This book is about Addressing Gender Bias in Science & Technology.

In this article, I describe how gender bias can affect the design, testing, clinical trials, regulatory approval, and clinical use of implantable devices. I argue that bad outcomes experienced by women patients are a cumulative consequence of small biases and inattention at various points of the design, testing, and regulatory process. However, specific instances of inattention and bias can be difficult to identify, and risks are difficult to predict. This means that even if systematic gender (...) class='Hi'>bias in implant design is an ethical issue, it is one with no clearly blameworthy player. From a practical perspective, there is no single obvious point at which to intervene. Philosophers working in other areas have explored structurally similar moral problems—sometimes referred to as “moral aggregation problems”—such as the type of environmental harm caused by small actions of many players. I describe key features of these type of problems and strategies to address them. I then draw on these to suggest an approach to gender bias in medical implant design and use. (shrink)

Discussions in social psychology overlook an important way in which biases can be encoded in conceptual representations. Most accounts of implicit bias focus on ‘mere associations’ between features and representations of social groups. While some have argued that some implicit biases must have a richer conceptual structure, they have said little about what this richer structure might be. To address this lacuna, we build on research in philosophy and cognitive science demonstrating that concepts represent dependency relations between features. These (...) relations, in turn, determine the centrality of a feature f for a concept C: roughly, the more features of C depend on f, the more central f is for C. In this paper, we argue that the dependency networks that link features can encode significant biases. To support this claim, we present a series of studies that show how a particular brilliance-gender bias is encoded in the dependency networks which are part of the concepts of female and male academics. We also argue that biases which are encoded in dependency networks have unique implications for social cognition. (shrink)

Women’s underrepresentation in science, technology, engineering, and mathematics (STEM) is related to the hierarchical social structure of gender relations in these fields. However, interventions to increase women’s participation have focused primarily on women’s interests rather than on STEM managers’ hiring practices. In this research, we examine STEM hiring practices, explore the implicit bias in criteria used by STEM managers, and suggest possible corrective solutions. Using an experimental design with 213 men and women STEM managers, we show that when (...) evaluating a female candidate, women and men STEM managers apply differential selection criteria, with men demonstrating implicit in-group gender favoritism in their hiring decisions. Specifically, the ability to work long hours was a more important criterion for male managers when evaluating a female candidate, forming an implicit gender bias, whereas female managers gave greater importance to problem-solving ability, a more gender-equal criterion. Adding a personal note to the curriculum vitae stating that the candidate had hired a full-time nanny was useful in decreasing the importance of the ability to work long hours criterion for men managers. We suggest individual and institutional interventions to reduce this bias, as a path to increasing women’s participation in STEM. (shrink)

Across the world, artificial intelligence (AI) technologies are being more widely employed in public sector decision-making and processes as a supposedly neutral and an efficient method for optimizing delivery of services. However, the deployment of these technologies has also prompted investigation into the potentially unanticipated consequences of their introduction, to both positive and negative ends. This paper chooses to focus specifically on the relationship between gender bias and AI, exploring claims of the neutrality of such technologies and how (...) its understanding of bias could influence policy and outcomes. Building on a rich seam of literature from both technological and sociological fields, this article constructs an original framework through which to analyse both the perpetuation and mitigation of gender biases, choosing to categorize AI technologies based on whether their input is text or images. Through the close analysis and pairing of four case studies, the paper thus unites two often disparate approaches to the investigation of bias in technology, revealing the large and varied potential for AI to echo and even amplify existing human bias, while acknowledging the important role AI itself can play in reducing or reversing these effects. The conclusion calls for further collaboration between scholars from the worlds of technology, gender studies and public policy in fully exploring algorithmic accountability as well as in accurately and transparently exploring the potential consequences of the introduction of AI technologies. (shrink)

We examine the issue of entrepreneurial gender bias by focusing on the underlying mechanisms that impact the likelihood of receiving external venture-capital financing. We claim that gender bias negatively affects socially attributed dimensions (such as the stigma ascribed to entrepreneurs who have previously suffered a failure), while it has no effect on objective dimensions (such as the experience gained by entrepreneurs). Our results, based on 2088 US firms, show that female entrepreneurs are less likely to attract (...) external funds if they have previously encountered failure. This negative effect becomes less impactful when novel or serial successful entrepreneurs are considered. Consequently, novel or serial successful entrepreneurs are expected to suffer less from gender bias if compared to peers who experienced a failure during their entrepreneurial career. (shrink)

