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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


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. 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.

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.


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) ( ), 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.


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.


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.


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.


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.


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 ).


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.



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 ].


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 ].


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 ].


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..


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 for information).

female education research paper


Girls' education, gender equality in education benefits every child..

A girl stoops over her lap, writing diligently in a pad of paper, and surrounded by colourful books.

Investing in girls’ education transforms communities, countries and the entire world. Girls who receive an education are less likely to marry young and more likely to lead healthy, productive lives. They earn higher incomes, participate in the decisions that most affect them, and build better futures for themselves and their families.

Girls’ education strengthens economies and reduces inequality. It contributes to more stable, resilient societies that give all individuals – including boys and men – the opportunity to fulfil their potential.

But education for girls is about more than access to school. It’s also about girls feeling safe in classrooms and supported in the subjects and careers they choose to pursue – including those in which they are often under-represented.

When we invest in girls’ secondary education

Why are girls out of school?

Despite evidence demonstrating how central girls’ education is to development, gender disparities in education persist.

Around the world, 129 million girls are out of school, including 32 million of primary school age, 30 million of lower-secondary school age, and 67 million of upper-secondary school age. In countries affected by conflict, girls are more than twice as likely to be out of school than girls living in non-affected countries.

Worldwide, 129 million girls are out of school.

Only 49 per cent of countries have achieved gender parity in primary education. At the secondary level, the gap widens: 42 per cent of countries have achieved gender parity in lower secondary education, and 24 per cent in upper secondary education.

The reasons are many. Barriers to girls’ education – like poverty, child marriage and gender-based violence – vary among countries and communities. Poor families often favour boys when investing in education.

In some places, schools do not meet the safety, hygiene or sanitation needs of girls. In others, teaching practices are not gender-responsive and result in gender gaps in learning and skills development.

A young girl stands in front of a chalkboard facing her class to explain a math equation.

Gender equality in education

Gender-equitable education systems empower girls and boys and promote the development of life skills – like self-management, communication, negotiation and critical thinking – that young people need to succeed. They close skills gaps that perpetuate pay gaps, and build prosperity for entire countries.

Gender-equitable education systems can contribute to reductions in school-related gender-based violence and harmful practices, including child marriage and female genital mutilation .

Gender-equitable education systems help keep both girls and boys in school, building prosperity for entire countries.

An education free of negative gender norms has direct benefits for boys, too. In many countries, norms around masculinity can fuel disengagement from school, child labour, gang violence and recruitment into armed groups. The need or desire to earn an income also causes boys to drop out of secondary school, as many of them believe the curriculum is not relevant to work opportunities.

UNICEF’s work to promote girls’ education

UNICEF works with communities, Governments and partners to remove barriers to girls’ education and promote gender equality in education – even in the most challenging settings.

Because investing in girls’ secondary education is one of the most transformative development strategies, we prioritize efforts that enable all girls to complete secondary education and develop the knowledge and skills they need for life and work.

This will only be achieved when the most disadvantaged girls are supported to enter and complete pre-primary and primary education. Our work:

More from UNICEF

Antigua and Barbuda. Children study

1 in 3 adolescent girls from the poorest households has never been to school

UNICEF Executive Director, Catherine Russell, talks to school girls

Stories of suffering and hope: Afghanistan and Pakistan

Catherine Russell reflects on her first field visit as UNICEF's Executive Director

Three Malian girls pose outside the food distribution center in Mbera camp.

Where are the girls and why it matters as schools reopen?

School closures due to the COVID-19 pandemic risk reversing the massive gains to girls’ education

A conceptual portrait of Hala, 16, and her sister in one of the rooms of their home in Zaatari Camp, Jordan.

Digital innovation that's equitable, diverse and inclusive

We must commit to addressing the digital divide – where gender gaps in connectivity, skills, jobs and online safety persist

Advancing Girls' Education and Gender Equality through Digital Learning

This brief note highlights how UNICEF will advance inclusive and transformative digital technology to enhance girls’ learning and skills development for work and life.

