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Shared economy

PreviousNext

Fair contribution valuation — measurable, transparent, gaming-resistant. Every contributor owns their value.

Justice = fair access to resources based on evidence of contribution. All forms of contribution — code, docs, design, community — are valued and tracked. The same posture extends to pilot schools: MENA-10 cohort members are not customers we ship a finished product to, they are partners whose feedback shapes the platform. Their case studies, issue reports, and roadmap input are first-class contributions.

Core principles

PrincipleMeaning
Measurable valueEvery contribution has quantifiable impact
Equal respectCode, docs, and community work valued equally
Gaming resistanceThe system detects and prevents manipulation
Transparent valuationsAll formulas public, all outcomes contestable

Contribution matrix

Technical (40% weight)

CategoryPoints
Lines of codeLOC × language weight (TS 1.0, CSS 0.3, Config 0.1)
Complexity multiplierSimple 1× → Complex 2.5×
New feature10 × complexity
Bug fix5 × severity (critical 5×, minor 1×)
Refactoring3 × files affected
Test coverage2 × coverage increase %
PRD / technical docs50 × scope (feature 1×, module 3×, system 10×)
Architecture decisions (ADR)100
Performance optimisation20 × % improvement
Code review5 per substantive comment
Mentoring in review10 if reviewer teaches
Catch critical bugs50 per security / data-loss bug

Quality multipliers (max 3.9× combined): tests pass first try (1.2×) · zero review iterations (1.3×) · includes tests (1.5×) · includes docs (1.4×) · zero regressions in 30 days (1.5×).

Community (30% weight)

CategoryPoints
First response3 (encourages newcomers)
Issue clarification5
Issue resolution10 × unblocked users
Tutorial100 × depth (quick 1×, comprehensive 5×)
API docs20 × endpoints
Translation50 × language + 0.5 / key
Video / visual content150 × length (quality-adjusted)
Onboarding contributors50 per successful first PR
Forum / Discord support2 per helpful response (upvote-weighted)
Public talk / article200

Strategic (20% weight)

CategoryPoints
Accepted feature proposal50
User research30 × users interviewed
Competitive analysis40
Implemented business-model innovation100
Release coordination100 per release
Security audit200 + 50 per vulnerability

Ecosystem (10% weight)

CategoryPoints
Blog post20 × reach (1k views = 1×)
Integration / plugin150 × users
Educational content50 × students reached
Case study100

Anti-gaming

MechanismRule
Sybil preventionGitHub account > 6 months, verified email
Velocity limitMax 100 reviewed commits/day
Peer validationLarge contributions need 2+ maintainer reviews
Commit splittingIf 10+ commits could be 1, apply 0.5× multiplier
Code-churn taxCode deleted within 30 days = retroactive −50%
Test qualityTests that mock everything = 0 points
Collusion detection80%+ review overlap → human review
Circular endorsementA↔B mutual reviews = 0.7× multiplier

Transparency

  • Public ledger — every contribution generates a permanent hash recorded in git history.
  • Formula visibility — src/contribution-engine/formulas.ts is the single source of truth.
  • Monthly reports — auto-generated Markdown + PDF distributed to all contributors.
  • Dispute process — file an issue tagged valuation-review; three maintainers vote within 7 days.
  • Audit trail — auto-generated breakdown attached to every commit's metadata.
  • Historical changes — formula changes tracked in git with rationale.
  • Maintainer override — requires 2/3 vote plus public justification.

Valuation formula

Hourly rate floor: $45 USD/hour minimum (COCOMO 2024 standard).

Contribution Value = (Base Points × Quality Multiplier × Impact Factor) / Effort Hours

If Contribution Value < $45/hour → Adjusted Value = $45 × Effort Hours

Effort estimation methods: self-reported (honor system + peer validation), auto-detected via commit timestamps (GitHub API), code via COCOMO II formula. Outliers flagged — e.g. 100 lines claimed as 20 hours → manual review.

Underpayment prevention

  • Market-rate adjustment — quarterly review against Upwork / Toptal benchmarks.
  • Cost-of-living index — high-COL contributors not penalised.
  • Skill premium — senior developers receive a 1.5–2× multiplier.
  • Minimum-wage alert — earnings below local equivalent trigger an alert.
  • Profit redistribution — if margin > 40% while pay < $30/hr, profit redistributes back to contributors.
  • Annual satisfaction survey — anonymous, results published.

Non-code recognition

CategoryPoints
UI / UX mockup100 × screens
Design system500 (one-time) + 50 / component
User testing30 × tests
Accessibility audit200 + 20 / issue found
Moderation5 / hour (capped 4 hr/week — emotionally taxing)
Conflict resolution50 per resolved dispute
Policy creation100

Invisible labor

  • Meeting attendance — 10 / hour, capped 4 hr/week.
  • Email / DM support — 2 per substantive response.
  • Emotional support — peer-nominated, 50 bonus / month.

