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Traditional training methods
- One‑size‑fits‑all instruction
Training content is standardized, with limited adaptation to individual learners or roles.
- Instructor‑dependent quality
Training effectiveness depends heavily on the experience and availability of instructors or mentors.
- Limited insight into task execution
It’s difficult to see exactly what learners focus on during complex, hands‑on tasks.
- Time‑intensive shadowing
New employees require extended periods of shadowing experts to learn effectively.
- Subjective performance reviews
Assessments rely on observation, checklists, or self‑reporting.
- Delayed training improvements
Training updates are based on aggregated feedback rather than real performance data.
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