Reimagining Girls' Education: Solutions to Keep Girls Learning in Emergencies

This resource presents an empirical overview of what works to support learning outcomes for girls in emergencies.

e-Toolkit on Gender Equality in Education

This course aims to strengthen the capacity of UNICEF's education staff globally in gender equality applied to education programming.

Fixing the Broken Promise of Education for All

This report draws on national studies to examine why millions of children continue to be denied the fundamental right to primary education.

GirlForce: Skills, Education and Training for Girls Now

This report discusses persistent barriers girls face in the transition from education to the workforce, and how gender gaps in employment outcomes persist despite girls’ gains in education.

UNICEF Gender Action Plan (2022-2025)

This plan specifies how UNICEF will promote gender equality across the organization’s work, in alignment with the UNICEF Strategic Plan.

Global Partnership for Education

This partnership site provides data and programming results for the only global fund solely dedicated to education in developing countries.

United Nations Girls’ Education Initiative

UNGEI promotes girls’ education and gender equality through policy advocacy and support to Governments and other development actors.

Thank you for visiting You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

The pandemic and the female academic

female education research paper

Alessandra Minello is a statistician and social demographer at the University of Florence, Italy.

You can also search for this author in PubMed   Google Scholar

Humour is one way for women in academia to face the pandemic’s consequences for their work and family lives. Last month, a viral Twitter post read, “The next person who tweets about how productive Isaac Newton was while working from home gets my three year old posted to them!”

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Women in Education Research Paper

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Female Education in Afghanistan: Opportunities and Challenges

International Journal for Innovative Research in Multidisciplinary Field, Vol. 3, Issue 11, November 2017

7 Pages Posted: 12 Dec 2017

Hazrat Usman Mashwani

Sayed Jamaluddin Afghani University

Date Written: November 11, 2017

Female education in Afghanistan has witnessed a number of ups and downs throughout the history of Afghanistan. In the history of Afghanistan, the people who suffered the most in the part of education were female. From the very beginning, female education was not that much satisfied prior to the civil war in Afghanistan but the three-decade civil war and conflicts made the situations worse for female learners. It was the government of Taliban (1996-2001) when the female education fell to 0%. Hopes came to lives with the establishment of the new government and support of the international community in 2001. However, after sixteen long years, the female education is still substandard. The focus of this study is on the unequal access to females and males in primary, secondary and particularly at higher education. The study will also explore the major obstacles that hamper females’ education. This study is based on the collection of data available in different research papers, educational articles, reports and numerous other related sources.

Suggested Citation: Suggested Citation

Hazrat Usman Mashwani (Contact Author)

Sayed jamaluddin afghani university ( email ).

Asadabad Kunar Asadabad, Kunar 2801 Afghanistan

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Women Education Essays

Women education: reducing human environmental impact.

Easter Island, a once thriving island with great species diversity and fertile soil became almost uninhabitable when it became overpopulated and the demand for resources surpassed what the island could produce(Lin, 2017). This historic phenomenon will be a small-scale model of what will happen to the entire world if the demand for resources and devastating effects on the environment continue to increase. “Human activities, including mining, transportation, pollution, agriculture, development, and logging…contribute to climate change”(Lin, 2017). Today, with over seven […]

Women and Education in 19th Century

The 19th century has had many milestones in educational, and personal advancements for girls and women. In the 1800s, women started gaining central roles in education, as teachers and as students, in official and unofficial educational settings. Were these advancements enough to educate women and girls in the 20th century? This paper will discuss the historical content that has led up to the need for Title IX within the current U.S educational system and how it has impacted males and […]

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Education for Women

Women’s education refers to every form of education that aims at improving knowledge and skill. Whether a boy or girl, education is important and essential for everyone, but it is hard to believe that even now some communities and countries still discriminate against the education of girls. A report by UNESCO statistics found that “around 31 million girls of school age were not in school, and about one out of every four young women in developing countries had never completed […]

