AI spås få lika stor påverkan på samhället som elektricitet haft och avancemangen inom till exempel maskininlärning och neurala nätverk har tagit AI in i sektorer som rättsväsende, rekrytering och hälso- och sjukvård. Men AI-system är, precis som människor, känsliga för olika typer av snedvridningar, vilket kan leda till orättvisa beslut. En alarmerande mängd studier och rapporter visar att AI i flera fall speglar, sprider och förstärker befintliga snedvridningar i samhället i form av fördomar och värderingar vad gäller könsstereotyper och könsdiskriminering. Algoritmer som används i bildigenkänning baserar sina beslut på stereotyper om vad som är manligt och kvinnligt, röstigenkänning är mer trolig att korrekt känna igen manliga röster jämfört med kvinnliga röster och röstassistenter som Microsoft:s Cortona eller Apple:s Siri förstärker befintlig könsdiskriminering i samhällen. Syftet med denna studie är att undersöka hur könsdiskriminering kan uppstå i AI-system generellt, hur relationen mellan gender bias och AI-system ser ut samt hur ett företag som arbetar med utveckling av AI resonerar kring relationen mellan gender bias och AI-utveckling. Studiens syfte uppfylls genom en litteraturgenomgång samt djupintervjuer med nyckelpersoner som på olika sätt arbetar med AI-utveckling på KPMG. Resultaten visar att bias i allmänhet och gender bias i synnerhet finns närvarande i alla steg i utvecklingen av AI och kan uppstå på grund av en mängd olika faktorer, inklusive men inte begränsat till mångfald i utvecklingsteamen, utformningen av algoritmer och beslut relaterade till hur data samlas in, kodas, eller används för att träna algoritmer. De lösningar som föreslås handlar dels om att adressera respektive orsaksfaktor som identifierats, men även att se problemet med gender bias och könsdiskriminering i AI-system från ett helhetsperspektiv. Essensen av resultaten är att det inte räcker att ändra någon av parametrarna om inte systemets struktur samtidigt ändras. / Recent advances in, for example, machine learning and neural networks have taken artificial intelligence into disciplines such as justice, recruitment and health care. As in all fields subject to AI, correct decisions are crucial and there is no room for discriminatory conclusions. However, AI-systems are, just like humans, subject to various types of distortions, which can lead to unfair decisions. An alarming number of studies and reports show that AI in many cases reflects and reinforces existing gender bias in society. Algorithms used in image recognition base their decisions on character stereotypes of male and female. Voice recognition is more likely to correctly recognize male voices compared to female voices, and earlier 2019 the United Nations released a study showing that voice assistants, such as Microsoft's Cortona or Apple's Siri, reinforce existing gender bias. The purpose of this study is to investigate how gender discrimination can appear in AI-systems, and what constitutes the relationship between gender bias, gender discrimination and AI-systems. Furthermore it addresses how a company that works with the development of AI reason concerning the relationship between gender bias, gender discrimination and AI development. The study contains a thorough literature review, as well as in-depth interviews with key persons working with various aspects of AI development at KPMG.  The results show that bias in general, and gender bias in particular, are present at all stages of AI development. It can occur due to a variety of factors, including but not limited to the lack of diversity in the workforce, the design of algorithms and the decisions related to how data is collected, encoded and used to train algorithms. The solutions proposed are partly about addressing the identified factors, but also about looking at the problem from a holistic perspective. The significance of seeing and understanding the links between gender bias in society and gender bias in AI-systems, as well as reconsidering how each factor depends on and correlates with other ones, is emphasized. The essence of the results is that it is not enough to alter any of the parameters unless the structure of the system is changed as well.

