Pre-service training
AI-related training before entry into professional practice.
INTERACTIVE STUDY · BRAIN
AI Workforce Readiness Lab
Investigate how pre-service and in-service AI training relate to health-system AI implementation across 50 WHO European Region countries.
◎ Your mission:
- Explore the training landscape.
- Rebuild the study's AI readiness indicators.
- Separate statistical evidence from overclaim.
50Countries
2Training stages
3AI dimensions
2025Reporting period
In-service training
AI-related education or professional development for health professionals already working in the system.
Your objective
Find the primary comparison that remained statistically significant after Holm correction.
DATA EXPLORATION
AI Training Landscape
Explore how pre-service and in-service AI training were positioned across 50 WHO European Region countries. Switch between training stages, compare the reported distributions, then test what the descriptive data can—and cannot—tell you.
◎ Your goal:
- Explore the two training stages.
- Compare the four reported categories.
- Interpret the descriptive pattern before entering the Evidence Lab.
Explore the reported training landscape
PRE-SERVICE TRAINING50 country responsesReported distribution in Table 2
50 countries in total
WHO European Region
WHO European Region
◉ What do you notice?
Read the descriptive distribution before looking at statistical tests.
Which statement is supported by Table 2 alone?
Choose the statement that stays within what the descriptive data show.
Study key
Pre-service: 13 No · 16 Under development · 10 Yes · 11 Don’t know
In-service: 15 No · 12 Under development · 12 Yes · 11 Don’t know
CONSTRUCT BUILDER
Build the AI Index
Sort each AIRA item into the construct used by the researchers.
Scanner rule
Implementation = use cases. Opportunity = perceived benefits. Barrier burden = obstacles to adoption.
Choose the construct that matches the item.
EVIDENCE LAB
Test the Statistical Evidence
Make a prediction, avoid the multiplicity trap, then identify the pairwise differences behind the main result.
3 linked challenges
Your answers unlock the next stage of the evidence trail.
Which comparison produced the clearest statistically supported evidence?
Lock in your prediction.
.0167RAW p
Pre-service training × AI Implementation.
Is this significant evidence in the primary analysis?
Which in-service training groups differed in AI implementation?
INTERPRETATION LAB
Causality & Claims
Separate a supported association from causal explanations and overclaim.
Can this study prove direction?
Evidence or Overclaim?
FINAL MISSION
Final Evidence Verdict
Sort the final statements into what the study knows, suspects, and cannot claim.