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The article first examines whether police hiring decisions represent a zero-sum game where hires from one under-represented group (e.g. White women) reduce the number of hires made from other under-represented groups (non-White men and/or non-White women). Second, we explore whether agencies that hire more members of underrepresented groups achieve more diverse applicant pools in future hiring cycles. Negative binomial regression techniques are used in both analyses.

Data for this study come from the Commission on Accreditation for Law Enforcement Agencies (CALEAs) from 2011 to 2016. These data are divided into two periods: Period A (2011–2013) and Period B (2014–2016). The two periods are combined to assess a zero-sum effect. Then, Period A data on hiring decisions is used to estimate the diversity in applicant pools in Period B.

Results from this study provided little evidence of a zero-sum effect. It does not seem that agencies that hire from one under-represented group are less likely to hire from others. Instead, agencies that have shown a commitment to diversification are more likely to make additional hires from under-represented groups. We also found evidence of a relationship between Period A hires and Period B applicant pools for Hispanic women, but not for other groups. Broadly, we found that agencies where a larger share of officers are women were more likely to hire more women applicants.

Previous research examining zero-sum effects in hiring rely on officer rosters rather than specific applicant and hiring data. The data used in this study allows for a more precise examination of hiring decisions, and allows us to link hiring decisions to future applicant pool composition.

This paper aims to inform strategies to enhance public procurement opportunities for women-owned small- and medium-sized enterprises (SMEs). To do so, the study examines two research questions: To what extent are women-owned enterprises under-represented among SME suppliers to government; and Do barriers to public procurement – as perceived by SME owners – differ across gender?

The study draws on the resource-based view (RBV) of the firm and on theories of role congruity and social feminism to develop the study’s hypotheses. Empirical analyses rely on comparisons of a sample of 1,021 SMEs that had been suppliers to government and 9,376 employer firms that had not been suppliers to government. Data were collected by Statistics Canada and are nationally representative. Logistic regression analysis was used to control for systemic firm and owner differences.

Controlling firm and owner attributes, majority women-owned businesses were underrepresented as SME suppliers to government in some, but not all sectors. Women-owned SMEs in Wholesale and Retail and in Other Services were, ceteris paribus, half as likely as to be government suppliers as counterpart SMEs owned by men. Among Goods Producers and for Professional, Scientific and Technical Services SMEs, there were no significant gender differences in the propensity to supply the federal government. “Complexity of the contracting process” and “difficulty finding contract opportunities” were the obstacles to contracting cited most frequently.

The limitations of using secondary analyses of data are well documented and apply here. The findings reflect only the perspectives of “successful bidders” and do not capture SMEs that submitted bids but were not successful. Furthermore, the survey did not include questions about sub-contractor enterprises, data that would likely provide even more insights about SMEs in government supply chains. Accordingly, the study could not address sub-contracting strategies to increase the number of women-owned businesses on government contracts. Statistics Canada’s privacy protocols also limited the extent to which the research team could examine sub-groups of small business owners, such as visible minorities and Indigenous/Aboriginal persons. It is also notable that much of the SME literature, as well as this study, define gender as a dichotomous (women/female, men/male) attribute. Comparing women/female and men/males implicitly assumes within group homogeneity. Future research should use a more inclusive definition of gender. Research is also required to inform about the obstacles to government procurement among the population of SMEs that were unsuccessful in their bids.

The study provides benchmarks on, and directions to, enhance the participation of women-owned SMEs or enterprises in public procurement. Strategies to support women-owned small businesses that comply with United Nations Sustainable Development Goals are advanced.

The study offers insights to reconcile economic efficiency and social (gender equity) policy goals in the context of public procurement. The “policy-practice divides” in public procurement and women’s enterprise policies are discussed.

The study is among the first to use a feminist lens to examine the associations between gender of SME ownership and public procurement, while controlling for other salient owner and firm attributes.

This study investigated how behavioral and emotional forms of engagement are associated with faculty support and student-faculty interactions among engineering students.

Quantitative research methods were used to analyze survey data from 781 undergraduates in seven large undergraduate engineering courses. Linear hierarchical regression models were used to evaluate the relationships between demographics (gender, race/ethnicity, family education, US status and transfer status) and student engagement and between faculty behaviors and engagement.

Faculty support was consistently, significantly and positively linked to all forms of student engagement, while student-faculty interactions were significantly and positively linked to effort and positive emotional engagement and negatively linked to attention and (an absence of) negative emotional engagement. Gender, race/ethnicity, international student status and transfer status significantly predicted at least one form of engagement.

Although this was a single institution study and cross-sectional, the findings suggest that faculty support and student-faculty interactions, while important for engagement, have different effects on different types of students. Faculty and teacher professional development efforts should raise awareness of these differences in order to enhance diversity and inclusion in engineering courses and curricula at all levels.

The analysis of behavioral and emotional forms of engagement represents more of a motivational lens on engagement in contrast to the traditional focus on time-on-task or time spent in fruitful educational practices, as is the norm with much of the engagement literature in higher education.

This study aims to explore the implementation of artificial intelligence (AI) in archival practice by presenting the thoughts and opinions of working archival practitioners. It contributes to the extant literature with a fresh perspective, expanding the discussion on AI adoption by investigating how it influences the perceptions of digital archival expertise.

In this study a two-phase data collection consisting of four online focus groups was held to gather the opinions of international archives and digital preservation professionals (n = 16), that participated on a volunteer basis. The qualitative analysis of the transcripts was performed using template analysis, a style of thematic analysis.

