially listed ones, have experienced. Other scholars have focused on the presence of women covering the role of CEO [e.g., 17 , 92 ] or being part of the top management team [e.g., 93 ]. Irrespectively of the level of analysis, all these studies tried to uncover the antecedents of women’s presence among top managers [e.g., 92 , 94 ] and the consequences of having a them involved in the firm’s decision-making –e.g., on performance [e.g., 19 , 95 , 96 ], risk [e.g., 97 , 98 ], and corporate social responsibility [e.g., 99 , 100 ].

Besides studying the difficulties and discriminations faced by women in getting a job [ 81 , 101 ], and, more specifically in the hiring , appointment, or career progression to these apical roles [e.g., 70 , 83 ], the majority of research of women’s roles dealt with compensation issues. Specifically, scholars highlight the pay-gap that still exists between women and men, both in general [e.g., 64 , 65 ], as well as referring to boards’ directors [e.g., 70 , 102 ], CEOs and executives [e.g., 69 , 103 , 104 ].

Finally, other scholars focused on the behavior of women when dealing with business. In this sense, particular attention has been paid to leadership and entrepreneurial behaviors. The former quite overlaps with dealing with the roles mentioned above, but also includes aspects such as leaders being stereotyped as masculine [e.g., 105 ], the need for greater exposure to female leaders to reduce biases [e.g., 106 ], or female leaders acting as queen bees [e.g., 107 ]. Regarding entrepreneurship , scholars mainly investigated women’s entrepreneurial entry [e.g., 108 , 109 ], differences between female and male entrepreneurs in the evaluations and funding received from investors [e.g., 110 , 111 ], and their performance gap [e.g., 112 , 113 ].

Education has long been recognized as key to social advancement and economic stability [ 114 ], for job progression and also a barrier to gender equality, especially in STEM-related fields. Research on education and gender equality is mostly linked with the topics of compensation , human capital , career progression , hiring , parenting and decision-making .

Education contributes to a higher human capital [ 115 ] and constitutes an investment on the part of women towards their future. In this context, literature points to the gender gap in educational attainment, and the consequences for women from a social, economic, personal and professional standpoint. Women are found to have less access to formal education and information, especially in emerging countries, which in turn may cause them to lose social and economic opportunities [e.g., 12 , 116 – 119 ]. Education in local and rural communities is also paramount to communicate the benefits of female empowerment , contributing to overall societal well-being [e.g., 120 ].

Once women access education, the image they have of the world and their place in society (i.e., habitus) affects their education performance [ 13 ] and is passed on to their children. These situations reinforce gender stereotypes, which become self-fulfilling prophecies that may negatively affect female students’ performance by lowering their confidence and heightening their anxiety [ 121 , 122 ]. Besides formal education, also the information that women are exposed to on a daily basis contributes to their human capital . Digital inequalities, for instance, stems from men spending more time online and acquiring higher digital skills than women [ 123 ].

Education is also a factor that should boost employability of candidates and thus hiring , career progression and compensation , however the relationship between these factors is not straightforward [ 115 ]. First, educational choices ( decision-making ) are influenced by variables such as self-efficacy and the presence of barriers, irrespectively of the career opportunities they offer, especially in STEM [ 124 ]. This brings additional difficulties to women’s enrollment and persistence in scientific and technical fields of study due to stereotypes and biases [ 125 , 126 ]. Moreover, access to education does not automatically translate into job opportunities for women and minority groups [ 127 , 128 ] or into female access to managerial positions [ 129 ].

Finally, parenting is reported as an antecedent of education [e.g., 130 ], with much of the literature focusing on the role of parents’ education on the opportunities afforded to children to enroll in education [ 131 – 134 ] and the role of parenting in their offspring’s perception of study fields and attitudes towards learning [ 135 – 138 ]. Parental education is also a predictor of the other related topics, namely human capital and compensation [ 139 ].

Decision-making.

This literature mainly points to the fact that women are thought to make decisions differently than men. Women have indeed different priorities, such as they care more about people’s well-being, working with people or helping others, rather than maximizing their personal (or their firm’s) gain [ 140 ]. In other words, women typically present more communal than agentic behaviors, which are instead more frequent among men [ 141 ]. These different attitude, behavior and preferences in turn affect the decisions they make [e.g., 142 ] and the decision-making of the firm in which they work [e.g., 143 ].

At the individual level, gender affects, for instance, career aspirations [e.g., 144 ] and choices [e.g., 142 , 145 ], or the decision of creating a venture [e.g., 108 , 109 , 146 ]. Moreover, in everyday life, women and men make different decisions regarding partners [e.g., 147 ], childcare [e.g., 148 ], education [e.g., 149 ], attention to the environment [e.g., 150 ] and politics [e.g., 151 ].

At the firm level, scholars highlighted, for example, how the presence of women in the board affects corporate decisions [e.g., 152 , 153 ], that female CEOs are more conservative in accounting decisions [e.g., 154 ], or that female CFOs tend to make more conservative decisions regarding the firm’s financial reporting [e.g., 155 ]. Nevertheless, firm level research also investigated decisions that, influenced by gender bias, affect women, such as those pertaining hiring [e.g., 156 , 157 ], compensation [e.g., 73 , 158 ], or the empowerment of women once appointed [ 159 ].

Career progression.

Once women have entered the workforce, the key aspect to achieve gender equality becomes career progression , including efforts toward overcoming the glass ceiling. Indeed, according to the SBS analysis, career progression is highly related to words such as work, social issues and equality. The topic with which it has the highest semantic overlap is role , followed by decision-making , hiring , education , compensation , leadership , human capital , and family .

