LN: (2025) — Collaborating with AI Agents: Field Experiments on Teamwork, Productivity, and Performance
Bibliographic Reference
Citation: (2025). Collaborating with AI agents: Field experiments on teamwork, productivity, and performance. arXiv:2503.18238. https://arxiv.org/abs/2503.18238
Pass Status
Pass 1 only — full analysis pending after paper retrieval.
Pass 1 — Bird’s Eye View (5 Cs)
| C | Assessment |
|---|---|
| Category | Empirical field study |
| Context | Field experiments measuring real-world effects of AI agent collaboration on team performance |
| Correctness | Field experiment methodology; real organizational settings |
| Contributions | (1) Empirical evidence on productivity impact of AI agents in team settings; (2) Analysis of task types where AI augments vs. substitutes; (3) Effects on team coordination and communication patterns |
| Clarity | To assess on full read |
Relevance: ⭐⭐⭐⭐⭐
Directly validates PUMA’s research framing: does AI augment or substitute PM work? Field experiments provide the empirical grounding for PUMA’s real-world applicability claims.
Pass 1 Notes (Preliminary)
Why Field Experiments Matter for PUMA
Lab studies with AI agents often show inflated performance metrics because participants know they are being observed and tasks are controlled. Field experiments in real organizations provide ecological validity — the results are generalizable to actual PM environments.
Key questions this paper likely addresses:
- Does AI agent assistance increase individual or team productivity?
- How does the human-AI interaction change when agents have more autonomy?
- What tasks benefit most from AI assistance? (→ directly informs PUMA task selection)
- What are the displacement risks for PM professionals?
Expected Findings Framework
| Condition | Expected finding |
|---|---|
| High routine tasks | AI substitution improves speed; human performance declines without AI |
| High judgment tasks | AI augmentation improves quality; humans remain essential |
| Team coordination | AI reduces communication overhead; risk of skill atrophy |
PUMA Connection
PUMA Relevance
This paper provides empirical field evidence for the “augmentation vs. substitution” debate central to PUMA’s ethics chapter. PUMA’s H1/H2 experiments are controlled laboratory studies — this field experiment provides the ecological validity bridge.
Related Notes
- LN-HAIF-2026-HumanAIIntegration — HAIF framework for human-AI teams
- LN-Shao-2025-FutureOfWork — future of work with AI
- PN-KeyConcepts-Agents-Reproducibility-RedTeam — bounded autonomy concept
- Ethics-Review-Log — role displacement analysis