Women and Education

Women that are educated can be prepared for any situation in life, from their duties in their family, their role in society to their labor as a professional. Our society segrate women in order to don’t let them get educated and keep them at home. Education of women makes them empowered and more enrolled to contribute to any ambit of the nation, and prepare to educate not just women but the nation in general. Education is the way not just […]

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Human rights and fundamental freedoms are the birthright of all human beings; their promotion and protection is the first responsibility of the government.[footnoteRef:2] Equal rights of both men and women are explicitly mentioned in the Preamble to the Charter of the United Nations. The World Conference on Human Rights reaffirmed clearly that the human rights of women throughout the life cycle are an indivisible, integral and inalienable part of universal human rights. The International Conference on Population and Development stated […]

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In one famous book which names “A Vindication of the Rights of Women”, she covers a wide extent of subjects in each part unsettling the correspondence of women diverged from men. Truly, Wollstonecraft isn’t exhibiting that male and female are made mentally and genuinely the same yet needs her perusers to appreciate that both are comparable with respect to acquiring preparing and their circumstance in the workplace. This is a point that she chatted with confining researchers’ statements against women, […]

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Women & Education

WOMEN EMPOWERMENT THROUGH EDUCATION Joshi Laxmi shree mishra WOMEN EMPOWERMENT is a global issue and discussion on women political right are at the fore front of many formal and informal campaigns world The concept of women empowerment was introduced at the international women conference at NAROIBI in Education is milestone of women empowerment because it enables them to responds to the challenges to confront their traditional role and change their life So that we neglect the importance of education in reference to women empowerment India is poised to becoming superpower a developed country by The year 2020 is fast approaching is just 13 year away This can became reality only when the women of this nation became empowerment India presently account for the largest number no of illiterates in the world Literacy rate in India have risen sharply from in 1951 to in 2001 in which enrolment of women in education have also risen sharply to Despite the importance of women education unfortunately only of women are literate among the of the Within the framework of a democratic polity our laws development policies plan and programmes have aimed at advancement in difference From the fifth five year onwards has been

female education research paper

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female education research paper

Journal of Biosocial Science

Article contents

Female education and its association with changes in socio-demographic behaviour: evidence from india.

Published online by Cambridge University Press:  09 October 2014

Education is a crucial factor in influencing the pattern and timing of marriage for women, and the changes in levels of female literacy will also change the dynamics of family formation. India has experienced consistent improvement in levels of female literacy; therefore, this study examined the association of women's education with the changes in their demographic behaviour in the Indian context. The central idea of the paper is to examine the differences in age at marriage and first birth, choice of marriage partner and the number of children ever born based on educational attainment of women. In addition, the study examined incongruence in years of schooling and discontinuation from school, for children based on education of the mother. The study utilized data from the third round of District Level Household and Facility Survey. The sample constituted 344,164 ever-married women aged 35 years and above with surviving children aged 5–20 years. The results imply that women with higher education are more likely to marry late and have fewer children compared with less educated women. Accordingly, increase in education of women also increases the probability of marrying men with better education than themselves. The study further observed that education of wife has a greater association with the number of children ever born than the education of husband. At the same time, incongruence in years of schooling and drop-out from school are both high for children of uneducated women. The study also found that the children from urban areas are more likely to drop out than their rural counterparts. In addition to education of the mother, number and composition of children in the family and economic condition of the household are some other factors that influence the educational attainment of children.

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HECS-HELP loans have become unfair for women but there is a way to fix this

female education research paper

Honorary Senior Fellow, Centre for the Study of Higher Education, The University of Melbourne

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Mark Warburton is a member of the Australian Labor Party.

University of Melbourne provides funding as a founding partner of The Conversation AU.

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The federal government is currently contemplating the biggest overhaul of higher education in a generation. A discussion paper for the Universities Accord, released last week, is asking for suggestions about “what the system should look like in 30 years’ time”.