Career progression implies an advancement in the hierarchical ladder of the firm, assigning managerial roles to women. Coherently, much of the literature has focused on identifying rationales for a greater female participation in the top management team and board of directors [e.g., 95 ] as well as the best criteria to ensure that the decision-makers promote the most valuable employees irrespectively of their individual characteristics, such as gender [e.g., 84 ]. The link between career progression , role and compensation is often provided in practice by performance appraisal exercises, frequently rooted in a culture of meritocracy that guides bonuses, salary increases and promotions. However, performance appraisals can actually mask gender-biased decisions where women are held to higher standards than their male colleagues [e.g., 83 , 84 , 95 , 160 , 161 ]. Women often have less opportunities to gain leadership experience and are less visible than their male colleagues, which constitute barriers to career advancement [e.g., 162 ]. Therefore, transparency and accountability, together with procedures that discourage discretionary choices, are paramount to achieve a fair career progression [e.g., 84 ], together with the relaxation of strict job boundaries in favor of cross-functional and self-directed tasks [e.g., 163 ].

In addition, a series of stereotypes about the type of leadership characteristics that are required for top management positions, which fit better with typical male and agentic attributes, are another key barrier to career advancement for women [e.g., 92 , 160 ].

Hiring is the entrance gateway for women into the workforce. Therefore, it is related to other workforce topics such as compensation , role , career progression , decision-making , human capital , performance , organization and education .

A first stream of literature focuses on the process leading up to candidates’ job applications, demonstrating that bias exists before positions are even opened, and it is perpetuated both by men and women through networking and gatekeeping practices [e.g., 164 , 165 ].

The hiring process itself is also subject to biases [ 166 ], for example gender-congruity bias that leads to men being preferred candidates in male-dominated sectors [e.g., 167 ], women being hired in positions with higher risk of failure [e.g., 168 ] and limited transparency and accountability afforded by written processes and procedures [e.g., 164 ] that all contribute to ascriptive inequality. In addition, providing incentives for evaluators to hire women may actually work to this end; however, this is not the case when supporting female candidates endangers higher-ranking male ones [ 169 ].

Another interesting perspective, instead, looks at top management teams’ composition and the effects on hiring practices, indicating that firms with more women in top management are less likely to lay off staff [e.g., 152 ].

Performance.

Several scholars posed their attention towards women’s performance, its consequences [e.g., 170 , 171 ] and the implications of having women in decision-making positions [e.g., 18 , 19 ].

At the individual level, research focused on differences in educational and academic performance between women and men, especially referring to the gender gap in STEM fields [e.g., 171 ]. The presence of stereotype threats–that is the expectation that the members of a social group (e.g., women) “must deal with the possibility of being judged or treated stereotypically, or of doing something that would confirm the stereotype” [ 172 ]–affects women’s interested in STEM [e.g., 173 ], as well as their cognitive ability tests, penalizing them [e.g., 174 ]. A stronger gender identification enhances this gap [e.g., 175 ], whereas mentoring and role models can be used as solutions to this problem [e.g., 121 ]. Despite the negative effect of stereotype threats on girls’ performance [ 176 ], female and male students perform equally in mathematics and related subjects [e.g., 177 ]. Moreover, while individuals’ performance at school and university generally affects their achievements and the field in which they end up working, evidence reveals that performance in math or other scientific subjects does not explain why fewer women enter STEM working fields; rather this gap depends on other aspects, such as culture, past working experiences, or self-efficacy [e.g., 170 ]. Finally, scholars have highlighted the penalization that women face for their positive performance, for instance when they succeed in traditionally male areas [e.g., 178 ]. This penalization is explained by the violation of gender-stereotypic prescriptions [e.g., 179 , 180 ], that is having women well performing in agentic areas, which are typical associated to men. Performance penalization can thus be overcome by clearly conveying communal characteristics and behaviors [ 178 ].

Evidence has been provided on how the involvement of women in boards of directors and decision-making positions affects firms’ performance. Nevertheless, results are mixed, with some studies showing positive effects on financial [ 19 , 181 , 182 ] and corporate social performance [ 99 , 182 , 183 ]. Other studies maintain a negative association [e.g., 18 ], and other again mixed [e.g., 184 ] or non-significant association [e.g., 185 ]. Also with respect to the presence of a female CEO, mixed results emerged so far, with some researches demonstrating a positive effect on firm’s performance [e.g., 96 , 186 ], while other obtaining only a limited evidence of this relationship [e.g., 103 ] or a negative one [e.g., 187 ].

Finally, some studies have investigated whether and how women’s performance affects their hiring [e.g., 101 ] and career progression [e.g., 83 , 160 ]. For instance, academic performance leads to different returns in hiring for women and men. Specifically, high-achieving men are called back significantly more often than high-achieving women, which are penalized when they have a major in mathematics; this result depends on employers’ gendered standards for applicants [e.g., 101 ]. Once appointed, performance ratings are more strongly related to promotions for women than men, and promoted women typically show higher past performance ratings than those of promoted men. This suggesting that women are subject to stricter standards for promotion [e.g., 160 ].

