RoleMath Labs publishes small, auditable experiments from RoleMath, an
evidence-backed technical certification decision product. Version 0.2.0 adds an indexable public
case study, methodology, and data landing page while keeping the client-only Certification Fit
Check noindex, follow.
Stable site: https://lexshick.github.io/rolemath-labs/
- Product and operations case study
- Methodology and limitations
- Data landing
- Certification Fit Check (
noindex)
The Labs release and dataset content revision are v0.2.0. The dataset
contains 50 fact records. Each consequential field retains an attributable source
and checked date where available. A route_identifier is a stable RoleMath identifier, not proof
that a public page exists. rolemath_url is non-null only when the exact route appeared in the
310-URL RoleMath sitemap observed on 2026-08-10; that does not prove Google indexing or traffic.
- Certification-caused salary, hiring, placement, pass rate, or return on investment.
- Current training seats, provider willingness, a provider relationship, or complete market coverage.
- Traffic, users, leads, conversions, revenue, or employment outcomes for RoleMath.
Unknown values remain unknown when RoleMath did not find a current attributable value. Occupation statistics describe the mapped occupation—not credential holders—and do not prove a credential caused the observed pay or employment measure.
Data and documentation are licensed under CC BY 4.0. The small static site and Fit Check display code are licensed under MIT.