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Technology, Employment and Wellbeing

Issue 2026/15

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A simplified world map made up mainly by the letter i and wifi icons
Creator: Inclusive AI Lab

Inclusive AI Lab

This issue brings together contributions from the Inclusive AI Lab, a cross-sectoral global initiative dedicated to nurturing leadership and advancing inclusive and sustainable Artificial Intelligence across data, tools, services, and platforms, with a particular focus on the Global South.

Artificial Intelligence continues to reshape everyday life in profound ways, offering significant potential to address pressing societal challenges. However, this promise can only be realised if the structural inequities embedded in the coding, training, and deployment of AI systems are actively recognised and confronted.

In the first article, Guanqin He demonstrates the essential role of human infrastructure in the development of AI, challenging the myth of self-building systems and calling for meaningful improvements to the exploitative labour conditions that underpin the industry.

Turning to the culturally charged world of memes, the second article by Lucie Chateau and Beatrice Murch explores the possibilities and challenges of archiving memes, ultimately arguing for an approach grounded in creative data justice.

In the third article, Siddhi Gupta and Payal Arora reflect on the Inclusive AI Lab’s collaborative efforts to diversify open-source datasets in the age of AI by centring marginalised communities. In doing so, they examine both the opportunities for participatory representation and the limitations such initiatives continue to encounter.

The fourth article, by Kirthi Jayakumar, Jensine Larsen, and Payal Arora, investigates how digital tools can support survivors of gender-based violence. The authors present a range of existing approaches while emphasising the potential of contemporary technologies to help dismantle systemic violence.

Drawing on her own experiences, Rana Kuseyri highlights in the fifth article how algorithmic discrimination can emerge through the rigid standardisation of digital welfare systems, effectively pressuring recipients to suppress or omit crucial information in order to remain eligible for support.

Articles

  • Blog
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Digital solidarity against gender-based violence

by Kirthi Jayakumar, Jensine Larsen, Payal Arora, Inclusive AI Lab

Handy, Mobiltelefon, in der Hand einer Nutzerin, Bildschirm mit verschiedenen Apps
Creator: picture alliance / Jochen Tack | Jochen Tack
  • Blog
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Annotating with care, for care: the real labour behind AI

by Guanqin He, Inclusive AI Lab

Students use computers to study at Elswood Secondary School in Cape Town
Creator: picture alliance / REUTERS | MIKE HUTCHINGS
  • Blog
  • Issue 15

Who owns our digital sense of humour? Building meme archives for collective futures

by Lucie Chateau and Beatrice Murch, Inclusive AI Lab

Fans Attend A CP Viewing Party For The Characters of the "Slam Dunk" Animated Film in Shanghai
Creator: picture alliance / CFOTO | CFOTO
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Open doesn’t mean equal: diversifying data in the Creative Commons

by Siddhi Gupta and Payal Arora, Inclusive AI Lab

Children with disabilities are participating in a rally on International Day of Persons with Disabilities in Kolkata, India, on December 3, 2023. Various NGOs are organizing an awareness rally to observe International Day of Persons with Disabilities in Kolkata, India
Creator: picture alliance / NurPhoto | Debarchan Chatterjee
  • Blog
  • Issue 15

Turning noise into signal: the legibility work of welfare recipients in digital systems

by Rana Kuseyri, Inclusive AI Lab

The entrance of the Dutch Ministry of Finance is in The Hague
Creator: picture alliance / NurPhoto | Michael Nguyen

Publication

Inside the black box

Arora, Payal ; Calegari, Roberta | Bonn : Friedrich-Ebert-Stiftung, May 2026

how algorithms are made - and why it matters

Changing working lives: women and automation in the labour market

Sabanova, Inga | Bonn : Friedrich-Ebert-Stiftung e.V., December 2025

scoping review

Gender data

Arora, Payal ; Huang, Weijie | Bonn : Friedrich-Ebert-Stiftung, January 2025

what is it and why is it important for the future of AI systems?

Multi-stakeholder guidelines on how to address gender bias in AI systems

Munarini, Monique | Bonn : Friedrich-Ebert-Stiftung, January 2025

About the blog

Technology, Employment and Wellbeing is an FES blog that offers original insights on the ways new technologies impact the world of work.

The blog focuses on bringing different views from tech practitioners, academic researchers, trade union representatives and policy makers.

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