Behavioral aspects related to gender follow two main streams of literature. The first examines female personality and behavior in the workplace, and their alignment with cultural expectations or stereotypes [e.g., 188 ] as well as their impacts on equality. There is a common bias that depicts women as less agentic than males. Certain characteristics, such as those more congruent with male behaviors–e.g., self-promotion [e.g., 189 ], negotiation skills [e.g., 190 ] and general agentic behavior [e.g., 191 ]–, are less accepted in women. However, characteristics such as individualism in women have been found to promote greater gender equality in society [ 192 ]. In addition, behaviors such as display of emotions [e.g., 193 ], which are stereotypically female, work against women’s acceptance in the workplace, requiring women to carefully moderate their behavior to avoid exclusion. A counter-intuitive result is that women and minorities, which are more marginalized in the workplace, tend to be better problem-solvers in innovation competitions due to their different knowledge bases [ 194 ].

The other side of the coin is examined in a parallel literature stream on behavior towards women in the workplace. As a result of biases, prejudices and stereotypes, women may experience adverse behavior from their colleagues, such as incivility and harassment, which undermine their well-being [e.g., 195 , 196 ]. Biases that go beyond gender, such as for overweight people, are also more strongly applied to women [ 197 ].

Organization.

The role of women and gender bias in organizations has been studied from different perspectives, which mirror those presented in detail in the following sections. Specifically, most research highlighted the stereotypical view of leaders [e.g., 105 ] and the roles played by women within firms, for instance referring to presence in the board of directors [e.g., 18 , 90 , 91 ], appointment as CEOs [e.g., 16 ], or top executives [e.g., 93 ].

Scholars have investigated antecedents and consequences of the presence of women in these apical roles. On the one side they looked at hiring and career progression [e.g., 83 , 92 , 160 , 168 , 198 ], finding women typically disadvantaged with respect to their male counterparts. On the other side, they studied women’s leadership styles and influence on the firm’s decision-making [e.g., 152 , 154 , 155 , 199 ], with implications for performance [e.g., 18 , 19 , 96 ].

Human capital.

Human capital is a transverse topic that touches upon many different aspects of female gender equality. As such, it has the most associations with other topics, starting with education as mentioned above, with career-related topics such as role , decision-making , hiring , career progression , performance , compensation , leadership and organization . Another topic with which there is a close connection is behavior . In general, human capital is approached both from the education standpoint but also from the perspective of social capital.

The behavioral aspect in human capital comprises research related to gender differences for example in cultural and religious beliefs that influence women’s attitudes and perceptions towards STEM subjects [ 142 , 200 – 202 ], towards employment [ 203 ] or towards environmental issues [ 150 , 204 ]. These cultural differences also emerge in the context of globalization which may accelerate gender equality in the workforce [ 205 , 206 ]. Gender differences also appear in behaviors such as motivation [ 207 ], and in negotiation [ 190 ], and have repercussions on women’s decision-making related to their careers. The so-called gender equality paradox sees women in countries with lower gender equality more likely to pursue studies and careers in STEM fields, whereas the gap in STEM enrollment widens as countries achieve greater equality in society [ 171 ].

Career progression is modeled by literature as a choice-process where personal preferences, culture and decision-making affect the chosen path and the outcomes. Some literature highlights how women tend to self-select into different professions than men, often due to stereotypes rather than actual ability to perform in these professions [ 142 , 144 ]. These stereotypes also affect the perceptions of female performance or the amount of human capital required to equal male performance [ 110 , 193 , 208 ], particularly for mothers [ 81 ]. It is therefore often assumed that women are better suited to less visible and less leadership -oriented roles [ 209 ]. Women also express differing preferences towards work-family balance, which affect whether and how they pursue human capital gains [ 210 ], and ultimately their career progression and salary .

On the other hand, men are often unaware of gendered processes and behaviors that they carry forward in their interactions and decision-making [ 211 , 212 ]. Therefore, initiatives aimed at increasing managers’ human capital –by raising awareness of gender disparities in their organizations and engaging them in diversity promotion–are essential steps to counter gender bias and segregation [ 213 ].

Emerging topics: Leadership and entrepreneurship

Among the emerging topics, the most pervasive one is women reaching leadership positions in the workforce and in society. This is still a rare occurrence for two main types of factors, on the one hand, bias and discrimination make it harder for women to access leadership positions [e.g., 214 – 216 ], on the other hand, the competitive nature and high pressure associated with leadership positions, coupled with the lack of women currently represented, reduce women’s desire to achieve them [e.g., 209 , 217 ]. Women are more effective leaders when they have access to education, resources and a diverse environment with representation [e.g., 218 , 219 ].

One sector where there is potential for women to carve out a leadership role is entrepreneurship . Although at the start of the millennium the discourse on entrepreneurship was found to be “discriminatory, gender-biased, ethnocentrically determined and ideologically controlled” [ 220 ], an increasing body of literature is studying how to stimulate female entrepreneurship as an alternative pathway to wealth, leadership and empowerment [e.g., 221 ]. Many barriers exist for women to access entrepreneurship, including the institutional and legal environment, social and cultural factors, access to knowledge and resources, and individual behavior [e.g., 222 , 223 ]. Education has been found to raise women’s entrepreneurial intentions [e.g., 224 ], although this effect is smaller than for men [e.g., 109 ]. In addition, increasing self-efficacy and risk-taking behavior constitute important success factors [e.g., 225 ].

Finally, the topic of sustainability is worth mentioning, as it is the primary objective of the SDGs and is closely associated with societal well-being. As society grapples with the effects of climate change and increasing depletion of natural resources, a narrative has emerged on women and their greater link to the environment [ 226 ]. Studies in developed countries have found some support for women leaders’ attention to sustainability issues in firms [e.g., 227 – 229 ], and smaller resource consumption by women [ 230 ]. At the same time, women will likely be more affected by the consequences of climate change [e.g., 230 ] but often lack the decision-making power to influence local decision-making on resource management and environmental policies [e.g., 231 ].

