Speculating with Machines: Generative AI in Futures Ethnography

This article advances futures ethnography by examining and demonstrating generative AI’s role in speculative ethnographic practice. Drawing on a workshop set in 2050, where participants explored possible work futures with human and non-human collaborators, we show how ChatGPT shifted from background tool to active participant, co-shaping roles, imaginaries, and decision-making through its discursive interventions. The video camera, too, acted as participant, and together these technologies co-shaped the ethnographic place through their distinct yet overlapping mediations. Through these entanglements, speculation with machines emerges as a methodological practice: ethnography becomes co-constituted through human–machine encounters that stabilize, unsettle, and reconfigure futures, situating futures ethnography as a space for experimenting with generative AI.

Authors

Institutions

Publication Details

Journal
Qualitative Inquiry
Published
2026-03-29
DOI
https://doi.org/10.1177/10778004261434468
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Speculating with Machines: Generative AI in Futures Ethnography

Martin Berg, Sarah Pink
Qualitative Inquiry
Ethics and Social Impacts of AI
article

Speculating with Machines: Generative AI in Futures Ethnography

Martin Berg, Sarah Pink
article en

Abstract

This article advances futures ethnography by examining and demonstrating generative AI’s role in speculative ethnographic practice. Drawing on a workshop set in 2050, where participants explored possible work futures with human and non-human collaborators, we show how ChatGPT shifted from background tool to active participant, co-shaping roles, imaginaries, and decision-making through its discursive interventions. The video camera, too, acted as participant, and together these technologies co-shaped the ethnographic place through their distinct yet overlapping mediations. Through these entanglements, speculation with machines emerges as a methodological practice: ethnography becomes co-constituted through human–machine encounters that stabilize, unsettle, and reconfigure futures, situating futures ethnography as a space for experimenting with generative AI.

Qualitative Inquiry
Malmö University (SE), Monash University (AU)
Reduced inequalities
Openalex Percentile: Top 2%
Ethics and Social Impacts of AI
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.