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Develop a comprehensive framework for assessing the knowledge organization systems (KOSs), including the taxonomy of Wikipedia and the ontologies of Wikidata, with a specific focus on enhancing management and retrieval with a gender nonbinary perspective.

This study employs heuristic and inspection methods to assess Wikipedia’s KOS, ensuring compliance with international standards. It evaluates the efficiency of retrieving non-masculine gender-related articles using the Catalan Wikipedian category scheme, identifying limitations. Additionally, a novel assessment of Wikidata ontologies examines their structure and coverage of gender-related properties, comparing them to Wikipedia’s taxonomy for advantages and enhancements.

This study evaluates Wikipedia’s taxonomy and Wikidata’s ontologies, establishing evaluation criteria for gender-based categorization and exploring their structural effectiveness. The evaluation process suggests that Wikidata ontologies may offer a viable solution to address Wikipedia’s categorization challenges.

The assessment of Wikipedia categories (taxonomy) based on KOS standards leads to the conclusion that there is ample room for improvement, not only in matters concerning gender identity but also in the overall KOS to enhance search and retrieval for users. These findings bear relevance for the design of tools to support information retrieval on knowledge-rich websites, as they assist users in exploring topics and concepts.

This study investigates whether the underrepresentation of women in executive-level roles within the supply chain management (SCM) field is justified or the result of gender injustices. The analysis examines if there is a gender compensation gap within executive-level SCM roles and whether performance differences or other observable factors explain disparities.

Publicly reported executive compensation and financial data are merged to empirically test if gender differences exist and investigate whether the underrepresentation of women in executive-level SCM roles is unjust.

Women occupy only 6.29% of the positions in the sample of 447 SCM executives. Unlike prior studies, we find that women executives receive higher compensation. The analysis does not identify observable factors explaining the limited inclusion of women in top-level roles, suggesting that gender injustices are prevalent in SCM.

This study only considers observable factors and cannot conclusively determine if discrimination is occurring. The low level of inclusion of women in executive roles suggests that gender injustice is intrinsic within the SCM profession. These findings will hopefully motivate firms to undertake transformative actions that result in outcomes that advance gender equity, ultimately leading to social justice for female SCM executives.

The use of social justice and feminist theories, a focus on SCM roles, and an empirical methodology utilizing objective measures represents a novel approach to investigating gender discrimination in SCM organizations, complementing prior survey-based studies.

This study explores the opportunities for a gender-inclusive architecture, engineering and construction (AEC) industry, focussing on the gap between architectural education and practice. This study focusses on three research questions: (1) What factors influence women architects' career retention and advancement in the AEC industry? How can practice outcomes be linked with educational approaches for gender inclusion in the AEC industry? (3) What critical factors can enable structural changes in architecture education, including AEC-related subjects and practice/career pathways towards gender equity?

This paper is based on a systematic literature review (SLR). The established timeframe for selecting papers in this study considered the last 20 years, as various seminal studies in feminism and gender inclusion in architecture emerged in the early 2000s through the definition of keywords used in two prestigious databases. The academic articles selected were filtered through a process of inclusion and exclusion, following criteria for suitability and relevance using a Preferred Reporting Items for Systematic Reviews (PRISMA) diagram.

This study revealed key trends in the literature review consistent with the research questions, including (1) the disproportionate struggles women face at individual, interpersonal and organisational levels and the gender-based bias from entry and progression in the AEC industry that also requires multi-level interventions; (2) traditional architecture education affects female students and educators who find networking, social capital and leadership opportunities to challenge gender-based stereotypes and promote workplace equity, and finally, (3) observe enablers for fostering equity in architecture and education, which should not be limited to policy-driven interventions but structural transformations through transparency, mentorship, leadership, awareness raising and empowerment of women and men, promoting inclusivity and gender equity in the AEC industry.

This study considers a global understanding of gender equity in the AEC industry, regional and country-specific analysis needs to be considered in future studies. The study's focus is on women’s inclusion, acknowledging the limitations of conventional binary gender concepts; future studies need to include the experiences of LGBTI + communities and other underrepresented groups. The literature review considers only academic articles; future research should also consider industry reports, government initiatives and organisational documents for a broader understanding of diversity efforts in business.

This paper observes the issues for gender-inclusive architecture within the context of a male-dominant AEC industry through linking architectural education and practice. Studies rarely focus on this link and address workplace issues. This study highlights this link and extends the discussion through the critical literature review, providing a new ground for geographic-specific or intersectional studies.

Although women have advanced in the economic sphere, the gender pay gap (GPG) remains a persisting problem for gender equality. Using Acker's theory of gendered organisations, this study strives to gain a better understanding from a macro and micro approach, how family and work-related policies, especially family-friendly measures (FFMs), and their uptake, contribute and maintain the GPG in Malta and specifically within the Financial and Insurance sector.

