Corporate L&D Workforce Evidence
Move beyond training completion. QLM measures whether people can apply skills in scenarios, where gaps concentrate, and what to reinforce next.
Skills gap assessments take weeks and measure the wrong things
Annual competency reviews use self-assessment surveys that measure confidence, not competence. QLM's adaptive assessment identifies real gaps in 20 minutes with IRT-calibrated precision.
Skills Gap Assessment: Adaptive competency assessment across technical, leadership, compliance, and soft skills. Converges to skill profile in 20 minutes.
Training ROI is unmeasurable
L&D budgets are the first cut because nobody can prove they work. QLM measures pre/post competency change at the skill level, connecting training investment to measurable capability improvement.
Training ROI Measurer: Pre/post competency measurement with statistical significance testing. Links training programs to specific skill improvements.
Skills decay silently until a crisis reveals them
Employees complete training, check the box, and knowledge fades. QLM detects decay before it becomes a liability — flagging skills that need refresh based on Ebbinghaus forgetting curves calibrated to your workforce.
Skill Decay Detector: Continuous competency monitoring with decay alerts. Ebbinghaus-calibrated forgetting curves per skill per employee.
Learning paths are generic, not personalized
One-size-fits-all curricula waste time on skills employees already have and skip prerequisite gaps. QLM sequences learning modules by measured need, not assumed need.
Learning Path Optimizer: Prerequisite-aware module sequencing optimized for measured skill gaps. Adaptive difficulty progression.
Workforce readiness is a spreadsheet, not a signal
HR tracks certifications and course completions — not actual readiness for the roles that matter. QLM provides real-time readiness scoring by role, team, and organization.
Workforce Readiness Dashboard: Real-time readiness scoring by role, team, and org. Succession depth analysis with competency-based gap identification.