# Diversity and Inclusion in Artificial Intelligence

arXiv: https://arxiv.org/abs/2305.12728 · HTML: https://mlsanity.com/paper/2305.12728/

## Key facts

- Cited by 14 papers in the map (data through 14 Oct 2026).
- Builds on 3 of its 25 references that are in the map.
- First posted on arXiv 22 May 2023.

## Builds on (most cited first, 3 of 3)

- [Why Is My Classifier Discriminatory?](https://mlsanity.com/paper/1805.12002/) (2018)
- [Towards Intersectionality in Machine Learning: Including More Identities, Handling Underrepresentation, and Performing Evaluation](https://mlsanity.com/paper/2205.04610/) (2022)
- [A Framework for Fairness: A Systematic Review of Existing Fair AI Solutions](https://mlsanity.com/paper/2112.05700/) (2021)

## Built on by (most cited first, 14 of 14)

- [Evaluating Cultural Awareness of LLMs for Yoruba, Malayalam, and English](https://mlsanity.com/paper/2410.01811/) (2024)
- [Ethics in the Age of AI: An Analysis of AI Practitioners' Awareness and Challenges](https://mlsanity.com/paper/2307.10057/) (2023)
- [AI for All: Operationalising Diversity and Inclusion Requirements for AI Systems](https://mlsanity.com/paper/2311.14695/) (2023)
- [Exploring Qualitative Research Using LLMs](https://mlsanity.com/paper/2306.13298/) (2023)
- [Investigating Responsible AI for Scientific Research: An Empirical Study](https://mlsanity.com/paper/2312.09561/) (2023)
- [Challenges and Solutions in AI for All](https://mlsanity.com/paper/2307.10600/) (2023)
- [Exploring Cultural Variations in Moral Judgments with Large Language Models](https://mlsanity.com/paper/2506.12433/) (2025)
- [A Vision for Operationalising Diversity and Inclusion in AI](https://mlsanity.com/paper/2312.06074/) (2023)
- [AI for All: Identifying AI incidents Related to Diversity and Inclusion](https://mlsanity.com/paper/2408.01438/) (2024)
- [The Global AI Vibrancy Tool](https://mlsanity.com/paper/2412.04486/) (2024)
- [Diversity and Inclusion in AI for Recruitment: Lessons from Industry Workshop](https://mlsanity.com/paper/2411.06066/) (2024)
- [Livia: An Emotion-Aware AR Companion Powered by Modular AI Agents and Progressive Memory Compression](https://mlsanity.com/paper/2509.05298/) (2025)
- [A Question Bank to Assess AI Inclusivity: Mapping out the Journey from Diversity Errors to Inclusion Excellence](https://mlsanity.com/paper/2506.18538/) (2025)
- [SCOR: A Framework for Responsible AI Innovation in Digital Ecosystems](https://mlsanity.com/paper/2509.10653/) (2025)

## Abstract (arXiv)

To date, there has been little concrete practical advice about how to ensure that diversity and inclusion considerations should be embedded within both specific Artificial Intelligence (AI) systems and the larger global AI ecosystem. In this chapter, we present a clear definition of diversity and inclusion in AI, one which positions this concept within an evolving and holistic ecosystem. We use this definition and conceptual framing to present a set of practical guidelines primarily aimed at AI technologists, data scientists and project leaders.