Learning course | System Canvas

Six-module course · theory-optional · v0.3

Visual lesson: implicit cybernetics in one canvas

The same spatial arrangement should remain recognizable from a beginner’s overview to an expert’s dynamic model. Start with left-to-right capacity → operations → outcomes. Introduce governance above, viability and evaluation below, and feedback looping back only when the learner asks what directs, sustains or corrects the system.

flowchart LR
  A["Capacity"] --> B["Operations"] --> C["Outcomes"]
  C -. "Observation and feedback" .-> A

Progressive exercise: (1) identify inputs/outputs without jargon; (2) mark where resources accumulate and flow; (3) distinguish measurement from control; (4) add rules, goals and legitimacy; (5) find a Meadows-inspired leverage category and name the evidence needed to test an intervention. Preserve the same entities across each view. This is a teaching progression, not a statement that all systems work in the same way.

Compare with the Business Model Canvas’s implicit value architecture and with C4’s audience-based levels, while using IAD, VSM/ECM and 4EM as substantive models where their distinctions matter.

Learning design: progressively disclose complexity

The default learner path is practical: recognize a problem → sketch the smallest useful boundary → propose a reproducing mechanism → check who benefits, decides and bears costs → choose what to change → gather evidence and revise. The four practitioner capabilities are analysis, diagnosis, evaluation and refinement. The six lenses and five moves are scaffolds, not material students must memorize before doing an exercise.

Layer	What the learner sees	When to disclose more
Orientation	One question, one simple picture, one decision	A stakeholder cannot understand the boundary or result
Working diagnosis	Relevant actors, mechanism, competing explanation and evidence tags	The causal explanation remains ambiguous
Focused analytical view	One or two of the six lenses	Rules, information, power or feedback matter to the mechanism
Theoretical depth	IAD, VSM/ECM, 4EM, causal inference, second-order cybernetics or open games	A student needs greater precision, comparative critique or predictive structure

Visual grammar: C4-style zoom and stable actor identity; Business Model Canvas-style workshop orientation; 4EM/ArchiMate-style linked viewpoints. Do not transplant jargon or the full diagrams as prerequisites.

Teaching an honest simplification

A one-page diagram must support a real judgment, not erase uncertainty. Each worked example should include: (1) the smallest adequate diagram, (2) a case where it produces a wrong or incomplete inference, (3) the single additional view that fixes the problem, and (4) the evidence required to assess that inference.

Before optional theory, learners should be able to answer: Which relationships are observed? Which mechanisms are hypothetical? Who could act? What would change your mind?

Expanded learning assessment

Retain the existing rubric and independently measure time-to-competence, correctness on an unseen case, diagram comprehension versus diagnostic performance, ability to select only relevant views, unnecessary modeling effort, cognitive workload, and error patterns. Compare with realistic instruction in IAD, VSM, 4EM or a standard organizational workshop—not only unaided learners.

Learning outcome

Independently frame a bounded problem, identify a defensible reproducing mechanism, compare interventions, and propose evidence-based evaluation. No prior mathematical systems theory required.

Teaching pattern: worked example → guided exercise → independent transfer. Every module produces a visual artifact; optional theory is never a prerequisite.

Module	Case and core skill	Artifact	Optional theory
1. Boundaries	Chess match → tournament → rankings → career	Boundary/interface map	General systems theory; compositional games
2. Feedback	Journalistic content and platform distribution	Causal hypothesis loop with evidence tags	Cybernetics; causal inference
3. Knowing and deciding	Contested newsroom claim: evidence, editors, audience	Evidence chain and authority matrix	Epistemic and deontic logic; IAD
4. Competing games	Dating apps: users, platform and matching incentives	Goal-conflict and strategic-interaction sketch	Game theory; information economics
5. Recursive governance	Workers perform operations while others set rules	Power / decision-rights map and redesign	Second-order cybernetics; VSM
6. Intervention	Revisit journalism with a proposed redesign	Intervention and evaluation plan	Program evaluation; Goodhart effects

Plan approximately 60–90 minutes per module, adjusted after pilots.

Module exercises

1 — Chess: what changes when the boundary changes?

Map a match, the tournament that scores it, and a wider ratings ecosystem. Trace points, reputation, invitations or money across boundaries. Distinguish containment from participation. Check: Can someone else identify the interfaces?

2 — Journalism: explain a recurring outcome

Draw a hypothetical loop: engagement ranking → visibility rewards → publisher adaptation → content patterns → engagement data. Mark links observed, source-supported, hypothesized, or unknown. Provide a competing explanation. Check: What evidence could falsify your loop?

3 — Newsroom: knowledge versus authority

Trace source → assertion → verification → publication → audience belief. Identify who can approve, correct, appeal or enforce standards. Check: Have you separated popularity and credibility from accuracy?

4 — Dating app: conflicting goals

Compare participant goals and platform operational targets without assuming actual proprietary ranking behavior. Which information is asymmetric? Which agents can alter rules? Check: Are claims about actual algorithms sourced?

5 — Organizational governance: who regulates?

Identify agents doing the work, stakeholders allocating authority, and people bearing costs. Compare performance metrics, appeals, and participatory governance; ask who regulates the regulator. Check: Are legitimacy and resource distribution considered?

6 — Redesign: make a falsifiable proposal

Choose one intervention from the journalism scenario. Record the actor empowered to implement it, expected causal mechanism, baseline, outcome measures, possible harms, stopping criteria and alternatives. Check: Could an independent evaluator identify a negative result?

Capstone

Choose a real bounded issue such as maintenance reporting, school feedback, workplace decisions or content ranking. Complete the worksheet. Present: (a) actors and boundary; (b) evidence-based mechanism and rival hypotheses; (c) two redesigns and tradeoffs; (d) test and safeguards; (e) second-order regulator critique.

Rubric (0–3 each): boundary clarity; evidence discipline; mechanism justification; attention to goals and authority; intervention fit; evaluation and side effects. Maximum 18, to be revised with teaching pilots.

Collecting course evidence

With consent: save anonymized artifacts, time-to-completion, confusion points, unsupported claims, rubric scores and independent transfer performance. Satisfaction alone is not validation. Compare with a credible conventional workshop or baseline method when feasible.

See validation protocol.