Two research instruments were used. National policy documents were analysed through the gender lens, followed by structured interviews with HR managerial participants within this sector.

Findings suggest that at a macro level, family and work-related policies could be divided into two broad categories: A set of family-friendly policies that contribute to the GPG because of their gendered nature, or because the uptake is mostly taken by women. These include make-work pay policies, which initially appear to be gender neutral, but which attracted lower educated inactive women to the Maltese labour market at low pay, contributing to an increase in the GPG. Second, a set of policies that take on a gender-neutral approach and help reduce the GPG. These include policies like the free childcare and after school care scheme that allow mothers to have a better adherence to the labour market. At the micro level within organisations, pay discrepancies between women and men were largely negated and awareness about the issue was low. Here, “ideal worker” values based on masculine norms seemed to lead to covert biases towards mothers who shoulder heavier care responsibilities in the families and make a bigger use of FFMs. Because men are better able to conform to these gendered values and norms, the GPG persists through vertical segregation and glass ceilings, among others.

Since not all the companies in the Eurostat NACE code list participated in this research, results could not be generalised but were indicative to future large-scale studies..

At the macro and policy level, some FFMs take on a clear gendered approach. For example, the disparity in length between maternity (18 weeks) and paternity leave (1 day) reinforces gender roles and stereotypes, which contribute to the GPG in the long run. While some FFMs like parental leave, career breaks, urgent family leave, telework, flexible and reduced hours seem to take on a more gender-neutral approach, the uptake of FFMs (except childcare) seems to generate discriminatory behaviour that may affect the GPG. When considering the make-work pay policies such as the “in-work benefit” and the “tapering of benefits”, this study showed that these policies attracted lower educated and low-skilled women into the labour market, which in turn may have further contributed to the increasing GPGs. On the other hand, the childcare and after school policies relieve working mothers from caregiving duties, minimising career interruptions, discriminatory behaviour and overall GPGs.

This study confirmed that organisations within the Financial and Insurance sector are gendered and give value to full-time commitment and long working hours, especially in managerial roles. Managerial positions remain associated with men because mothers tend to make more use of FFMs such as parental leave, reduced, flexible hours and teleworking. Mothers are indirectly penalised for doing so, because in gendered organisations, the uptake of FFMs conflict with the demands of work and ideal worker values (Acker, 1990). This maintains the vertical segregation and widens the GPG within the Financial and Insurance sector.

By using the gender lens and taking a wider and more holistic approach from the macro and micro level, this study highlights how interlinking factors lead to and sustain the GPG in the Financial and Insurance sector in Malta.

This paper seeks to systematically review and synthesise existing research knowledge on African women entrepreneurship to identify gaps for future studies.

The paper conducted a systematic literature review of published studies from 1990 to 2020 on women entrepreneurship in Africa using a 5M gender aware framework of Brush et al. (2009).

The systematic literature review of published studies found the fragmentation, descriptive and prescriptive orientation of studies on Africa women entrepreneurship and devoid of theoretical focus. Further, women entrepreneurship studies tended to be underpinned from various disciplines, less from the entrepreneurship lens, mostly quantitative, and at its infancy stage of development. With a primary focus on development, enterprise performance and livelihood, studies rarely attended to issues of motherhood and the nuanced understanding of women entrepreneurship’s embeddedness in family and institutional contexts of Africa.

The paper questions the view that women entrepreneurship is a “panacea” and unravels how family context, customary practices, poverty and, rural-urban and formal/informal divide, significantly shape and interact with African women entrepreneurs’ enterprising experience and firm performance.

The findings and analyses indicate that any initiatives to support women empowerment via entrepreneurship should consider the socially constructed nature of women entrepreneurship and the subtle interplay of the African institutional contexts’ intricacies, spatial and locational differences which significantly influence women entrepreneurs’ choices, motivations and goals for enterprising.

The paper contributes to a holistic understanding of women entrepreneurship in Africa by using a 5M framework to review the research knowledge. In addition, the paper not only identifies unexplored/or less examined issues but also questions the taken-for-granted assumptions of existing knowledge and suggest adoption of context- and gender-sensitive theories and methods.

This paper examines gender diversity in the Australian valuation industry from the perspective of valuers in senior management and leadership roles and discusses gender diversity policies and practices in their organisations. Then, it explores the initiatives that can be implemented to improve gender diversity in the Australian valuation industry.

A focus group discussion was conducted with valuers in senior management and leadership roles from selected large valuation firms and government valuation agencies in Melbourne, Australia. Data collected through the focus group discussion was combined with secondary data sourced from journals, online articles and archival materials.

