---
id: "contrarian-training-vs-capability"
type: "contrarian-insight"
source_timestamps: ["¶4"]
tags: ["hr-strategy", "metrics"]
related: ["concept-capability-mirage", "prereq-traditional-ld-metrics"]
challenges: "The conventional view that high completion rates on mandatory e-learning or classroom training indicate a successfully upskilled workforce."
sources: ["reskilling"]
sourceVaultSlug: "hbr-seg-reskilling"
originDay: 10
articleStem: "hbr-edu-33-new-tools-workforce-training"
sourceUrl: "https://hbr.org/2025/12/the-new-tools-that-can-improve-workforce-training"
sourceTitle: "The New Tools That Can Improve Workforce Training"
---
# Contrarian: Training Completion ≠ Capability Acquisition

## Contrarian: Training Completion ≠ Capability Acquisition

**Challenges:** the conventional view that high **completion rates** on mandatory e-learning or classroom training indicate a successfully upskilled workforce.

**The argument:** Conventional HR and L&D departments measure upskilling success by tracking completion rates and certificate issuance. The author argues this is a [[concept-capability-mirage|capability mirage]] — passive training for complex tools yields **almost zero practical capability** because of [[concept-forgetting-curve|the forgetting curve]]. The fix is to measure *capability* (scenario completion, applied confidence, task times) and tie it to reviews — see [[action-tie-xr-to-performance]].

> **External grounding:** Strongly consistent with mainstream L&D and organizational-behavior theory: Kirkpatrick's Four Levels separate *learning* from *behavior* and *results*; Argyris & Schön distinguish **espoused theory** (training, policies) from **theory-in-use** (actual behavior); Lave & Wenger's situated learning holds that skill requires participation in real or simulated practice. The critique is directionally robust.