One issue crying out for more attention as part of the accord process is student loans. My new paper looks at how unfair student loans – the largest of which are HECS-HELP loans – have become for women. And how for some, repayment arrangements are unreasonable.

Read more: The Universities Accord will plan for the next 30 years: what big issues must it address?

What are student loans?

HECS was introduced in 1989 to fund the expansion of higher education in a fair and equitable way. Students who benefited from their education by earning average or higher incomes were expected to contribute to the cost, primarily by making repayments after finishing their studies.

Since then full fee-paying courses, along with student loans to pay these fees, have been introduced. There are also loans for some vocational education and training courses and to help students with other living and study costs.

For courses with government subsidies, the expected contribution has increased from around 20% to 48% of costs. The federal government now lends A$7.5 billion to tertiary students each year, with over $6.5 billion going to higher education institutions. In 2021-22, the government recouped more than $5 billion in repayments.

Interior of Melbourne School of Design at Melbourne University, a woman sits on a bench with a laptop

Since HECS was introduced, there has never been a thorough evaluation of Australia’s student loan schemes to see how well they are meeting the objective of providing revenue for tertiary education in a fair and equitable way.

My paper shows the growth in higher education over the last three decades, combined with the expansion of student loan schemes and the tightening of repayment arrangements, has resulted in a system that produces negative impacts.

The arrangements are contributing to women’s economic disadvantage and are inequitable.

A huge growth in Australians going to uni

When HECS came in, only 12% of Australians aged 25–34 years had a bachelor degree or higher. By 2021, this figure had grown to 39%. A further 32% had vocational qualifications. This means wage levels for university graduates today are more typical of the general workforce than they were in 1989.

Women are now more likely to obtain a higher education qualification than a vocational qualification. Many occupations traditionally held by women have moved to require professional education and training in the higher education sector, including nursing and other caring professions.

Men’s education and training is more evenly distributed between the higher education and vocational education systems (which includes TAFEs). And men earn more, regardless of the sector from which they get their qualification.

The 2021 Census shows 54% of men aged 25–40 years with a Certificate III to advanced diploma have an income of $65,000 or more. Only 51% of women aged 25–40 years with a bachelor degree or above have an income above this level.

Read more: University fees are poised to change – a new system needs to consider how much courses cost and what graduates can earn

A huge growth in uni fees

At the same time, it costs a lot more to study at university. Students now finish their degrees with average debts between $50,000 and $60,000.

Former students are taking around 12 years to repay their debts and repayment times are trending upward.

This means former students are repaying debts well into their 30s. By this time, many are having children and trying to buy a house. It is no longer reasonable to think student loans can be repaid before these major life events occur.

Women and debt

Many female-dominated occupations like teaching and nursing employ large numbers of people. Some have high salaries, but a substantial proportion are on modest incomes – particularly women working part-time and balancing family responsibilities. This means many women in these fields end up taking a long time to repay their HECS-HELP debt, or do not pay it at all.

In 2019–20, the greatest amounts of student loan repayments were from female registered nurses ($168 million), followed by female infant and primary school teachers ($130 million).

While there is a large level of debt held by people in these occupations, this is not the case for the many occupations traditionally held by men which require vocational training with comparable levels of income.

In 2019–20, the average taxable incomes of electricians, machinists, and air conditioning and refrigeration mechanics were all over $80,000. This compares to the average taxable incomes of child carers, nurses and primary school teachers which ranged from $38,000 to $70,000. Secondary teachers had average taxable incomes of $78,000.

Women and repayment thresholds

People only begin repaying their student loan debt once they earn more than a certain amount of income .

From 2019–20, the first threshold was lowered and repayment rates were changed. This required those with incomes between around $46,000 and $60,000 to make repayments.

The changes had most impact on women. Just under two thirds of those who now had to make a repayment were women (239,000 of 371,000 in 2019–20). Women then paid more than two thirds of the additional revenue from the threshold reduction ($288 million of $429 million in 2019–20).