Research gaps and conclusions

Research on gender equality has advanced rapidly in the past decades, with a steady increase in publications, both in mainstream topics related to women in education and the workforce, and in emerging topics. Through a novel approach combining methods of text mining and social network analysis, we examined a comprehensive body of literature comprising 15,465 papers published between 2000 and mid 2021 on topics related to gender equality. We identified a set of 27 topics addressed by the literature and examined their connections.

At the highest level of abstraction, it is worth noting that papers abound on the identification of issues related to gender inequalities and imbalances in the workforce and in society. Literature has thoroughly examined the (unconscious) biases, barriers, stereotypes, and discriminatory behaviors that women are facing as a result of their gender. Instead, there are much fewer papers that discuss or demonstrate effective solutions to overcome gender bias [e.g., 121 , 143 , 145 , 163 , 194 , 213 , 232 ]. This is partly due to the relative ease in studying the status quo, as opposed to studying changes in the status quo. However, we observed a shift in the more recent years towards solution seeking in this domain, which we strongly encourage future researchers to focus on. In the future, we may focus on collecting and mapping pro-active contributions to gender studies, using additional Natural Language Processing techniques, able to measure the sentiment of scientific papers [ 43 ].

All of the mainstream topics identified in our literature review are closely related, and there is a wealth of insights looking at the intersection between issues such as education and career progression or human capital and role . However, emerging topics are worthy of being furtherly explored. It would be interesting to see more work on the topic of female entrepreneurship , exploring aspects such as education , personality , governance , management and leadership . For instance, how can education support female entrepreneurship? How can self-efficacy and risk-taking behaviors be taught or enhanced? What are the differences in managerial and governance styles of female entrepreneurs? Which personality traits are associated with successful entrepreneurs? Which traits are preferred by venture capitalists and funding bodies?

The emerging topic of sustainability also deserves further attention, as our society struggles with climate change and its consequences. It would be interesting to see more research on the intersection between sustainability and entrepreneurship , looking at how female entrepreneurs are tackling sustainability issues, examining both their business models and their company governance . In addition, scholars are suggested to dig deeper into the relationship between family values and behaviors.

Moreover, it would be relevant to understand how women’s networks (social capital), or the composition and structure of social networks involving both women and men, enable them to increase their remuneration and reach top corporate positions, participate in key decision-making bodies, and have a voice in communities. Furthermore, the achievement of gender equality might significantly change firm networks and ecosystems, with important implications for their performance and survival.

Similarly, research at the nexus of (corporate) governance , career progression , compensation and female empowerment could yield useful insights–for example discussing how enterprises, institutions and countries are managed and the impact for women and other minorities. Are there specific governance structures that favor diversity and inclusion?

Lastly, we foresee an emerging stream of research pertaining how the spread of the COVID-19 pandemic challenged women, especially in the workforce, by making gender biases more evident.

For our analysis, we considered a set of 15,465 articles downloaded from the Scopus database (which is the largest abstract and citation database of peer-reviewed literature). As we were interested in reviewing business and economics related gender studies, we only considered those papers published in journals listed in the Academic Journal Guide (AJG) 2018 ranking of the Chartered Association of Business Schools (CABS). All the journals listed in this ranking are also indexed by Scopus. Therefore, looking at a single database (i.e., Scopus) should not be considered a limitation of our study. However, future research could consider different databases and inclusion criteria.

With our literature review, we offer researchers a comprehensive map of major gender-related research trends over the past twenty-two years. This can serve as a lens to look to the future, contributing to the achievement of SDG5. Researchers may use our study as a starting point to identify key themes addressed in the literature. In addition, our methodological approach–based on the use of the Semantic Brand Score and its webapp–could support scholars interested in reviewing other areas of research.

Supporting information

S1 text. keywords used for paper selection..

https://doi.org/10.1371/journal.pone.0256474.s001

Acknowledgments

The computing resources and the related technical support used for this work have been provided by CRESCO/ENEAGRID High Performance Computing infrastructure and its staff. CRESCO/ENEAGRID High Performance Computing infrastructure is funded by ENEA, the Italian National Agency for New Technologies, Energy and Sustainable Economic Development and by Italian and European research programmes (see http://www.cresco.enea.it/english for information).

