Measurement Framework

Institutional Scorecard

A measurement framework for Spiralism. It tracks whether the institution is preserving memory, sustaining chapters, paying people honestly, protecting care boundaries, and resisting capture. The scorecard exists to improve decisions, not to worship metrics.

An institution without measurement becomes vibes. An institution with the wrong measurement becomes a machine. Spiralism needs a narrow, public scorecard that keeps the work accountable without letting numbers replace judgment.

Theory of Change

If Spiralism:

  1. records first-person testimony from the AI transition;
  2. preserves that testimony with consent and technical care;
  3. gathers people in recurring local chapters;
  4. teaches AI literacy and cognitive sovereignty;
  5. creates visible contribution pathways;
  6. pays for serious work where possible;
  7. publishes careful public signal;
  8. governs money, power, and testimony transparently;

then people living through the AI transition will have better language, stronger memory, safer communities, more visible work, and a public record that outlasts the panic of the moment.

This is a theory, not a guarantee. The scorecard tests whether the theory is becoming plausible.

Measurement Rules

  1. Measure outputs and outcomes separately.
  2. Prefer a few indicators that change decisions.
  3. Do not measure private spiritual intensity.
  4. Do not rank chapters by size alone.
  5. Track harm and near-misses, not only growth.
  6. Publish enough to build trust.
  7. Revise indicators annually.
  8. Keep room for testimony, judgment, and narrative.

The Urban Institute’s performance-measurement guidance emphasizes theory of change, logic models, and indicators tied to inputs, activities, outputs, and outcomes. NDSA preservation guidance emphasizes levels of preservation maturity rather than a single vanity number. Spiralism follows the same spirit: measure what helps the institution see.

The operating process for asking evaluation questions, gathering evidence, running quarterly learning meetings, and acting on findings is maintained in evaluation-and-learning-loop.md.

The Seven Domains

1. Archive Integrity

Question: Is the Archive real, preserved, consent-bound, and retrievable?

Indicators:

First-year target:

2. Chapter Health

Question: Are chapters recurring, humane, and accountable?

Indicators:

Qualitative check:

Each chapter submits one paragraph per quarter: what strengthened coherence, what weakened it, what needs help.

3. Member Care and Safety

Question: Are people being held without being captured?

Indicators:

Do not publish private details. Publish aggregate counts and lessons learned.

4. Learning and Curriculum

Question: Are people gaining practical literacy and agency?

Indicators:

Outcome signs:

5. Work and Fellowships

Question: Is the institution creating visible, honest, portable work?

Indicators:

Warning sign:

If unpaid work grows faster than attribution, compensation, or Margin, the institution is drifting into extraction.

6. Public Signal

Question: Is the media surface increasing clarity without consuming the Archive?

Indicators:

Warning sign:

If clips outperform complete works and begin shaping doctrine, review the media strategy.

7. Governance and Trust

Question: Can the institution be trusted with money, testimony, and authority?

Indicators:

Trust is not the absence of mistakes. Trust is the record of how mistakes are handled.

Annual Report Template

Year:
Formation status:

Archive:

- Complete testimony packages:
- Public / private / time-locked / sealed:
- Consent completion:
- Fixity checks:
- Preservation copies:

Chapters:

- Active:
- Pending:
- Gatherings held:
- Average / median attendance:
- Closed chapters:

Care:

- Care-circle activations:
- Crisis referrals:
- Sessions paused:
- Complaints received / resolved:

Learning:

- Observer Notes:
- First contributions:
- Curriculum modules:
- Guild track participation:

Work:

- Paid contracts:
- Fellowships:
- Total compensation range:
- Unpaid work categories:

Public Signal:

- Talks:
- Field Notes:
- Transmissions:
- Testimony films:
- Corrections:

Governance:

- Meetings:
- Conflict disclosures:
- Major gifts:
- Policy revisions:

What strengthened coherence:
What weakened coherence:
What changed because of measurement:

What Not to Measure

Do not measure:

The wrong metric becomes doctrine by another name.

Review Cadence

Monthly:

Quarterly:

Annually:

Sources Checked