The new HELP repayment arrangements also reduce the incentive to work and can create poverty traps for some families. For example, for incomes between $48,000 and $100,000, a single parent with two children will lose on average 70 cents of every extra earned dollar due to reduced family benefits and increased tax, medicare and student loan payments.

In these cases, the HELP repayment arrangements are punitive and undesirable. They are more likely to adversely affect women as they do more caring within families.

Profile of a nurse, wearing a face visor.

These problems can be fixed

The option of reducing student contributions and increasing government subsidies is not likely to occur in the current economic environment. Making tertiary education free or extra cheap for some people makes it more expensive and less equitable for others. This is because the overall objective is to raise revenue to fund the tertiary education system, including universities and vocational education and training.

Instead, the government should make sure that everyone who benefits significantly from the system is a potential contributor and that repayment arrangements are designed to take people’s different circumstances into account.

Repayment arrangements should complement other social programs and taxation arrangements. It doesn’t make much sense for the government to be providing a low income family with income support while at the same time asserting that one of the adults in that family is so well off, they should be paying for their past education.

HECS-HELP repayments are currently calculated as a percentage of a person’s total income, with 18 different thresholds and repayment rates. A single rate of repayment applied to income above a threshold would be simpler and more rational than current arrangements.

It would allow the threshold to be varied according to a person’s family circumstances, ensuring former students only make repayments when they really have the capacity to do so.

Read more: 'Why would you go to uni?' A new study looks at what young Australians do after school

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  6. National Girl Child day #paaramacademy # shorts #girl child importance # girl child power


  1. Twenty years of gender equality research: A scoping review based ...

    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 ...

  2. Girls' education

    GirlForce: Skills, Education and Training for Girls Now This report discusses persistent barriers girls face in the transition from education to the workforce, and how gender gaps in employment outcomes persist despite girls' gains in education. UNICEF Gender Action Plan (2022-2025)

  3. PDF Factors Affecting Female Students' Academic Achievement in High School

    American Research Journal of Humanities and Social Sciences Original Article ISSN 2378-7031 Volume 1, Issue 4, 2015 ... Female education is recognizing as one of the critical path way to promote social and economic development as well as a means to enhance women′s in development efforts effectively and meaningfully. Evidence in Ethiopia indicate

  4. The pandemic and the female academic

    Overall, the COVID-19 experience is changing the way research is done, especially in some sectors: the new mechanisms of accelerated peer review, the increased quantity and speed of available data ...


    This paper aim to create the awareness among the women " s about different empowerment and identifying the impact of education in women overall empowerment in Madurai district. Totally 455...

  6. Journal of Women and Gender in Higher Education

    Journal of Women and Gender in Higher Education is an international, peer-reviewed journal publishing high-quality, original research. Please see the journal's Aims & Scope for information about its focus and peer-review policy. Please note that this journal only publishes manuscripts in English.

  7. (PDF) A study on problems and challenges faced by girl students in

    Sep 1986 Laura. Huston-Hoburg Carney Strange View Show abstract Life Themes and Motivations of Re-Entry Students Article May 1990 David Bauer Dean Mott View Show abstract A Causal Analysis to...

  8. PDF Women Education in India: An Analysis

    paper is an effort to capture the emerging picture with respect to women's education in India. Keywords: Women education, empowerment, opportunities. Introduction Women play a very important role in the progress of a family, society and country. In order to make democracy successful in the country women education is necessary together with ...

  9. Research Paper: Women in Education

    Women's Opportunities in Education and the Workplace: A Brief History TOPIC: Research Paper on Women in Education Assignment Throughout the history of western civilization, women were usually considered subordinate to men. They were often treated as chattel and had few rights.