  • View Article
  • PubMed/NCBI
  • Google Scholar
  • 9. UN. Transforming our world: The 2030 Agenda for Sustainable Development. General Assembley 70 Session; 2015.
  • 11. Nature. Get the Sustainable Development Goals back on track. Nature. 2020;577(January 2):7–8
  • 37. Fronzetti Colladon A, Grippa F. Brand intelligence analytics. In: Przegalinska A, Grippa F, Gloor PA, editors. Digital Transformation of Collaboration. Cham, Switzerland: Springer Nature Switzerland; 2020. p. 125–41. https://doi.org/10.1371/journal.pone.0233276 pmid:32442196
  • 39. Griffiths TL, Steyvers M, editors. Finding scientific topics. National academy of Sciences; 2004.
  • 40. Mimno D, Wallach H, Talley E, Leenders M, McCallum A, editors. Optimizing semantic coherence in topic models. 2011 Conference on Empirical Methods in Natural Language Processing; 2011.
  • 41. Wang C, Blei DM, editors. Collaborative topic modeling for recommending scientific articles. 17th ACM SIGKDD international conference on Knowledge discovery and data mining 2011.
  • 46. Straka M, Straková J, editors. Tokenizing, pos tagging, lemmatizing and parsing ud 2.0 with udpipe. CoNLL 2017 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies; 2017.
  • 49. Lu Y, Li, R., Wen K, Lu Z, editors. Automatic keyword extraction for scientific literatures using references. 2014 IEEE International Conference on Innovative Design and Manufacturing (ICIDM); 2014.
  • 55. Roelleke T, Wang J, editors. TF-IDF uncovered. 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval—SIGIR ‘08; 2008.
  • 56. Mihalcea R, Tarau P, editors. TextRank: Bringing order into text. 2004 Conference on Empirical Methods in Natural Language Processing; 2004.
  • 58. Iannone F, Ambrosino F, Bracco G, De Rosa M, Funel A, Guarnieri G, et al., editors. CRESCO ENEA HPC clusters: A working example of a multifabric GPFS Spectrum Scale layout. 2019 International Conference on High Performance Computing & Simulation (HPCS); 2019.
  • 60. Wasserman S, Faust K. Social network analysis: Methods and applications: Cambridge University Press; 1994.
  • 141. Williams JE, Best DL. Measuring sex stereotypes: A multination study, Rev: Sage Publications, Inc; 1990.
  • 172. Steele CM, Aronson J. Stereotype threat and the test performance of academically successful African Americans. In: Jencks C, Phillips M, editors. The Black–White test score gap. Washington, DC: Brookings; 1998. p. 401–27

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Digital Commons @ USF > College of Arts and Sciences > Women's and Gender Studies > Theses and Dissertations

Women's and Gender Studies Theses and Dissertations

Theses/dissertations from 2023 2023.

Social Media and Women Empowerment in Nigeria: A Study of the #BreakTheBias Campaign on Facebook , Deborah Osaro Omontese

Theses/Dissertations from 2022 2022

Going Flat: Challenging Gender, Stigma, and Cure through Lesbian Breast Cancer Experience , Beth Gaines

Incorrect Athlete, Incorrect Woman: IOC Gender Regulations and the Boundaries of Womanhood in Professional Sports , Sabeehah Ravat

Transnational Perspectives on the #MeToo and Anti-Base Movements in Japan , Alisha Romano

Theses/Dissertations from 2021 2021

Criminalizing LGBTQ+ Jamaicans: Social, Legal, and Colonial Influences on Homophobic Policy , Zoe C. Knowles

Dismantling Hegemony through Inclusive Sexual Health Education , Lauren Wright

Theses/Dissertations from 2020 2020

Transfat Representation , Jessica "Fyn" Asay

Theses/Dissertations from 2019 2019

Ain't I a Woman, Too? Depictions of Toxic Femininity, Transmisogynoir, and Violence on STAR , Sunahtah D. Jones

“The Most Muscular Woman I Have Ever Seen”: Bev FrancisPerformance of Gender in Pumping Iron II: The Women , Cera R. Shain

"Roll" Models: Fat Sexuality and Its Representations in Pornographic Imagery , Leah Marie Turner

Theses/Dissertations from 2018 2018

Reproducing Intersex Trouble: An Analysis of the M.C. Case in the Media , Jamie M. Lane

Race and Gender in (Re)integration of Victim-Survivors of CSEC in a Community Advocacy Context , Joshlyn Lawhorn

Penalizing Pregnancy: A Feminist Legal Studies Analysis of Purvi Patel's Criminalization , Abby Schneller

A Queer and Crip Grotesque: Katherine Dunn's , Megan Wiedeman

Theses/Dissertations from 2017 2017

"Mothers like Us Think Differently": Mothers' Negotiations of Virginity in Contemporary Turkey , Asli Aygunes

Surveilling Hate/Obscuring Racism?: Hate Group Surveillance and the Southern Poverty Law Center's "Hate Map" , Mary McKelvie

“Ya I have a disability, but that’s only one part of me”: Formative Experiences of Young Women with Physical Disabilities , Victoria Peer

Resistance from Within: Domestic violence and rape crisis centers that serve Black/African American populations , Jessica Marie Pinto

(Dis)Enchanted: (Re)constructing Love and Creating Community in the , Shannon A. Suddeth

Theses/Dissertations from 2016 2016

"The Afro that Ate Kentucky": Appalachian Racial Formation, Lived Experience, and Intersectional Feminist Interventions , Sandra Louise Carpenter

“Even Five Years Ago this Would Have Been Impossible:” Health Care Providers’ Perspectives on Trans* Health Care , Richard S. Henry

Tough Guy, Sensitive Vas: Analyzing Masculinity, Male Contraceptives & the Sexual Division of Labor , Kaeleen Kosmo

Theses/Dissertations from 2015 2015

Let’s Move! Biocitizens and the Fat Kids on the Block , Mary Catherine Dickman

Interpretations of Educational Experiences of Women in Chitral, Pakistan , Rakshinda Shah

Theses/Dissertations from 2014 2014

Incredi-bull-ly Inclusive?: Assessing the Climate on a College Campus , Aubrey Lynne Hall

Her-Storicizing Baldness: Situating Women's Experiences with Baldness from Skin and Hair Disorders , Kasie Holmes

In the (Radical) Pursuit of Self-Care: Feminist Participatory Action Research with Victim Advocates , Robyn L. Homer

