Methodology
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.
Sessions
Completed peer sessions where you teach or learn a skill. The strongest signal because it proves live, interactive competence.
Assessments
Structured skill tests administered through the platform. Verifies knowledge depth on specific topics.
Endorsements
Peer endorsements weighted by the endorser's own SCI score. Creates a credibility network, not a popularity contest.
External Proofs
Verifiable artifacts from outside Lemma: GitHub repos, published papers, certifications, portfolio links.
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
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
Deep dives
Skill Credibility Index
How SCI scoring works: five evidence types, weighting, tier thresholds, and recency decay.
Trust Tiers
Five tiers from Newcomer to Authority. What each means, what evidence is required, and what it enables.
Evidence Taxonomy
Sessions, assessments, endorsements, external proofs, and portfolio artifacts. How each contributes to SCI.
Smart Matching
How the matching algorithm pairs learners with the right teachers based on skill, goals, and availability.
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.
Start proving what you know.
Early access is rolling out for individuals and teams. No credit card, no PDFs — just the things you made, made visible.