In two experiments the conditions of, and the processes leading to, gender biases in fame judgments were investigated. In Experiment 1, the gender bias was not reduced in a condition that alerted participants to the gender of the names. In Experiment 2, participants' sex-role orientation, but not their gender, was related to the gender bias. The process dissociation procedure was used in both experiments in an attempt to separate conscious and unconscious memory processes (...) contributing to the gender bias. Using L. L. Jacoby's original measurement model there appeared to be evidence for unconscious influences on the gender bias in fame judgments. Unfortunately, this evidence disappeared when a model was used that takes guessing and, hence, response biases into account, which confirms that measurement models that ignore response biases in the process dissociation procedure may lead to erroneous conclusions. (shrink)

Gender bias is a recalcitrant problem in academia and society. However, dissent has been created on this issue. We focus on dissenting studies by Stephen J. Ceci and Wendy M. Williams, arguing that they reach conclusions that are unwarranted on the basis of the available evidence and that they ignore fundamental objections to their methodological decisions. Drawing on discussions from other contexts, particularly on manufactured dissent concerning anthropogenic climate change, we conclude that dissent on gender bias (...) substantially contributes to the exacerbation of biases in society and an increasing number of attacks on researchers, making it both epistemically and socially problematic. (shrink)

I address the question of gender bias in ethical theorizing, in particular the claim that an "ethics of justice" is gender biased because it cannot logically accommodate an "ethics of care." I argue against the strong claim that an ethics of justice and an ethics of care are incompatible but suggest that theorizing that crystallizes into a tradition has non-logical as well as logical implications. In order to explain why ethical theorizing has focused on some content and (...) neglected others, one would have to suppose tacit general acceptance of a set of beliefs. It is in considering those beliefs that the charge of gender bias in ethical theorizing might be made to stick. (shrink)

The increase in the spread of conversational agents urgently requires to tackle the ethical issues linked to their design. In fact, developers frequently include in their products cues that trigger social biases in order to maximize the performance and the quality of human-machine interactions. The present paper discusses whether and to what extent it is ethically sound to intentionally trigger gender biases through the design of virtually embodied conversational agents. After outlining the complex dynamics involving social biases, social robots, (...) and design, we evaluate the ethics of integrating gender cues in conversational agents, analysing four different approaches to the problem. Finally, we suggest which approach in our opinion might have the best chances to reduce the negative effects of biases and discriminatory visions of gender dynamics. (shrink)

Women as individuals experience subtle discrimination regarding career development opportunities as evidenced by research on the Glass Ceiling. This paper looks at the ramifications of technology, specifically the Internet, and how it affects women’s career opportunities.

Women are under-represented in surgery, especially in leadership and academic roles, and face a gender pay gap. There has been little work on the role of implicit biases in women’s under-representation in surgery. Nor has the impact of epistemic injustice, whereby stereotyping influences knowledge or credibility judgements, been explored. This article reports findings of a qualitative in-depth interview study with women surgeons that investigates gender biases in surgery, including subtle types of bias. The study was conducted with (...) 46 women surgeons and trainees of the Royal Australasian College of Surgeons. Maximum variance sampling strategies ensured a comprehensive set of perspectives. Data were analysed using iterative thematic analysis to document and classify forms of gender bias experienced by the participants, including implicit bias and epistemic injustice. It found four types of bias affecting women surgeons: workplace factors such as access to parental leave and role models; epistemic injustices—unfair assessments of women surgeons’ credibility by patients and colleagues; stereotyped expectations that they will carry out more of surgery’s carework, such as meeting the emotional needs of patients and objectification. Implicit biases arose in each category. Given that many of the biases identified in this study are small, are harmless on their own and are not necessarily under anyone’s conscious control, important questions arise regarding how they cause harm and how to address them. I draw on theoretical work on cumulative harm to answer these questions. (shrink)

