Demo data

Build Plan

Review the biggest gaps, reuse approved content first, then build only what is genuinely missing.

Illustrative data

Active gaps

74

People affected

318

Covered by approved courses

12

New courses required

7

What needs action first

Ranked using exposure, gap size, evidence confidence, and operational urgency.

1

Machine Setup & Calibration

Critical

Production · Machine Setup & Calibration, Level 1

42

people affected

24 pts

Five independent signals agree that completed training has not translated into demonstrated setup capability. The cohort is large and the gap aligns with an elevated production error signal.

94% confidence
2

Troubleshooting

High

Production · Fault Isolation & Recovery, Level 2

67

people affected

19 pts

Scenario decisions, repeated fault-code questions and downtime data converge on the same fault-isolation weakness across the largest affected cohort.

91% confidence
3

Preventive Maintenance

High

Maintenance · PM Execution & Documentation

31

people affected

14 pts

Supervisor ratings, knowledge checks and late work-order completion indicate both procedural and documentation gaps in preventive maintenance execution.

88% confidence
4

Quality Inspection

High

Quality · Visual Inspection & Defect Classification

54

people affected

14 pts

Practical checks and dialogue performance identify inconsistent measurement and defect classification, with a supporting rework signal.

85% confidence
5

Lockout/Tagout

Medium

Production · LOTO Verification Refresher

19

people affected

11 pts

Certification expiry creates immediate exposure, while scenario and near-miss evidence shows the verification step needs reinforcement.

90% confidence