My doctoral thesis examines the broad question of whether appropriately designed institutions and policies can address the short- and long-term consequences of determinants of human capital which are "immutable'' by nature or are perceived as such. I consider three different types of immutable determinants of human capital: male versus female biology; colonization; and traditional norms of gender roles. In Chapter 1, I examine whether, and how, change in political regime type affects excess male infant mortality. Analyzing data on more than 3 million live births from sub-Saharan African countries, I exploit within-mother variation in political regime type to find that excess male infant mortality significantly decreases following a transition to democracy. I identify competitiveness of executive recruitment, constraints on the chief executive, and political participation as the features of democracy that matter most. Examining causal mechanisms, I find that democracy fosters the provision of health inputs, including maternal education, tetanus immunization, breastfeeding, and normal birth weight, all of which have stronger health benefits for boys than for girls, despite being found to be ex-ante "gender-neutral'' in my setting. In Chapter 2, I examine how colonial reproductive laws interact with market incentives to shape long-term fertility behavior in Africa. Exploiting the arbitrary division of ancestral ethnic homelands and the resulting discontinuity in institutions across the British-French colonial borders, I find that women in former British areas are more likely to delay sexual debut and marriage, and have fewer children. However, these effects disappear in areas close to sea, where market access and the opportunity cost of childbearing appear to be high irrespective of the colonizer identity. This heterogeneous impact of colonial origins extends to measures of local economic development and household welfare. Examining causal mechanisms, I argue that the fertility effect of colonial origins is directly linked to colonial population policies and reproductive laws and their impact on the use of modern methods of birth control. I find little evidence that the fertility effect of British colonization operates through education or income. While British colonization is linked to higher female education levels, this occurs mainly close to the sea while the fertility effects do not. Again, while income levels differ, the fertility gap between British and French colonies opened prior to 1980, while the income gap opened-up after 1990. This chapter highlights the heterogeneous nature of the colonial origins of comparative fertility behavior and economic development, and implies that economic incentives may overcome historical determinism. In Chapter 3, I examine the interplay between legal origins and pre-colonial cultural norms of gender roles in determining female economic empowerment in sub-Saharan Africa. Taking advantage of the arbitrary division of ancestral ethnic homelands across countries with different legal origins, I directly compare women among the same ethnic group living in civil law countries and common law countries. I find that women in common law countries are significantly more educated, are more likely to work in the professional sector, and are less likely to marry at young age. However, these effects are either absent or significantly lower in settings where ancestral cultural norms do not promote women's rights and empowerment. In particular, I find little effect in bride price societies, patrilocal societies, and societies where women were not involved in agriculture in the past.

Uppsatsen syftar till att bidra med mer kunskap om könsdiskriminering och sexuella trakasserier riktade mot kvinnliga fastighetsmäklare i Sverige. Frågor som besvaras är: Hur uppfattar fastighetsmäklarna organisationskulturen på sina arbetsplatser? Förekommer könsdiskriminering och sexuella trakasserier i branschen? I så fall, i vilken omfattning och hur ges det i uttryck? Studien genomförs med hjälp av en kvantitativ metod i form av en webbenkät, besvarad av kvinnliga fastighetsmäklare i Sverige. Resultatet visar att fastighetsmäklarna anses ha en kultur på arbetsplatsen som tillåter samtal om arbetsmiljö, men däremot är det mindre än hälften av dem som känner till om arbetsplatsen har ett tillvägagångssätt för hantering av bristande arbetsmiljöhälsa. Studien visar också att könsdiskriminering och sexuella trakasserier förekommer i fastighetsmäklarbranschen mot kvinnliga fastighetsmäklare. Undersökningen visar att den som diskriminerar och/eller trakasserar är en chef, kollega/branschkollega och/eller kund/spekulant. Handlingen ges i uttryck både verbalt och fysiskt. / The purpose of this study is to contribute with more knowledge about gender discrimination and sexual harassment directet towards real estate agents in Sweden. Questions answered are: How do real estate agents perceive the organizational culture at their workplace? Does gender discrimination and sexual harassment occur in the industry? If so, to what extent, and how is it expressed? The study is based on a quantitative method, using an internet based questionnaire, answered by female real estate agents in Sweden. The results of the study show that the real estate agents are considered to have a culture in the workplace that allows conversations about the work environment, but on the other hand, less than half of them know whether the workplace has an approach for handling poor work environment health. The study also shows that gender discrimination and sexual harassment occur in the real estate industry against female real estate agents. It is shown that the person who discriminates/harasses is a manager, colleague/colleague in the industry and/or customer/speculator. The action can be expressed both verbally and physically.

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In order to gain a better understanding of the position of women in the field of policing, it was necessary to study the attitudes of the policewomen, which presently exist with regard to the role of the woman in the South African Police Service. Although some studies have been done on policewomen world-wide, none have been done in the rural areas of the Vaalrand and this is where the research took place. Only women formed part of this survey. Detailed questions were asked concerning their role in policing. This was an empirical qualitative study. The research procedures as stipulated for a descriptive study were followed, as the main objective of the research was to describe the circumstances of women in the predominantly male environment of policing. A survey interview was drawn up, containing semi-structured in-depth questions regarding their recruitment, motivation for joining and job-related satisfaction and other issues including discrimination and domination by men. Qualitative methods were applied not only for data collection but also for data analysis. The coding consisted of conceptualising the raw data. Open coding was used in this qualitative research. The researcher read through all the collected data and then assigned initial codes to condense the mass of data collected. The following main issues were found: that discrimination still exists in the SAPS, as well as resentment, a lack of recognition, misunderstanding and unfulfilled challenges which relate to conflict being experienced. These respondents have aspirations in their work and aspire to better positions in the SAPS, as there have been major contributions by women in the police. They have also had an impact on policing, as they have become major role players in the field where victims are concerned. The presence of policewomen in the SAPS is an important asset to modern law enforcement and their present day role in policing should be explored and expanded. Qualified women could also be utilised in important staff service units such as planning and research, training, intelligence, inspection, public information, community relations, and as legal advisors instead of being utilised only in administrative work. Recommendations are made for further research on aspects highlighted by the findings. / Criminology / D.Litt. et Phil.(Criminology)