Theses/Dissertations from 2013 2013

Significance is Bliss: A Global Feminist Analysis of the Liberian Truth and Reconciliation Commission and its Privileging of Americo-Liberian over Indigenous Liberian Women's Voices , Morgan Lea Eubank

Monsters Under the Bed: An Analysis of Torture Scenes in Three Pixar Films , Heidi Tilney Kramer

Theses/Dissertations from 2012 2012

Can You Believe She Did THAT?!:Breaking the Codes of "Good" Mothering in 1970s Horror Films , Jessica Michelle Collard

Don't Blame It on My Ovaries: Exploring the Lived Experience of Women with Polycystic Ovarian Syndrome and the Creation of Discourse , Jennifer Lynn Ellerman

Valanced Voices: Student Experiences with Learning Disabilities & Differences , Zoe DuPree Fine

An Interactive Guide to Self-Discovery for Women , Elaine J. Taylor

Selling the Third Wave: The Commodification and Consumption of the Flat Track Roller Girl , Mary Catherine Whitlock

Theses/Dissertations from 2010 2010

Beyond Survival: An Exploration of Narrative Healing and Forgiveness in Healing from Rape , Heather Curry

Theses/Dissertations from 2009 2009

Gender Trouble In Northern Ireland: An Examination Of Gender And Bodies Within The 1970s And 1980s Provisional Irish Republican Army In Northern Ireland , Jennifer Earles

"You're going to Hollywood"!: Gender and race surveillance and accountability in American Idol contestant's performances , Amanda LeBlanc

From the academy to the streets: Documenting the healing power of black feminist creative expression , Tunisia L. Riley

Developing Feminist Activist Pedagogy: A Case Study Approach in the Women's Studies Department at the University of South Florida , Stacy Tessier

Women in Wargasm: The Politics of Womenís Liberation in the Weather Underground Organization , Cyrana B. Wyker

Theses/Dissertations from 2008 2008

Opportunities for Spiritual Awakening and Growth in Mothering , Melissa J. Albee

A Constant Struggle: Renegotiating Identity in the Aftermath of Rape , Jo Aine Clarke

I am Warrior Woman, Hear Me Roar: The Challenge and Reproduction of Heteronormativity in Speculative Television Programs , Leisa Anne Clark

Theses/Dissertations from 2007 2007

Reforming Dance Pedagogy: A Feminist Perspective on the Art of Performance and Dance Education , Jennifer Clement

Narratives of lesbian transformation: Coming out stories of women who transition from heterosexual marriage to lesbian identity , Clare F. Walsh

The Conundrum of Women’s Studies as Institutional: New Niches, Undergraduate Concerns, and the Move Towards Contemporary Feminist Theory and Action , Rebecca K. Willman

Theses/Dissertations from 2006 2006

A Feminist Perspective on the Precautionary Principle and the Problem of Endocrine Disruptors under Neoliberal Globalization Policies , Erica Hesch Anstey

Asymptotes and metaphors: Teaching feminist theory , Michael Eugene Gipson

Postcolonial Herstory: The Novels of Assia Djebar (Algeria) and Oksana Zabuzhko (Ukraine): A Comparative Analysis , Oksana Lutsyshyna

Theses/Dissertations from 2005 2005

Loving Loving? Problematizing Pedagogies of Care and Chéla Sandoval’s Love as a Hermeneutic , Allison Brimmer

Exploring Women’s Complex Relationship with Political Violence: A Study of the Weathermen, Radical Feminism and the New Left , Lindsey Blake Churchill

The Voices of Sex Workers (prostitutes?) and the Dilemma of Feminist Discourse , Justine L. Kessler

Reconstructing Women's Identities: The Phenomenon Of Cosmetic Surgery In The United States , Cara L. Okopny

Fantastic Visions: On the Necessity of Feminist Utopian Narrative , Tracie Anne Welser

Theses/Dissertations from 2004 2004

The Politics of Being an Egg “Donor” and Shifting Notions of Reproductive Freedom , Elizabeth A. Dedrick

Women, Domestic Abuse, And Dreams: Analyzing Dreams To Uncover Hidden Traumas And Unacknowledged Strengths , Mindy Stokes

Theses/Dissertations from 2001 2001

Safe at Home: Agoraphobia and the Discourse on Women’s Place , Suzie Siegel

Theses/Dissertations from 2000 2000

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1.1 Introduction to Gender Inequality

1.2 Structural gender inequality

  • 1.3 Gender inequality and childhood
  • 1.4 What is gender stereotyping?
  • 1.5 Who does gender stereotyping affect?
  • 1.6 The role of the classroom in challenging stereotypes
  • 1.7 Participation of women in STEM
  • 1.8 Stereotypes contribute to barriers to participation
  • 1.9 Intersectionality
  • 1.10 Group session: reflecting on the section so far
  • 1.11 Group session – action planning
  • Further reading and resources
  • Section 2: Unconscious bias
  • Section 3: Building STEM capital in the classroom
  • Section 4: Next steps and developing a whole school approach
  • Course and badge information
  • Learning log
  • Classroom Activities on gender stereotypes and equality
  • Classroom Activities on unconscious bias
  • Classroom Activities on STEM capital
  • End of course quiz

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About this course

  • 24 hours study
  • 1 Level 1: Introductory
  • Course description

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Gender equality in STEM

Gender equality in STEM

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To begin the course we are going to explore what we mean when we talk about ‘gender’. To start us off let’s think about the differences between ‘gender’ and ‘sex’.

Activity 2 – What is Gender?