Skill development

  • 1.5× for first contribution in a new area.
  • +20% mentor receives 20% of mentee's points.
  • 2× for knowledge-transfer guides in complex areas.

Examples

Junior dev — first auth bug fix

50 lines TypeScript, critical bug, 4 hours: base 75 × quality 1.8 × impact 5 = 675 points. Raw value $67.50/hr exceeds floor, but first-contribution bonus (1.5×) lifts payout to $270.

Designer — onboarding flow

5 mockups (500) + 10-user testing (300) + Figma docs (20) = 820 points over 16 hours. Hourly $51.25 — above the $45 floor.

Community manager — monthly cycle

20 hr moderation (100) + 3 onboarded contributors (150) + 1 event (100) + 50 Discord responses (100) = 450 points over ~25 hours. Floor adjustment lifts payout to $1,125.

Revenue sharing

No traditional salaries. Hogwarts is collectively owned by contributors. When projects come in, each contributor takes their share by contribution.

LumosSourceEarnings
Per projectCustom solutions for clientsDirect share by project contribution
PartnershipsOutsourced contractsShare by contracts you fulfill
Codebase reuseReusable components used across projectsEach time your indexed components are reused (highest earner)
SaaS productsReady-to-deploy productsOngoing royalties as products scale

Expected timeline

  • Month 1–3 — learn systems, contribute, earn initial shares.
  • Month 6–12 — build reusable components, join partnerships.
  • Year 2+ — major contributor with SaaS involvement, recurring revenue.

Governance

Formula evolution

  1. Propose change via RFC.
  2. Run simulation on historical data; show impact.
  3. Public discussion period: 30 days.
  4. Vote: weighted by contribution history.
  5. Supermajority required: 67% to change core valuations.
  6. Gradual rollout: 10% test for 1 month first.

Protection against capture

  • Voting cap — no contributor exceeds 10% voting power.
  • Power decay — founding-team voting power decreases 10% per year.
  • Emergency brake — 100+ objections pause a change for review.
  • Arbitration — external mediator for major disputes.

Contestable valuations

  1. Contributor files issue: "Commit X undervalued because Y".
  2. Auto-tagged valuation-review.
  3. Three maintainers review within 7 days.
  4. Vote: adjust up / down / no change.
  5. Outcome recorded publicly with reasoning.

Lineage & references

This page is the measurement layer — how contribution is valued, anti-gaming controls, governance. The doctrinal layer — what we mean by "share economy," the intellectual lineage, and the precise Arabic-rooted vocabulary — lives in the kun strategy folder at SHARE-ECONOMY-MODEL.md. The operational spec layer — CU pool sizing, founder/operating reserves, multi-class CU schema, conversion-to-cash, Mudaraba contract template, Waqf-track activation triggers — is being formalized by Samia (R&D) for Q3 2026 and will live in databayt/revenue (not yet created).

The four references that ground the doctrine:

  • Khedr, M.H. (2019). رائد الأعمال Inside Out. Dar Don. ISBN 9789778061598. — MENA-context equity-allocation methodology.
  • Akbar, J. (in progress). قص الحق. en.jamelakbar.com · Ummatics colloquium 2024. — Huquq (rights-based access) as alternative to property-based exclusion.
  • الحركة الوطنية للبناء والتنمية. ورقة الاقتصاد التشاركي. nmbdsd.org. — Production-solidarity (التضامن في الإنتاج) as the operative principle.
  • Islamic economy primitives — Mudaraba (مضاربة), Shirkat al-A'mal (شِركة الأعمال), Waqf (وقف), Zakat-aligned Needs Fund (صندوق العون). Reference textbook: Iqbal & Mirakhor, An Introduction to Islamic Finance (Wiley, 2011); standards: AAOIFI.

The CU framework on this page expresses the shirkat al-a'mal principle (partnership of labor): contributors are owners by measured contribution, not by membership. Honest divergence from the classical structure: this model caps contributor downside — operational losses are absorbed by the operating reserve, not redistributed pro-rata to contributors.

See also

  • Contributing — commit conventions, your first PR
  • Business model — pricing, revenue, equity allocation
  • Code of conduct — community standards
  • Doctrine: kun/docs/SHARE-ECONOMY-MODEL.md — full philosophical frame and references
Business modelTraction

On This Page

Core principlesContribution matrixTechnical (40% weight)Community (30% weight)Strategic (20% weight)Ecosystem (10% weight)Anti-gamingTransparencyValuation formulaUnderpayment preventionNon-code recognitionInvisible laborSkill developmentExamplesJunior dev — first auth bug fixDesigner — onboarding flowCommunity manager — monthly cycleRevenue sharingExpected timelineGovernanceFormula evolutionProtection against captureContestable valuationsLineage & referencesSee also

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