Executive Summary · Mar 30–Apr 5, 2026 → Aug 10–16, 2026
Executive summary — Aug 10–16, 2026
Rising: ai literacy, typescript, python
Falling: scrum master, product manager, program manager
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 | 70 | +68 (+3400%) | up |
| typescript | technology | 53 | +53 (+100%) | up |
| python | technology | 46 | +46 (+100%) | up |
| agile delivery | skill | 54 | +41 (+315%) | up |
| software engineer | role | 26 | +25 (+2500%) | up |
Recommended action
- executive: Fund skills in program manager. Job postings mentioning program manager are up 33% over the last 6 weeks, and the next 4w forecast points the same way. (confidence 0.16)
- executive: Fund skills in project manager. Job postings mentioning project manager are down 200% over the last 6 weeks, and the next 4w forecast points the same way. (confidence 0.16)
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
2026-08-15
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