Define demand
20 competencies with O*NET 31.0 provenance, local targets, assessment standards, owners, and versions.
Target 4.12
Executive brief · Synthetic workforce lab
A governed L&D planner connecting skill demand, talent calibration, individual development, and operational evidence.
Workforce
70
Synthetic profiles
Mastery
81.4%
Active IDPs
58
One connected operating system
20 competencies with O*NET 31.0 provenance, local targets, assessment standards, owners, and versions.
Target 4.12
Source-reconciled proficiency evidence converts current capability into a visible development queue.
Current 3.64 · gap -0.48
30/60/90-day milestones connect practice, mentor feedback, protected learning time, and reassessment.
70 governed plans
Reaction, learning, behavior, and results remain distinct—completion never silently becomes mastery.
L2 88.6%
Transparent talent calibration
14
Star Talent profiles
Four levels · Four different questions
L1 · REACTION
4.6
92% satisfaction signal
Was the experience relevant and usable?
L2 · LEARNING
88.6%
Synthetic score mean
What knowledge or skill changed?
L3 · BEHAVIOR
81.4%
Aggregate mastery
Is critical behavior visible on the job?
L4 · RESULTS
+24.6%
Yield · scrap -18.2%
₹4.8 lakhs savings at governed cohort grain.
Association ≠ causation
Production readiness
The portfolio proves the information architecture. A real implementation earns trust through local validation, employee voice, secure access, and evaluation discipline.
Behavior anchors, assessors, access needs, and targets.
Explanation, correction, challenge, and human review.
Versioning, idempotency, reconciliation, and rollback.
Outcome window, comparison logic, and confounder log.