Robust clinical decision-making depends on valid reasoning and sound judgment and is essential for delivering quality healthcare. It is often susceptible, however, to a clinician’s biases such as towards a patient’s age, gender, race, or socioeconomic status. Gender bias in particular has a deleterious impact, which frequently results in cognitive myopia so that a clinician is unable to make an accurate diagnosis because of a patient’s gender—especially for female patients. Virtue epistemology provides a means for confronting (...) gender bias in clinical decision-making and for correcting or even preventing its impact. The medical literature on cardiovascular and coronary heart disease is used to illustrate the role intellectual virtues can play in redressing the deleterious impact of gender bias on clinical decision-making and practice. Finally, questions are considered surrounding the pedagogy of intellectual virtues for medical students and practicing clinicians in order to provide quality care for patients, regardless of gender. (shrink)

Can investing in women’s agriculture increase productivity? This paper argues that it can. We assess climate and gender bias impacts on women’s production in the global South and North and challenge the male model of agricultural development to argue further that women’s farming approaches can be more sustainable. Level-based analysis (global, regional, local) draws on a literature review, including the authors’ published longitudinal field research in Ghana and the United States. Women farmers are shown to be undervalued and (...) to work harder, with fewer resources, for less compensation; gender bias challenges are shared globally while economic disparities differentiate; breaches of distributive, gender, and intergenerational justices as well as compromise of food sovereignty affect women everywhere. We conclude that investing in women’s agriculture needs more than standard approaches of capital and technology investment. Effective ‘investment’ would include systemic interventions into agricultural policy, governance, education, and industry; be directed at men as well as women; and use gender metrics, for example, quotas, budgets, vulnerability and impacts assessments, to generate assessment reports and track gender parity in agriculture. Increasing women’s access, capacity, and productivity cannot succeed without men’s awareness and proactivity. Systemic change can increase productivity and sustainability. (shrink)

AI systems have often been found to contain gender biases. As a result of these gender biases, AI routinely fails to adequately recognize the needs, rights, and accomplishments of women. In this article, we use Axel Honneth’s theory of recognition to argue that AI’s gender biases are not only an ethical problem because they can lead to discrimination, but also because they resemble forms of misrecognition that can hurt women’s self-development and self-worth. Furthermore, we argue that Honneth’s (...) theory of recognition offers a fruitful framework for improving our understanding of the psychological and normative implications of gender bias in modern technologies. Moreover, our Honnethian analysis of gender bias in AI shows that the goal of responsible AI requires us to address these issues not only through technical interventions, but also through a change in how we grant and deny recognition to each other. (shrink)

In the preceding article, Buchner and Wippich used a guessing-corrected, multinomial process-dissociation analysis to test whether a gender bias in fame judgments reported by Banaji and Greenwald was unconscious. In their two experiments, Buchner and Wippich found no evidence for unconscious mediation of this gender bias. Their conclusion can be questioned by noting that the gender difference in familiarity of previously seen names that Buchner and Wippich modeled was different from the gender difference in (...) criterion for fame judgments reported by Banaji and Greenwald, the assumptions of Buchner and Wippich's multinomial model excluded processes that are plausibly involved in the fame judgment task, and the constructs of Buchner and Wippich's model that corresponded most closely to Banaji and Greenwald's gender-bias interpretation were formulated so as to preclude the possibility of modeling that interpretation. Perhaps a more complex multinomial model can model the Banaji and Greenwald interpretation. (shrink)

This book presents and deconstructs the existing explanations for the differential career development of qualified men and women. It reframes the problem of discrimination in the workplace as a matter of organizational ethics, social responsibility and compliance with existing equal opportunity laws. Sensitive points are identified where social biases, decision-makers' individual economic interests and shortcomings of organizational incentive policies may lead to discrimination against qualified women. The ideas put forward are empirically tested in an original laboratory experiment that examines personnel (...) selection in the male-dominated field of science and technology. It contrasts the selection of applicants with gendered and gender-blind applications available to subjects under controlled conditions. 30% of participants were high-level decision-makers, which is unprecedented in this field of research. The results, highly relevant for organizational practice, are explained and discussed in detail. (shrink)