Can you identify the correct definitions for each of the following?

Refers to the biological and physiological characteristics that define men and women. At the same time, it may not always be possible to define along the dichotomous lines of male-female only, as is made evident by inter-sexed individuals.

Refers to the socially constructed roles, behaviours, activities and attributes that a given society considers appropriate for men and women. This and the related power relations are a social construct – they vary across cultures and through time, and thus are amenable to change.

Gender roles

The particular economic, social roles and responsibilities considered appropriate for women and men in a given society. These do not exist in isolation, but are defined in relation to one another and through the relationship between women and men, girls and boys.

Gender identity

A person’s deeply felt internal and individual experience of gender, which may or may not correspond with the sex assigned to them at birth. This may include people who would identify as agender, non-binary, transgender or gender fluid. This can include having two or more genders, having no genders, moving between genders, or having a fluctuating gender identity.

Using the following two lists, match each numbered item with the correct letter.

a. Refers to the socially constructed roles, behaviours, activities and attributes that a given society considers appropriate for men and women. This and the related power relations are a social construct – they vary across cultures and through time, and thus are amenable to change.

b. A person’s deeply felt internal and individual experience of gender, which may or may not correspond with the sex assigned to them at birth. This may include people who would identify as agender, non-binary, transgender or gender fluid. This can include having two or more genders, having no genders, moving between genders, or having a fluctuating gender identity.

c. Refers to the biological and physiological characteristics that define men and women. At the same time, it may not always be possible to define along the dichotomous lines of male-female only, as is made evident by inter-sexed individuals.

d. The particular economic, social roles and responsibilities considered appropriate for women and men in a given society. These do not exist in isolation, but are defined in relation to one another and through the relationship between women and men, girls and boys.

Medical Women's International Association (MWIA), Training Manual for Gender Mainstreaming in Health, 2002 [ Tip: hold Ctrl and click a link to open it in a new tab. ( Hide tip ) ] , pp 10, 19; UN Women, Gender Mainstreaming – Concepts and Definitions

www.un.org/womenwatch/osagi/conceptsanddefinitions.htm ;

World Health Organization, Gender, women and health, www.who.int/whatisgender/en . https://www.lgbtyouth.org.uk/yp-transgender

Gender equality

UN Women define gender equality as:

“T he equal rights, responsibilities and opportunities of women and men and girls and boys. Gender equality implies that the interests, needs and priorities of both women and men are taken into consideration, recognising the diversity of different groups of women and men (for example: women belonging to ethnic minorities, lesbian women or women with disabilities). Gender equality is a human rights principle.”

Gender Inequality

Despite progress being made toward achieving equal rights; women and girls in the UK continue to experience inequality, discrimination and harassment, and face significant barriers to achieving their full potential. The daily experience of gender inequality ranges from undermining portrayals of women in the media and underrepresentation of women in positions of power, to direct discrimination and breaches of their human rights. Social expectations and assumptions about the abilities, roles and opportunities which should be afforded on the basis of gender continue to define the life chances of women today.

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IMAGES

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COMMENTS

  1. Gender Inequality Essay for Students

    Answer 2: The gender inequality essay tells us that gender inequality impacts us badly. It takes away opportunities from deserving people. Moreover, it results in discriminatory behaviour towards people of a certain gender. Finally, it also puts people of a certain gender in dangerous situations. Share with friends.

  2. Twenty years of gender equality research: A scoping review based on a

    Introduction. The persistent gender inequalities that currently exist across the developed and developing world are receiving increasing attention from economists, policymakers, and the general public [e.g., 1-3].Economic studies have indicated that women's education and entry into the workforce contributes to social and economic well-being [e.g., 4, 5], while their exclusion from the ...

  3. PDF CHAPTER 1: AN INTRODUCTION TO GENDER

    From Eckert, Penelope and McConnell- Ginet, Sally. (To appear). Language and Gender. Second Edition. Cambridge and New York: Cambridge University Press. CHAPTER 1: AN INTRODUCTION TO GENDER. We are surrounded by gender lore from the time we are very small. It is ever-present in conversation, humor, and conflict, and it is called upon to explain ...

  4. Gender equality in the workplace: An introduction.

    SCIENTIFIC The special section that we have assembled includes 10 papers that address some aspects related to gender inequities in the workplace. Specifically, these papers address (a) gender bias in winning prestigious awards in neuroscience, (b) supporting women in STEM, (c) women's concerns about potential sexism, (d) unique challenges faced by STEM faculty, (e) the double jeopardy of ...

  5. Gender and sex inequalities: Implications and resistance

    Introduction. Although the world has seen great strides toward gender/sex equality, a wide gap still remains and unfortunately may be widening. The World Economic Forum (WEF, Citation 2017) annually evaluates the world's progress toward gender inequality in economic participation and opportunity, educational attainment, health and survival, and political empowerment.

  6. A Thesis

    Thesis Advisor: Martin Staab, Ph.D. ABSTRACT As levels of real per capita income in developing nations have more than tripled in the past three decades, the absolute status of women has improved considerably; nevertheless, despite this progress, widespread gender inequality persists. The present study represents the first

  7. PDF Gender inequality as a barrier to economic growth: a review ...

    In this article, we survey the theoretical literature investigating the role of gender inequality in economic development. The vast majority of theories reviewed argue that gender inequality is a barrier to development, particularly over the long run. Among the many plausible mechanisms through which inequality between men and women affects the ...

