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How Lemma verifies skills.

Our methodology is public because trust systems that hide their logic deserve no trust. Here is exactly how we turn skill demonstrations into verifiable proof.

Skill growth leads to proof. Proof leads to trust. Trust leads to opportunity.

The problem

Most skill verification systems rely on self-reporting or one-time assessments. LinkedIn endorsements cost nothing to give and mean nothing to receive. Certificates prove you passed a test on one day, not that you retained the knowledge. Resumes are unverified by design.

Our philosophy

Skill credibility must be earned through repeated, observable behavior over time. A single data point is noise. A pattern of consistent evidence is signal. We measure the pattern.

Trust is not a feature. It is an emergent property of honest measurement applied consistently.

The approach

Every interaction on Lemma generates an immutable evidence event. Sessions, peer endorsements, assessment results, external proofs, and portfolio artifacts are each weighted and combined into a single composite score: the Skill Credibility Index.

SCI is event-sourced. That means we can replay every score from raw events, detect drift, and guarantee that no score was arbitrarily assigned. The formula is versioned and deterministic. Same inputs, same output, every time.

Evidence over opinion

We track five distinct evidence types, each capturing a different dimension of skill credibility. Sessions prove you can teach or apply a skill live. Endorsements carry weight proportional to the endorser's own credibility. External proofs anchor your skill claim to artifacts outside Lemma.

The result

A portable, verifiable Skill Passport that an employer can check in seconds. Not a badge wall. Not a points gamification system. A transparent record of demonstrated competence, scored by an algorithm you can read, built on evidence you can inspect.

How verification works

Activity

Sessions, proofs, endorsements

Evidence log

Immutable, event-sourced

SCI score

Weighted composite, 0-1000

Verified Passport

Portable, employer-ready

How SCI works

The Skill Credibility Index is a weighted composite of five evidence signals, each normalized to a 0-1000 scale. Recent evidence carries more weight through exponential decay with a 90-day half-life.

40%

Sessions

Completed peer sessions where you teach or learn a skill. The strongest signal because it proves live, interactive competence.

20%

Assessments

Structured skill tests administered through the platform. Verifies knowledge depth on specific topics.

15%

Endorsements

Peer endorsements weighted by the endorser's own SCI score. Creates a credibility network, not a popularity contest.

15%

External Proofs

Verifiable artifacts from outside Lemma: GitHub repos, published papers, certifications, portfolio links.

10%

Portfolio

Work samples uploaded to your Skill Passport. Tangible evidence of applied skill.

Trust Tiers

Five tiers from Newcomer to Authority, each representing a distinct level of demonstrated competence. Tiers are derived directly from SCI score — no separate application required.

Newcomer

0-99

Proven

100-29

Verified

35-54

Expert

500-799

Authority

800-1000

Full Trust Tiers breakdown

Smart Matching

The matching algorithm pairs you with the right person based on six weighted factors. Matches below a quality threshold are filtered out entirely.

Skill alignment

Primary

Skill level compatibility

High

Goal complementarity

Medium

Timezone overlap

Medium

Session history

Medium

Language match

Low

Methodology FAQ

Yes. The scoring formula, evidence weights, tier thresholds, and recency decay parameters are documented publicly. We believe trust systems that hide their logic deserve no trust.

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