  10. A review of literature on women's leadership in higher education in

    The purpose of this paper is to provide a review of the literature on women's leadership in higher education in the last 20 years. This literature review employed a systematic review of 64 articles published worldwide with 28 articles specifically published in Australia, Canada, New Zealand, the United Kingdom, the United States and Vietnam.

  11. Female Education Essay Examples

    Research Paper on Gender Inequality in the Workforce in India. Abstract India demonstrates significant economy growth that contrary to universal norms results in lower female labor force participation. The issue is a deep-rooted problem, which is aggravated by a wide range of factors, the major of which are social norms and insufficient level ...

  12. (PDF) Paper on women education

    Paper on women education anne syomwene Abstract This paper is a discussion of the relationship between women education and sustainable economic development in Kenya and its implications for curriculum development and implementation processes.

  13. Female Education in Afghanistan: Opportunities and Challenges

    Female education in Afghanistan has witnessed a number of ups and downs throughout the history of Afghanistan. In the history of Afghanistan, the people who suffered the most in the part of education were female. ... This study is based on the collection of data available in different research papers, educational articles, reports and numerous ...

  14. PDF Girls' education: towards a better future for all

    Women have a weak position in society 10 Conflict hurts girls most 11 Tackling social exclusion 11 3. Tackling girls' education on the ground 12 Political leadership and empowerment of women matter 12 Making girls' education affordable 15 Making schools work for all girls 17 Charities, religious and other voluntary organisations are good ...

  15. Women Education Essay Examples

    Pages: 2 Words: 743 Topics: Women Education Women and Education Women that are educated can be prepared for any situation in life, from their duties in their family, their role in society to their labor as a professional. Our society segrate women in order to don't let them get educated and keep them at home.

  16. Women & Education

    WOMEN EMPOWERMENT THROUGH EDUCATION Joshi Laxmi shree mishra WOMEN EMPOWERMENT is a global issue and discussion on women political right are at the fore front of many formal and informal campaigns world The concept of women empowerment was introduced at the international women conference at NAROIBI in Education is milestone of women empowerment because it … Continue reading "Women & Education"

  17. PDF Women's Education in India

    Sierra Tan's Research Paper #3 4 Over the past decades, great progress has been made in promoting women's education; the gap between male and female literacy rates declined from 26.62% to 21.69% between 1981

  18. Female Education and Its Association With Changes in Socio-demographic

    Accordingly, increase in education of women also increases the probability of marrying men with better education than themselves. The study further observed that education of wife has a greater association with the number of children ever born than the education of husband. ... In Analytical Studies Branch Research Paper Series, Statistics ...

  19. Dalit Women's Education in Modern India

    Dalit Women's Education in Modern India is a social and cultural history that challenges the triumphant narrative of modern secular education to analyse the constellation of social, economic, political and historical circumstances that both opened and closed opportunities to many Dalits.

  20. Women in Educational Administration within Developing Countries

    Purpose: This paper seeks to set the stage for the exploration of female leadership in educational systems within developing countries by reviewing the current research on women in educational administration within developing countries and suggesting future directions for further research on this subject in non-western countries. Design/methodology/approach: The paper is based partially on a ...

  21. An Analysis of Citizenship and Democracy Education Text Book in the

    This is a descriptive study using both qualitative and quantitative research models. The study group consisted of a total of 160 students in 8th grade from four primary education schools from the lower, middle, and upper socio-economic levels (SEL) (three public schools, and one private school) in inner-city Ankara, Turkey.

  22. PDF Gender gaps and Women's Empowerment in India -Issues and ...

    Forty-one percent of women and 18% of men age 15-49 have never been to school. Educational attainment remains very low: even among the 20-29 age group, only 27% of women and 39% of men have 10 or more years of education. Health Sector: Discrimination against women in India starts early and is evident in the skewed sex ratio of 943

  23. HECS-HELP loans have become unfair for women but there is a way to fix this

    From 2019-20, the first threshold was lowered and repayment rates were changed. This required those with incomes between around $46,000 and $60,000 to make repayments. The changes had most ...