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Generative AI models like DALL-E 2 can interpret textual prompts and generate high-quality images exhibiting human creativity. Though public enthusiasm is booming, systematic auditing of potential gender biases in AI-generated images…

Computer Vision and Pattern Recognition · Computer Science 2024-09-13 Luhang Sun , Mian Wei , Yibing Sun , Yoo Ji Suh , Liwei Shen , Sijia Yang

Generative AI offers vast opportunities for creating visualisations, such as graphics, videos, and images. However, recent studies around AI-generated visualisations have primarily focused on the creation process and image quality,…

Computer Vision and Pattern Recognition · Computer Science 2025-10-13 Siiri Leppälampi , Sonja M. Hyrynsalmi , Erno Vanhala

In this study, I investigate how generative artificial intelligence (AI) systems reproduce and reinforce societal biases, with a specific focus on the representation of women, Black individuals, age groups, and people with visible…

Artificial Intelligence · Computer Science 2026-04-29 Ayoob Sadeghiani

This study analyzed images generated by three popular generative artificial intelligence (AI) tools - Midjourney, Stable Diffusion, and DALLE 2 - representing various occupations to investigate potential bias in AI generators. Our analysis…

General Economics · Economics 2024-03-06 Mi Zhou , Vibhanshu Abhishek , Timothy Derdenger , Jaymo Kim , Kannan Srinivasan

In recent years, generative artificial intelligence (GenAI) systems have assumed increasingly crucial roles in selection processes, personnel recruitment and analysis of candidates' profiles. However, the employment of large language models…

Artificial Intelligence · Computer Science 2026-03-13 Martina Ullasci , Marco Rondina , Riccardo Coppola , Antonio Vetrò

This paper examines gender bias in AI-generated imagery of construction workers, highlighting discrepancies in the portrayal of male and female figures. Grounded in Griselda Pollock's theories on visual culture and gender, the analysis…

Computers and Society · Computer Science 2024-07-29 Amalia Foka

Generative artificial intelligence (AI), particularly large language models (LLMs), is being rapidly deployed in recruitment and for candidate shortlisting. We audit several mid-sized open-source LLMs for gender bias using a dataset of…

General Economics · Economics 2025-05-01 Sugat Chaturvedi , Rochana Chaturvedi

As we increasingly use Artificial Intelligence (AI) in decision-making for industries like healthcare, finance, e-commerce, and even entertainment, it is crucial to also reflect on the ethical aspects of AI, for example the inclusivity and…

Computers and Society · Computer Science 2025-09-11 Zoya Hammad , Nii Longdon Sowah

Artificial Intelligence with its multifaceted technologies and integral role in global production significantly impacts gender dynamics particularly in gendered labor. This paper emphasizes the need to explore AIs broader impacts on…

Computers and Society · Computer Science 2024-06-25 Satyam Mohla , Bishnupriya Bagh , Anupam Guha

This study examines who adopts generative AI and whether early adoption has begun to reshape the task content of jobs across 35 European countries. Adoption ranges from under 3% to 25%. Occupational exposure strongly predicts uptake, but AI…

General Economics · Economics 2026-04-30 Golo Henseke

Generative artificial intelligence (GenAI) is diffusing rapidly, yet its adoption is strikingly unequal. Using nationally representative UK survey data from 2023 to 2024, we show that women adopt GenAI substantially less often than men…

General Economics · Economics 2026-01-08 Fabian Stephany , Jedrzej Duszynski

Generative AI, such as large language models, has undergone rapid development within recent years. As these models become increasingly available to the public, concerns arise about perpetuating and amplifying harmful biases in applications.…

Computation and Language · Computer Science 2024-09-04 Sara Sterlie , Nina Weng , Aasa Feragen

In traditional decision making processes, social biases of human decision makers can lead to unequal economic outcomes for underrepresented social groups, such as women, racial or ethnic minorities. Recently, the increasing popularity of…

General Economics · Economics 2024-03-25 Jiafu An , Difang Huang , Chen Lin , Mingzhu Tai

This study investigates the extent to which contemporary Text-to-Image artificial intelligence (AI) models perpetuate gender stereotypes and cultural inaccuracies when generating depictions of professionals in Saudi Arabia. We analyzed…

Computer Vision and Pattern Recognition · Computer Science 2025-09-29 Khaloud S. AlKhalifah , Malak Mashaabi , Hend Al-Khalifa

Language models have been shown to propagate social bias through their output, particularly in the representation of gender and ethnicity. This paper investigates gender and ethnicity biases in AI-generated occupational stories.…

Computation and Language · Computer Science 2025-09-08 Martha O. Dimgba , Sharon Oba , Ameeta Agrawal , Philippe J. Giabbanelli

Text-to-image generative AI models such as Stable Diffusion are used daily by millions worldwide. However, the extent to which these models exhibit racial and gender stereotypes is not yet fully understood. Here, we document significant…

Computer Vision and Pattern Recognition · Computer Science 2024-11-22 Nouar AlDahoul , Talal Rahwan , Yasir Zaki

Text-to-Image (T2I) generation is enabling new applications that support creators, designers, and general end users of productivity software by generating illustrative content with high photorealism starting from a given descriptive text as…

Computers and Society · Computer Science 2023-04-14 Ranjita Naik , Besmira Nushi

As generative AI tools are increasingly used to portray people in professional roles, understanding their racial and gender representational biases is critical. We audit over 1.5 million occupational personas generated by four major large…

Human-Computer Interaction · Computer Science 2026-03-30 Ilona van der Linden , Sahana Kumar , Arnav Dixit , Aadi Sudan , Smruthi Danda , David C. Anastasiu , Kai Lukoff

This paper investigates how generative-artificial intelligence AI is reshaping job requirements, skill compositions and sectoral dynamics across global labor markets. It examines the evolving frequency and framing of AI-related competencies…

Computers and Society · Computer Science 2026-05-05 Diana Maria Popa , Simona-Vasilica Oprea , Adela Bâra

Research on bias in Text-to-Image (T2I) models has primarily focused on demographic representation and stereotypical attributes, overlooking a fundamental question: how does grammatical gender influence visual representation across…

Computation and Language · Computer Science 2026-02-03 Muhammed Saeed , Shaina Raza , Ashmal Vayani , Muhammad Abdul-Mageed , Ali Emami , Shady Shehata
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