This study investigated gender related moral reasoning in student essays containing arguments on moral issues. Undergraduate students in a medical ethics course viewed two films on morally controversial issues. The students wrote brief essays about the films which were transcribed and numerically coded to conceal the author's gender from the evaluator. Using a coding scheme originated by Lyons, the evaluator classified each essay as a justice/right essay or a care/response essay or an equal response essay. Subsequently, calculations were (...) made to determine the percentage of male authored essays that were justice/rights essays or care/response essays and the percentage of female authored essays that were justice/rights or care/response essays. The males (87.7%) tended to exhibit the justice/rights moral orientation, and the females (69.4%) exhibited the care/response moral orientation. Several different calculations were made to determine various degrees of gender related orientations also. The difference in orientation was highly statistically significant (p≤0.001). These data contribute to understanding moral orientation and development. Interpretations are given to explain some differences between the genders and help explain the traditional roles in society that males and females have played historically. (shrink)

A recent article in this journal by Katrina Hutchison exposes and addresses the cumulative effects of implicit bias on women in surgery. We doubt that there is a single woman in any surgical field who has not experienced both implicit and explicit bias. Many of the issues facing women in surgery seem to be mirrored in both the developed and developing countries. There is little literature describing the exact situation in Africa. South African government institutions have made a (...) concerted effort to improve the representation of minorities in business, education and the health sector. In the hospital setting, hiring is done by means of a quota system based on demographics within that particular sector. This has also resulted in a number of unforeseen epistemic biases. This policy-driven ‘forced’ hiring of female candidates also led to feelings of doubt in the candidates themselves about their merits and competence and capabilities. This epistemic bias can then filter down, feeding the already prevalent imposter syndrome and confidence issues felt by many female surgical trainees. Not only do we need to aim to change the culture in surgical departments by changing the image of the ‘stereotypical surgeon’, we need to extend this message out into our training institutions, communities and peoples’ homes. We believe that this is the only way to change a culture steeped in implicit bias, to be more inclusive of women and other minority groups and shed the assumption that they are lesser. (shrink)

How does so much gender inequality endure in an era when many laws and policies endorse principles of gender equality? This essay examines this dilemma by considering Susan Moller Okin's criticism of “false gender neutrality,” research on implicit bias, and the shifting relation of gender bias to American law. I argue that these are crucial elements of the modern cycle of gender inequality, enabling it to operate through a perverse “invisible-hand” mechanism. This framework (...) helps convey how underlying gender bias influences individual behaviors that generate, legitimate, and mask broad patterns of inequality. Contemporary legal conflicts reflect many of these dynamics, which appear in controversies over gender-based violence, gender discrimination in pay and promotion, and women's reproductive health care benefits. This analysis advances our understanding of how the contemporary cycle of gender inequality operates, the complex links between individual behavior and structural bias, and the difficulty of pursuing gender justice through prevailing frameworks of law and liberalism. It also underscores the continued importance of feminists' collective work to address “invisible” as well as visible biases. (shrink)

The business of a sentence is not only to describe some state of affairs but also to perform other kinds of speech acts like ordering, suggesting, asking, etc. Understanding the kind of action performed by a speaker who utters a sentence is a multimodal process which involves the computing of verbal and non-verbal information. This work aims at investigating if the understanding of a speech act is affected by the gender of the actor that produces the utterance in combination (...) with a certain facial expression. Experimental data collected show that, as compared to men, women are less likely to be perceived as performers of orders and are more likely to be perceived as performers of questions. This result reveals a gender bias which reflects a process of women’s subordination according to which women are hardly considered as holding the hierarchical social position required for the correct execution of an order. (shrink)

Two humanist, critical approaches—those of Dorothy Dinnerstein and Immanuel Kant—are summarized, compared, and employed to critique gender bias in science education. The value of Dinnerstein’s approach lies in her way of seeing conventional “masculinity” and conventional “femininity” as developing in relation to each other from early childhood. Because of women’s dominance of early childcare and adults’ enduring, sexist resentment of that dominance, women become inhumanely associated with the non-adult qualities of immaturity, dependence, and childish vulnerability and punish-ability; and (...) male human beings—to whom woman-resenting convention assigns the impossible task of absolutely triumphing over “the feminine,” childhood experience, and all human vulnerability—become inhumanely held to unachievable standards of super-hero invulnerability and god-like mental and practical infallibility. The value of Kant’s approach lies in his insistence that our sense of what is right and necessary for social progress must arise in a practically engaged and experientially full manner, rather than (1) from concepts (such as rigid ideological prescriptions) conceived as being detached from sense experience and as arising from an otherworldly, divine or quasi-divine realm of moral infallibility (such concepts being conventionally associated with “masculine” authority and leadership), or (2) from a sense of being trapped in what—in a given historical, cultural, or experiential moment—may appear as an absolute and unchangeable reality of embodied human experience (an anti-critical, anti-intellectual, and anti-progressive sense of things often associated with disempowered “feminine” experience). I demonstrate that critique integrating these approaches is useful in a science education setting. (shrink)

