---
type: "synthesis"
tags: ["metrics", "measurement", "roi", "open-frontier"]
articles: ["a038", "a040", "a042", "a052", "a078", "a079"]
id: "cross-measurement-problem"
sources: ["adoption"]
sourceVaultSlug: "hbr-seg-adoption"
originDay: 9
articleStem: "hbr-seg-adoption"
sourceUrl: "(unified vault: 11 sources)"
sourceTitle: "HBR — People Ⅲ-A · Adoption / trust / literacy / psych-safety"
---
A quietly unifying frontier: the corpus repeatedly argues that organizations measure the *wrong thing*, and each article proposes a replacement — but no shared standard emerges.

- **A078** is bluntest: [[claim-traditional-training-metrics-fail]] — hours logged and courses completed capture *exposure, not capability*. Replace with human-AI collaboration signals: handoff speed, exception resolution, validation/correction frequency ([[action-track-human-ai-handoffs]], [[quote-measure-what-workers-do]]).
- **A040** proposes measuring *trust behaviorally* via the four factors ([[action-measure-trust-factors]], [[framework-four-factors-trust]]).
- **A052** reframes usage analytics as a *psychological health check* rather than pure ROI ([[action-monitor-coping]]).
- **A079** wants to measure *team effectiveness and learning velocity*, not AI-performance metrics ([[question-measuring-ai-team-effectiveness]]).
- **A038** poses the board-level version: [[question-measuring-ai-roi]] — how to measure ROI without forcing performative use (adoption seats vs. outcome metrics).
- **A042** adds the hardest instance: [[question-measuring-empathy-roi]].

Synthesis: everyone rejects vanity/adoption metrics; the *positive* proposals split into three families — behavioral trust (A040), operational collaboration (A078), and human/team well-being (A052/A079). No article reconciles them, and A038's counter-perspective ([[counter-adoption-metrics-early]]) notes crude adoption metrics may be *necessary early* to justify investment. This is the corpus's largest open methodological gap and connects to the incentive-redesign lever ([[cross-incentives-metrics-redesign]]).