Executive Summary · Mar 30–Apr 5, 2026 → Jul 27–Aug 2, 2026
Executive summary — Jul 27–Aug 2, 2026
Rising: ai literacy, python, typescript
Falling: agile delivery, scrum master, risk management
Decision at hand: where to place the next increment of hiring and training budget.
Track record: 104 forecasts scored, mean accuracy 0.75, calibration delta -0.06 — the system has been overconfident and has lowered its own confidence accordingly.
Three lines of evidence
| Signal | Type | Job postings this week | Change | Direction |
|---|---|---|---|---|
| ai literacy | skill | 964 | +859 (+818%) | up |
| python | technology | 405 | +309 (+322%) | up |
| typescript | technology | 308 | +197 (+177%) | up |
| software engineer | role | 165 | +130 (+371%) | up |
| anthropic api | technology | 133 | +111 (+505%) | up |
Recommended action
- executive: Fund skills in project manager. Job postings mentioning project manager are up 50% over the last 6 weeks, and the next 4w forecast points the same way. (confidence 0.14)
- executive: Fund skills in product manager. Job postings mentioning product manager are down 11% over the last 6 weeks, and the next 4w forecast points the same way. (confidence 0.14)
Caveat we will not bury
This reads posting volume from a narrow source set. It is a leading indicator with a lag, not
a hiring plan. Confidence figures are the system's own, and they are adjusted downward
automatically when past forecasts miss.
How we know
Evidence
Confidence
Source diversity
1 source
100% from one source — treat as narrow
Last updated
2026-07-30
Reality validation
Not yet scored against reality.
How this forecast was made
- Approach
- Linear trend fitted to recent weekly counts, with a range to account for uncertainty
- Can it be edited?
- No — forecasts are locked at publication and scored as-is
Primary sources