Of the many far-reaching implications of Fincher & Thornhill's (F&T's) theory, we focus on the consequences of parasite stress for mating strategies, marriage, and the differing roles and restrictions for men and women. In particular, we explain how examination of cultures of honor can provide a theoretical bridge between effects of parasite stress and disproportionate emphasis on female purity.

The central concerns of Hutchison’s paper are the under-representation and unequal pay of women in surgery and the role that subtle gender biases play in explaining these phenomena. My comments focus on how well executed and important this work is and also why we need more of it to fully understand the gravity of the situation for women in surgery and how it compares with similar situations for women in other fields.

Gender is one of the most frequently studied variables within the ethics literature. In prior studies that find gender differences, females consistently report more ethical responses than males. However, prior research also indicates that females are more prone to responding in a socially desirable fashion. Consequently, it is uncertain whether gender differences in ethical decision-making exist because females are more ethical or perhaps because females are more prone to the social desirability response bias. Using a sample (...) of 30 scenarios from prior studies that find gender differences, we examine whether these gender differences remain robust once social desirability is controlled for in the analysis. Our data suggest that the effect of gender on ethical decision-making is largely attenuated once social desirability is included in the analysis. In essence, the social desirability response bias appears to be driving a significant portion of the relationship between gender and ethical decision-making. We discuss several important research implications of this study. (shrink)

Gender is one of the most researched and contentious topics in consumer ethics research. It is common for researchers of gender studies to presume that women are more ethical than men because of their reputation for having a selfless, sensitive nature. Nevertheless, we found evidence that women behaved less ethically than men in two field experiments testing a passive form of unethical behavior. Women benefited to a larger extent from a cashier miscalculating the bill in their favor than (...) men. However, in three follow-up studies, we found that women did not necessarily intend to benefit at the expense of someone else. Women are less prone to speak up to a cashier than men are, even when the mistake is made in their disfavor. These results reveal that gender differences in assertiveness affect differences in unethical behavior. (shrink)

Gender is one of the most researched and contentious topics in consumer ethics research. It is common for researchers of gender studies to presume that women are more ethical than men because of their reputation for having a selfless, sensitive nature. Nevertheless, we found evidence that women behaved less ethically than men in two field experiments testing a passive form of unethical behavior. Women benefited to a larger extent from a cashier miscalculating the bill in their favor than (...) men. However, in three follow-up studies, we found that women did not necessarily intend to benefit at the expense of someone else. Women are less prone to speak up to a cashier than men are, even when the mistake is made in their disfavor. These results reveal that gender differences in assertiveness affect differences in unethical behavior. (shrink)

This study explores whether gender stereotypes about math ability shape high school teachers’ assessments of the students with whom they interact daily, resulting in the presence of conditional bias. It builds on theories of intersectionality by exploring teachers’ perceptions of students in different gender and racial/ethnic subgroups and advances the literature on the salience of gender across contexts by considering variation across levels of math course-taking in the academic hierarchy. Analyses of nationally representative data from the (...) Education Longitudinal Study of 2002 reveal that disparities in teachers’ perceptions of ability that favored white males over minority students of both genders are explained away by student achievement in the form of test scores and grades. However, we find evidence of a consistent bias against white females, which although relatively small in magnitude, suggests that teachers hold the belief that math is just easier for white males than it is for white females. In addition, we find some evidence of variation across course level contexts with regard to bias. We conclude by discussing the implications of our findings for research on the construction of gender inequality. (shrink)

