Research & Frameworks

Reference material built to be inspected, reused and cited.

Konnected publishes its readiness models, evidence definitions and first-party platform inventory with explicit limits. No tiny sample dressed up as a workforce trend. Civilization survives another chart.

Production learning inventory · 9 Sep 2026

What exists in the learning system today.

4 programs

Production program records across Konnected Learn.

46 courses

Course records connected to the learning hierarchy.

249 modules

Modules organized under course versions.

643 learning objects

Structured learning objects across the production curriculum.

238 questions

Question records supporting formative and formal assessment structures.

86 competencies

Competency records represented in the learning model.

These are aggregate product-inventory counts from Konnected’s production database. They do not represent candidate performance, hiring outcomes, employer demand or market share.

Publication standard

What we will and will not claim from first-party data.

Publish structure early

System inventory and methodology can be published without exposing candidate-level information.

Suppress weak samples

Candidate trends, employer demand and hiring outcomes wait until the sample and data quality are meaningful.

Keep measures separate

Learning, assessment, verification, practical competence and hiring outcomes remain distinct metrics.

Citation guidance

Reference the exact page, date and framework name.

Partners may cite public Konnected framework and research pages by title and URL. When a page reports a dated inventory or data release, preserve the stated date, definitions and limitations. Do not convert a platform inventory count into a candidate-outcome claim.

Partnerships