Linkedin Article Draft · Mar 30–Apr 5, 2026 → Aug 10–16, 2026
ai literacy is moving. Here is the evidence, and here is what it is not.
Weekly read on Aug 10–16, 2026, with the misses included
I run a small intelligence system over job postings. It counts, it forecasts, and then it
grades its own forecasts. This is the Aug 10–16, 2026 read.
The movement
| 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 |
The forecast
- Around 10 job postings for project manager roles are expected the week of Sep 7–13, 2026 (likely range: 6–14, 80% confidence) — down from 12 the week of Aug 10–16, 2026. Confidence 0.17, review by 2026-09-13.
- Around 5 job postings for program manager roles are expected the week of Sep 7–13, 2026 (likely range: 3–7, 80% confidence) — up from 4 the week of Aug 10–16, 2026. Confidence 0.17, review by 2026-09-13.
- Around 11 job postings for product manager roles are expected the week of Sep 7–13, 2026 (likely range: 7–16, 80% confidence) — up from 7 the week of Aug 10–16, 2026. Confidence 0.17, review by 2026-09-13.
- Around 5 job postings mentioning product ownership are expected the week of Sep 7–13, 2026 (likely range: 2–8, 80% confidence) — up from 4 the week of Aug 10–16, 2026. Confidence 0.14, review by 2026-09-13.
- Around 22 job postings for scrum master roles are expected the week of Sep 7–13, 2026 (likely range: 9–35, 80% confidence) — up from 7 the week of Aug 10–16, 2026. Confidence 0.14, review by 2026-09-13.
The grade
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.
What I would actually do
- individual: Build 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)
- individual: Build 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)
Recommended images: the movement table as a simple bar chart; the accuracy record over time.
Call to action: if you track a signal that contradicts this, I would rather see it than not.
Evidence Summary
- Jobs analyzed: 0
- Companies: 0
- GitHub projects: 40
- News articles: 0
- Research papers: not collected
- Distinct sources: 1
- Last updated: 2026-08-15T01:05:40+00:00
- Confidence: not available — no linked forecast
What this does not claim ▸
I cannot see hiring outcomes, only postings. I cannot see sources I have not connected. And a four-week linear forecast cannot see an inflection coming — by construction, it will miss the turn. Those limits are in the system's own records, not just this post.
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