The conclusion of Marcella Althaus-Reid and Lisa Isherwood’s 2007 book, Controversies in Feminist Theology, noted that ‘The future of feminist theologies are assured while gender and sexual oppression exist’.1 Yet, they also spoke of a number of challenges to the field, specifically difference in methodologies, varied nomenclature and terminologies, and stereotyping among its practitioners. I would add another: that the nature of bias itself is not uniform nor homogeneous but is largely treated as such by contextual theologians. In (...) this article the challenge presented by the presupposition that ‘a bias-is-a-bias’ is addressed from an epistemological one that attempts to delve into the nature of bias, beginning with the question: if the root nature of the problem, that is bias, is not homogeneous but rather reflects the interplay of different types of biases, does not gender oppression call for more comprehensive solutions beyond solidarity or justice? While justice-based solutions called for by feminist theologies are certainly valid and necessary, perhaps they function more as short-term solutions to a much larger dialectic, one that requires a more comprehensive grace-based approach. This article explores this idea and humbly offers a few methodological reflections. (shrink)

This research is an extension of Walker Information’s (Business Ethics: Ethical Decision Making and Cases, pp. 235–255, 1999) study on employees’ job attitudes that was conducted exclusively in the United States. Walker Information found that the reputation of the organization, fairness at work, care, and concern for employees, trust in employees, and resources available at work were important factors in an employee’s decision to remain with his or her company. Our sample includes 713 students from seven countries: Canada, Colombia, Ecuador, (...) Hong Kong, Ireland, South Africa, and the United States. When analyzing the entire sample, our data indicate that both social desirability response bias and gender were significant; however, this was not the case when the data are analyzed by country. On an individual country basis, our data suggest that the generally accepted premise that women are more ethically conscious than men was only true for the samples from the United States and Canada. The data also indicate that, while social desirability response bias was significant for the four factors suggesting ethical components for the sample from the United States, this finding was not universal. (shrink)

he paper analyses migration flows from the Philippines in two gendered occupations: domestic helpers and computer programmers. The international division of labour theory claims that foreign investment determines migration from developing countries, especially of women, towards low-skilled gendered occupations in developed countries. This paper shows that the division of labour is neither gendered nor international in the predicted sense. For instance, data from Philippines Overseas Employment Agency shows that the theory is Eurocentric as Northern America and Europe are destinations for (...) only 3 per cent of domestic workers’ flows. The paper argues that neo-Marxism creates bias in gender and migration research and hinders understanding of important gendered effects concerning migrants. Two examples of such gendered effects are highlighted here: the higher vulnerability to legislative change of migrant men employed as domestic workers in Italy and the higher penetration of women into computer programming in the migrant flows to the U.S. (shrink)

This article analyzes organizational mechanisms, and their contexts, leading to gender inequality among stockbrokers in two large brokerages. Inequality is the result of gender differences in sales, as both firms use performance-based pay, paying entirely by commissions. This article develops and tests whether performance-support bias, whereby women receive inferior sales support and sales assignments, causes the commissions gap. Newly available data on the brokerages’ internal transfers of accounts among brokers allows measurement of performance-support bias. Gender (...) differences in the quality and quantity of transferred accounts provide a way to measure gender differences in the assignment of sales opportunities and support. Sales generated from internally transferred accounts, controlling for the accounts’ sales histories, provide a “natural experiment” testing for gender differences in sales capacities. The evidence for performance-support bias is women are assigned inferior accounts and women produce sales equivalent to men when given accounts with equivalent prior sales histories. (shrink)

At the University of Sheffield during 2011 and 2012, a leading group of philosophers, psychologists, and others gathered to explore the nature and significance of implicit bias. The two volumes of Implicit Bias and Philosophy emerge from these workshops. Each volume philosophically examines core areas of psychological research on implicit bias as well as the ramifications of implicit bias for core areas of philosophy. Volume I: Metaphysics and Epistemology is comprised of two parts: “The Nature of (...) Implicit Attitudes, Implicit Bias, and Stereotype Threat,” and “Skepticism, Social Knowledge, and Rationality.” The first part contains chapters examining the relationship between implicit attitudes and “dual process” models of the mind; the role of affect in the formation and change of implicit associations; the unity (or disunity) of implicit attitudes; whether implicit biases are mental states at all; and whether performances on stereotype-relevant tasks are automatic and unconscious or intentional and strategic. The second part contains chapters examining implicit bias and skepticism; the effects of implicit bias on scientific research; the accessibility of social stereotypes in epistemic environments; the effects of implicit bias on the self-perception of members of stigmatized social groups as rational agents; the role of gender stereotypes in philosophy; and the role of heuristics in biased reasoning. (shrink)