The findings reveal that whilst gender diversity in the Australian valuation industry has improved over the years, females remain underrepresented. Nonetheless, whilst some valuation companies have recognised the need to address the underrepresentation of women and introduced specific gender-focussed human resource policies and practices, these initiatives are not streamlined and implemented across the industry.

The study highlights the need for closer collaboration between key stakeholders such as universities, professional associations, valuation companies and government agencies in devising strategies to attract female talents into the valuation industry.

The paper is the first empirical study to assess gender diversity in the Australian valuation industry from the perspective of valuers in management and leadership roles. The proposed policies can inform future initiatives to improve gender diversity in the valuation industry.

In Brazil, over 4.7 million women enrolled in university in the year 2017. However, Brazilian women have been consistently overrepresented in humanities and care majors and underrepresented in science, technology, engineering and mathematics (STEM). Given that observed gender differences in math-intensive fields have lasting effects on gender inequality in the labor market, and that observed gender variations do not necessarily associate with differences in innate ability, in this paper we explore the paths of societal gender bias and gender differences in a Brazilian university.

We conduct a social experiment at a University in Southeastern Brazil, applying the gender-STEM Implicit Association Test.

We found that women in STEM are less likely to show gender-STEM implicit stereotypes, compared to women in humanities. The results indicate a negative correlation between implicit gender stereotyping and the choice of math-intensive majors by women.

The stereotype-congruent results are indicative of the gender bias in Brazilian society, and suggest that stereotypes created at early stages in life are directly related to future outcomes that reinforce gender disparities in Brazil, which can be observed in career choices.

The PRCA December 2020 census tells us that, in the United Kingdom, the public relations (PR) industry continues to be predominantly female, with 68% of respondents ticking that box. It also highlights a ‘gender pay gap’ of 21%, an increase of 7% from March 2020 and states that ‘this can be explained by the fact that the respondents … are largely in senior roles which tend to be more male dominated’ (PRCA, 2020), thus demonstrating a leadership gap as well as a pay one. Both of the leading PR professional membership bodies in the United Kingdom – the PRCA and CIPR – acknowledge the gender pay and leadership gaps, made starker in an industry dominated by women, and have committed to tackle the disparity.

In this chapter, I build on Liz Yeomans' (2020) work, in which she suggests ‘new avenues for researching neoliberalism and postfeminism in PR’ (p. 44) to examine the ‘apparently progressive moves’ (Yeomans', 2020) by women's networking organisations. I analyse website texts from two women-only PR networking organisations – Women in PR and Global Women in PR – to explore the ways in which they construct their function, purpose and role, and to examine their position vis-à-vis the contemporary postfeminist media culture (Gill, 2007). The research takes a feminist, discourse analytic approach and sheds light on the reality of women in PR as constructed by organisations whose stated goal is to: ‘improve equality and diversity across the industry by increasing the number and diversity of women in leadership roles’ (Women in PR, 2022).

The main purpose of the study is to investigate the impact of gender diversity both at the board and workforce level on firm performance (FP) in the Indian context.

This study is based on annual data of 200 companies listed on Bombay Stock Exchange (BSE) for the period 2012–2019. The authors have used the fixed-effects (FE) regression and system generalized method of moments to estimate the impact of board gender diversity and workforce gender diversity (WGD) on FP. The authors have used Blau's Index (BI) and Shannon's Index (SI) to measure gender diversity. Further, the authors have used return on assets and Tobin's Q (TBQ) to measure FP.

The authors' panel regression results suggest that board gender diversity and WGD have a positive and statistically significant impact on FP. The authors' findings are robust across different methods of estimation and alternative measures of FP.

This paper examines the impact of gender diversity both at the board and workforce level on FP of 200 companies listed on BSE. The authors' study contributes to the literature that is sparse in the Indian context and provides new insights on the impact of board and WGD on FP. The findings have useful policy implications. To achieve better performance, it is imperative to appreciate gender diversity at the governance and workforce level in a fast-growing economy like India.

This study explores the various obstacles that female instructors and students confront in tourism education.

Utilizing qualitative research approaches and a thorough literature assessment, this study investigates women’s complex challenges in the academic and educational domains. The study examines the particular difficulties faced by female professors, such as work-life balance concerns, gender bias and limited opportunities for career advancement. Furthermore, the study also analyses the challenges that female students confront, including the threat of stereotypes, sexual harassment during internships and restricted access to networking and mentorship possibilities.

Findings illustrate that both female tourism academics and students face gender discrimination in academia and in the sector.

The findings may contribute valuable insights for policymakers, educators and stakeholders, emphasizing the need for targeted interventions and inclusive policies to create supportive environments for female lecturers and students in these departments.

This is the first study done in North Cyprus, which specifically analyzes gender inequality in tourism education. It is valuable as it emphasizes the significance of advancing gender equality in tourism and hospitality education.