---
id: "question-complex-teaming-skills"
type: "open-question"
source_timestamps: ["\\\"§ In Pursuit of Personalization and Efficiency", "at Scale\\\""]
tags: ["limitations", "collaboration", "peer-learning"]
related: ["claim-ai-tutor-efficiency", "contrarian-machines-teaching-human-skills"]
resolutionPath: "Conduct further experiments comparing AI-facilitated group coaching versus human-facilitated group coaching for complex interpersonal and teaming scenarios."
speakers: ["Sagar Goel", "Shubhankar Sohoni", "Lisa Krayer"]
sources: ["reskilling"]
sourceVaultSlug: "hbr-seg-reskilling"
originDay: 10
articleStem: "hbr-cl-86-genai-transform-l-and-d"
sourceUrl: "https://hbr.org/2025/09/how-gen-ai-could-transform-learning-and-development"
sourceTitle: "How Gen AI Could Transform Learning and Development"
---
# AI vs. Human Tutors for Complex Teaming Skills

## Open Question: AI vs. Human Tutors for Complex Teaming Skills

Although **53% of participants preferred** the [[concept-gen-ai-tutor]] for continuous validation and judgment-free practice (see [[claim-ai-tutor-efficiency]]), participants **explicitly said they would still prefer human tutors** for **complex topics** — specifically learning **teaming and collaboration skills in a peer-group setting**.

**The unresolved question:** Can Gen AI effectively **simulate or coach multi-agent, peer-to-peer human dynamics** — real-time group negotiation, conflict resolution, shared leadership? This is the natural boundary of the vault's otherwise-bullish thesis, and it directly tempers the contrarian claim in [[contrarian-machines-teaching-human-skills]].

**Proposed resolution path.** Run further experiments comparing **AI-facilitated** group coaching vs. **human-facilitated** group coaching for complex interpersonal and teaming scenarios.

**Enrichment / expert framing.** External evidence is consistent with the caution: AI-tutoring RCTs focus on **cognitive/procedural** skills (physics, math), not socio-emotional or leadership skills; Brookings stresses AI should **complement, not replace** human teachers in complex collaborative domains. Experts distinguish **reflection-on-action** (debriefing team experiences — where AI can help) from **live, embodied team practice** (where humans remain essential). Co-regulation, social presence, and trust are hard to replicate with current AI.