◆ Human Agency OD

The Human Agency Circle

Seven measurable elements form a closed loop. Human Agency isn't one of them — it's the halo around the whole loop, read from how tightly the moderating relationships hold and whether feed-forward stays earned or becomes a shortcut around them.

GC — GENERATIVE COEVOLUTION the practice that sustains agency, not a lever on it HUMAN AGENCY read from the pattern — not a node in the loop Tech Agenticness & Delegation Real-World Outcomes Leadership Perspective / ROI Organizational Governance Response governs feed-forward — bypasses Governance Response, mature orgs only Individual Sentiment Learning Modalities GV · GA · GR · GK · GL builds Competence + Hands-on Team Sentiment Organizational Sentiment
causal (outcomes → perception → governance)
governs (structural)
tributary moderator (sentiment)
capability lever (learning)
feed-forward (mature orgs only)
Human Agency — the halo

Not a node. It's the diagnosis read off the loop's pattern: tight moderation with an unused or absent feed-forward arrow reads as agency preserved; loose moderation with a strong, confidence-driven feed-forward reads as agency quietly eroding.

GC Generative Coevolution

Not a lever that moves agency — the ongoing practice that sustains it. Drawn as a ring around the halo, not an arrow into it: iterative, reflective work with AI that compounds capability while keeping human judgment central, rather than quietly ceding it.

GV–GL Learning Modalities

Five routes to building real capability — Visual, Auditory, Reading, Kinesthetic, Listening — feeding Individual Sentiment directly. The model's first prescriptive lever: not just diagnosing low Competence or Trust, but naming how to actually build them.

1 Tech Agenticness & Delegation

How much autonomy AI actually has, and how much is actually handed off in practice — the governed/dependent side of the loop.

2 Real-World Outcomes

The objective, measurable results of AI-enabled work — independent of how anyone perceives them.

3 Leadership Perspective / ROI

Leadership's belief about whether AI is "working" — can diverge from the outcomes themselves, in either direction.

4 Organizational Governance Response

The actual structural action an org takes — charters, policy, formal decision-rights — that closes the loop by acting on Tech Agenticness & Delegation. This is what "governs," in practice.

5 Individual Sentiment

A person's own attitude, resolved from behavioral signals — moderates their personal delegation behavior.

6 Team Sentiment

The aggregate sentiment mix across a team — moderates delegation through norms and peer effect.

7 Organizational Sentiment

The org-wide climate toward AI — now a tributary moderator alongside Individual and Team Sentiment, distinct from the formal Governance Response it may or may not translate into.

The Human Agency Circle — architected by Carlton L. Robinson, DBA — v2: adds the Learning Modalities lever and GC practice ring — a working sketch, not a finished model.