Four main themes were identified: fitting AI into day to day practice; the responsible use of (AI) technology; managing expectations (about AI adoption) and bias associated with the use of AI. The analysis suggests that AI adoption combined with hindsight about digitisation as a disruptive technology might provide archival practitioners with a framework for re-defining, advocating and outlining digital archival expertise.

The volunteer basis of this study meant that the sample was not representative or generalisable.

Although the results of this research are not generalisable, they shed light on the challenges prospected by the implementation of AI in the archives and for the digital curation professionals dealing with this change. The evolution of the characterisation of digital archival expertise is a topic reserved for future research.

Theoretically, the quality of representation is likely to be enhanced when more societal segments are included in formal political structures. An interesting question, however, is whether a similar correlation holds empirically outside established Western democracies. In the 2015 Egyptian parliament, women representation achieved an all-time high of 14.9% of total seats – nearly four times the historical Egyptian average. It is asked whether female legislators riding this unprecedent tide were different from their male colleagues in terms of their socio-economic backgrounds. But more importantly, the authors examine whether this increased representation led to any change in inclusion of more women’s issues in the legislative agenda, and how traditional topics are debated.

The authors conducted a content analysis of selected parliamentary scripts – generating on an original data set – to trace the topics and interventions raised by female MPs. The authors draw on the extensive literature on women’s representation, giving special attention to the structure versus agency dichotomy in this quest.

The authors conclude that female MPs were as active in parliamentary debates as to their male colleagues. Moreover, women did stress women issues more than men. The results indicate that the inclusion of traditionally under-represented groups does affect parliamentary agendas.

The authors conducted a content analysis of selected parliamentary scripts – generating on an original data set – to trace the topics and interventions raised by female MPs based on a case study of the 2015 Egyptian parliament.

Many organisations monitor statistics on the background of job applicants to inform diversity management, a practice known as equality monitoring (EM). The study examines perceptions of EM and employers that use it. Additionally, it aims to assess potentially salient group differences in attitudes towards EM, focussing on perceived history of employment discrimination, ethnicity, sex, and a comparison between the UK and Sweden – two countries which differ extensively in EM prevalence.

A cross-sectional self-report survey assessed attitudes toward EM, attraction to employers using it, pro-equality and diversity attitudes, perceived history of employment discrimination and background characteristics (e.g. ethnicity and sex), and compared a UK and Sweden sample (N = 925).

The results reveal positive perceptions of EM overall. Although no differences were observed between UK ethnic majority and minority respondents, White British men rate employers using EM as less attractive with increasing levels of perceived past discrimination. Women have more positive perceptions than men. Finally, the UK sample rated EM more positively than the Sweden sample.

Despite EM being widespread, the study is the first to investigate detailed perceptions of it, making group and country comparisons. Results support the use of EM in HRM but highlight the need for clear communication to avoid confusion with positive discrimination, which is perceived negatively in some majority group members, and to allay fears of data misuse. Recommendations are made for future implementation.

Belonging to the financial technologies’ companies, equity-based crowdfunding platforms offer investors the opportunity to become shareholders through the purchase of small equity stakes of new innovative ventures. This paper aims to investigate gender-related differences in the behaviour of investors in firms seeking equity financing in Latin America.

Using a unique database, with combined information from different equity crowdfunding platforms in Brazil, Chile and Mexico, the authors study the population of 492 projects between 2013 and 2017. To analyse the relationship between investors’ gender-related differences and equity crowdfunding investment, this paper applies Poisson regression.

Results suggest that the probability that an investor finances a firm is based on gender bias. Investors prefer firms led by entrepreneurs that are similar to them in terms of gender. Furthermore, the authors find evidence that both female and male investors are risk-averse and are more likely to invest in the equity of firms that are older and offer a higher percentage of equity. However, female investors are associated with firms that are on average older and offer 0.02% more equity.

These findings have implications for crowdfunding platforms managers when selecting their target companies and policymakers when defining political actions to promote greater use of equity crowdfunding among female entrepreneurs and decrease barriers hindering women’s access to investment.

Unique in its proposition and data usage, this study sheds light on the relationship between investors and entrepreneurs in the Latin American equity crowdfunding market.

This paper aims to explore experiences of poverty in the enterprise amongst people with a disability or long-term health challenges. This paper departs somewhat from established wisdom about economic or financial drivers of enterprise by exploring why a disabled individual would start and continue to operate in a business where that business is providing income-poverty. In so doing, it subscribes to the idea that the enterprise involves reflexive engagement of an agent in context where value(s) of the enterprise other than financial may be prioritised.

The research draws from a larger qualitative study of self-employment and poverty in which half the sample (21 individuals) identified as experiencing disability or poor health. Semi-structured interviews were conducted these participants and a thematic analysis with specific reference to Theory of Venturing, which proposes that the value of enterprise is reflexively and idiosyncratically understood and morphogenetic, was used to explore itinerant issues, experiences and challenges.

In line with the theory, findings include that disability and poor health are observed to be both prompters and shapers of an enterprise and that the value of enterprise is not always primarily associated with financial wealth for the participants in the sample. Flexibility and autonomy are attractive features of self-employment for some in the face of an inflexible and sometimes hostile labour market.

This paper demonstrates that engaging in enterprise is motivated by an agent's reflexive evaluation of value(s) and how that enables them to navigate their structural condition(s); this contribution enhances theoretical approaches to enterprise and business creation by illuminating some of its diversity. This paper also contributes some much needed data about a group who are under-represented in the enterprise literature despite being over-represented in practice. There are implications and recommendations for policy and practice in the exposure and analysis of the issues emerging.