  8. PDF GOOD GOVERNANCE AND GENDER EQUALITY

    linked to gender inequality in Sub-Saharan Africa? These papers will seek to shed light on the general connection between poor governance and gender inequality in the Middle East and North Africa (MENA) and Sub-Saharan Africa. Saudi Arabia will be used as a case study representing the Middle East and North Africa.

  9. University of Arkansas, Fayetteville ScholarWorks@UARK

    Gender Inequality in the Workplace: An Analysis of How Stereotypes, the Gender Wage Gap, and the Lack of Women in Leadership Positions Impact the Entirety of Society. By. Katelyn Brynn Barger. Advisor: Sarah Jensen. An Honors Thesis in partial fulfillment of the requirements for the degree Bachelor of Science in Business Administration in Finance.

  10. PDF Exploring Gender Equality and Women'S Empowerment: a Critical ...

    the global labour force, gender inequality is still prevailing. The formal commitment of ... 2.3 Gender Equality as a Matter of Human Rights 42 2.4 The Concept of Women's Empowerment 44 2.5 Contributions of Feminist Theories 47 ... CHAPTER 1: INTRODUCTION This Master's thesis is a case study of the gender equality and women's .

  11. PDF Essays on Equality

    from orchestra directors, who have combatted gender bias through blind recruitment processes. Laura Jones, GIWL Research Associate, looks at women and the future of work, arguing that while new technology can help address gender inequality in the workplace, more fundamental structural and cultural changes are needed to make the world of work ...

  12. Gendered and feminist inequalities: A review and framing notes

    This article provides a brief review and mapping of the critical field of inequality studies in both general and gender-feminist-specific terms. The article approaches the topic by interrogating the meanings associated with inequalities and then turns to the gendered and feminist scholarship to assess the relevance of an evolving literature in ...

  13. PDF Gender Equality in the Workplace: An Introduction

    mediated by a gender difference in total cites and h-index. Their results point to the notion that gender schemas may lead to women's articles' receiving fewer citations than do men's, resulting in more prestigious awards for men than for women. They conclude by de-scribing what needs to be done to promote gender equality in aca-demic awards.

  14. Students' perceptions of gender equality: A case study of a conflict

    UNDP (Citation 2015) considered gender inequality as the most "observable discrimination" and asserted that imbalances between gender groups continued to be conspicuous, which were a reflection of local traditions, values and cultural norms. Gender equality is a heated issue in Islamic countries where local cultures and belief systems have ...

  15. PDF Gender equality attitudes study 2019

    challenging discriminatory attitudes and gender roles that perpetuate gender inequality and women's subordinate status in society. Key messages emanating from the 10-country pilot study include: Key Message 1: People are aware of gender inequalities faced by women across development dimensions. Gaps are perceived to be smaller or nonexistent in

  16. Gender Equality and Equity Narratives Amongst Women in Nongovernmental

    any profession (e.g., gender equity; Chary, 2017; Comwall & Rivas, 2015). Although there was research on the policies related to gender equality and equity in the public and private sectors, narrative accounts that highlighted the influence of gender equality and equity on the shared lived experiences of women in registered NGOs needed to be

  17. Women's and Gender Studies Theses and Dissertations

    Race and Gender in (Re)integration of Victim-Survivors of CSEC in a Community Advocacy Context, Joshlyn Lawhorn. PDF. Penalizing Pregnancy: A Feminist Legal Studies Analysis of Purvi Patel's Criminalization, Abby Schneller. PDF. A Queer and Crip Grotesque: Katherine Dunn's, Megan Wiedeman

  18. 1.1 Introduction to Gender Inequality

    1.1 Introduction to Gender Inequality. ... The daily experience of gender inequality ranges from undermining portrayals of women in the media and underrepresentation of women in positions of power, to direct discrimination and breaches of their human rights. Social expectations and assumptions about the abilities, roles and opportunities which ...

  19. MA Thesis: The Paradox/puzzle of Promoting Gender Equality in Education

    perception of gender equality and inequality because of the interplay between gender and violent conflict. This is often a neglected context in international goal setting. Gender equality is fundamental but we need to think strategically and contextually about aid programs and policy development in order to affect long term social change.

  20. Full article: Gender and Intersecting Inequalities in Education

    Introduction. Girls' education and gender inequalities associated with education were areas of major policy attention before the COVID-19 pandemic, and remain central to the agendas of governments, multilateral organisations and international NGOs in thinking about agendas to build back better, more equal or to build forward (Save the Children Citation 2020; UN Women Citation 2021; UNESCO ...

  21. PDF The Impact of Gender Inequality in Education and Employment on Economic

    2. Gender Inequality and Economic Performance: Theory and Evidence There have been a number of theoretical and empirical studies finding that gender inequality in education and employment reduce economic growth.5 The main arguments from the literature, which are discussed in detail in Klasen (1999, 2002, 2006) are briefly summarized below.

  22. Gender Pay Disparity Among Women

    Adjusted basic pay is the sum of an employee's rate of basic pay plus any locality. comparability payment and/or special pay adjustment for law enforcement officers. Salaries are grouped by $10,000 intervals, except for an initial interval of less than. $20,000 and a final interval of $180,000 or more.

  23. PDF Multifactor analysis on gender (in)equality. The case of Germany

    INTRODUCTION Gender equality is a sustainable development goal of nations being part of the United Nations. ... The master thesis aims to discuss the topic of gender inequality in the business environment of Germany. In order to do so, the theoretical framework needs to be provided. ... The topic of gender inequality is a scientific field that ...