A surge of "masculinity in crisis" discourse suggests that men are primarily responsible for lawlessness, social mayhem, violence and other forms of psycho- and socio-pathology. This crisis is attributed, in part, to hegemonic models of masculinity which restrict men to certain modes of behaviour and specific roles in society. This study investigates the content of a group of South African adolescent males' cognitive schemata for masculinity and gender roles. A qualitative mode of enquiry was used to identify the beliefs held by participants about manhood and gender roles. The findings of this study affirm that a hegemonic model of masculinity exists is the sub-culture of South African society represented by the participants and suggests that hegemonic masculinity in South African is both restrictive and damaging to men and society. / Psychology / M. A. (Psychology)

Because women are predominantly responsible for childcare, men are the primary income earners. Having acquired the marital assets, on divorce the husband would retain them in a marriage out of community of property. The wife would be left deskilled, financially dependent, with little likelihood of receiving spousal maintenance and with no marital assets. In 1984 the Matrimonial Property Act and in 1988 the Matrimonial Property Law Amendment Act introduced a judicial discretion to equitably redistribute marital assets in certain marriages out of community. This dissertation argues that the bases for the limitation of the judicial discretion to women married before a certain date are unsound and that the limitation arguably violates the equality clause of the Constitution. / Law / LL.M.

Cette thèse explore la dimension géographique des disparités entre les sexes dans le marché du travail. Les questions étudiées incluent la variation de la prime salariale urbaine entre les sexes (chapitre deux), l'exploration des différents mécanismes derrière les effets importants de la localisation géographique sur les gains du marché du travail des femmes (chapitre trois), et de l'écart entre les sexes sur les rendements d'expérience urbains (chapitre quatre). Le deuxième chapitre entreprend une analyse transversale à l'aide de données françaises pour estimer la prime salariale urbaine et sa variation entre les sexes. Les résultats confirment l'existence d'une prime salariale urbaine nettement supérieure pour les femmes. Un doublement de la densité de l'emploi dans une zone donnée entraîne une réduction de 2,4 pourcent de l'écart salarial entre les sexes, une valeur qui augmente de 4 pourcent lorsqu'on exclut la catégorie professionnelle des ouvriers. Contrairement au reste des professions, l'effet de la densité favorise les hommes dans la catégorie des ouvriers. Le troisième chapitre cherche à trouver les mécanismes à l'origine de l'effet importante de la localisation géographique sur les gains du marché du travail pour les femmes en employant l'approche par l'estimateur « within ». Les résultats suggèrent que la moitié de la prime salariale urbaine est attribuée sur la base d'un tri des travailleurs selon le type de compétences à travers des différentes zones. Cependant, en complément du tri de compétences, d'autres hétérogénéités individuelles contribuent également à l'excès de la prime salariale urbaine pour les femmes. / This dissertation explores the geographical dimension of the gender gaps in the labor market. The investigated issues include the variation of urban wage premium across genders (chapter two), exploration of different mechanisms behind stronger location effects for females' labor market gains (chapter three), and the gender gap in the urban returns to experience (chapter four). The second chapter undertakes a cross-sectional analysis by using French data to estimate the urban wage premium and its variation across genders. The findings confirm the existence of an urban wage premium that is significantly higher for women. A twofold increase in employment density of an area results in a 2.4 percent reduction in the gender wage gap, which increases to 4 percent when we exclude manual workers occupational category. Contrary to the rest of the occupations, the density effect favors men in the manual workers category. The third chapter seeks to find the mechanisms behind the stronger location effects on labor market gains for women by employing the within estimate approach. Results suggest that half of the urban wage premium is contributed by the sorting of workers according to skill type across different areas. However, in addition to skill sorting other individual heterogeneities also contribute to the excess urban wage premium for females. Firm level agglomeration effects attribute a minor part to the excess urban wage premium for females. The left over premium is a result of pure urban effects (lower discrimination, better matching, urban amenities).