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Closed observation window · 2026-W32

Aug 3–9, 2026

A frozen snapshot: the Rising and Falling tables as they were computed for this week, and every forecast that was scored against what actually happened in it.

2026-W32

Rising

SignalCountChangeEvidence
product ownershipskill6mentions▲ +5+500%View evidence
program managerrole6mentions▲ +4+200%View evidence
machine learningskill3mentions▲ +3+100%View evidence
engineering managerrole4mentions▲ +2+100%View evidence
ml engineerrole3mentions▲ +1+50%View evidence

2026-W32

Falling

SignalCountChangeEvidence
software engineerrole6mentions▼ -16-73%View evidence
securityskill7mentions▼ -9-56%View evidence
cloud architectureskill1mentions▼ -7-88%View evidence
data analysisskill4mentions▼ -6-60%View evidence
automationskill0mentions▼ -5-100%View evidence

22 forecasts

Scored against this window

ForecastTargetPredictedActualAccuracyDirection
Around 1 job postings mentioning ai literacy are expected the week of Aug 3–9, 2026 (likely range: 0–2, 80% coverage) — up from 0 the week of Jul 6–12, 2026.Aug 3–9, 20260.91246%correct
Around 1 job postings mentioning python are expected the week of Aug 3–9, 2026 (likely range: 0–1, 80% coverage) — up from 0 the week of Jul 6–12, 2026.Aug 3–9, 20260.53047%missed
Around 0 job postings mentioning typescript are expected the week of Aug 3–9, 2026 (likely range: 0–1, 80% coverage) — roughly flat from 0 the week of Jul 6–12, 2026.Aug 3–9, 20260.22078%correct
Around 1 job postings for software engineer roles are expected the week of Aug 3–9, 2026 (likely range: 0–3, 80% coverage) — up from 0 the week of Jul 6–12, 2026.Aug 3–9, 20261.23181%correct
Around 20 job postings mentioning agile delivery are expected the week of Aug 3–9, 2026 (likely range: 4–36, 80% coverage) — down from 40 the week of Jul 6–12, 2026.Aug 3–9, 202620.321364%correct
Around 2 job postings mentioning automation are expected the week of Aug 3–9, 2026 (likely range: 1–2, 80% coverage) — roughly flat from 2 the week of Jul 6–12, 2026.Aug 3–9, 20261.5100%missed
Around 1 job postings mentioning react are expected the week of Aug 3–9, 2026 (likely range: 0–2, 80% coverage) — up from 0 the week of Jul 6–12, 2026.Aug 3–9, 20260.83183%correct
Around 2 job postings mentioning security are expected the week of Aug 3–9, 2026 (likely range: 0–3, 80% coverage) — up from 1 the week of Jul 6–12, 2026.Aug 3–9, 20261.55531%correct
Around 18 job postings for scrum master roles are expected the week of Aug 3–9, 2026 (likely range: 4–31, 80% coverage) — down from 34 the week of Jul 6–12, 2026.Aug 3–9, 202617.661268%correct
Around 2 job postings mentioning data analysis are expected the week of Aug 3–9, 2026 (likely range: 0–3, 80% coverage) — up from 1 the week of Jul 6–12, 2026.Aug 3–9, 20261.55278%correct
Around 1 job postings mentioning docker are expected the week of Aug 3–9, 2026 (likely range: 0–1, 80% coverage) — up from 0 the week of Jul 6–12, 2026.Aug 3–9, 20260.53047%missed
Around 1 job postings mentioning cloud architecture are expected the week of Aug 3–9, 2026 (likely range: 0–2, 80% coverage) — up from 0 the week of Jul 6–12, 2026.Aug 3–9, 20260.83183%correct
Around 0 job postings mentioning postgresql are expected the week of Aug 3–9, 2026 (likely range: 0–1, 80% coverage) — roughly flat from 0 the week of Jul 6–12, 2026.Aug 3–9, 20260.22078%correct
Around 5 job postings for product manager roles are expected the week of Aug 3–9, 2026 (likely range: 0–10, 80% coverage) — up from 4 the week of Jul 6–12, 2026.Aug 3–9, 202651050%correct
Around 4 job postings for project manager roles are expected the week of Aug 3–9, 2026 (likely range: 1–6, 80% coverage) — down from 6 the week of Jul 6–12, 2026.Aug 3–9, 20263.56489%correct
Around 0 job postings mentioning machine learning are expected the week of Aug 3–9, 2026 (likely range: 0–1, 80% coverage) — down from 1 the week of Jul 6–12, 2026.Aug 3–9, 20260.34217%missed
Around 0 job postings mentioning kubernetes are expected the week of Aug 3–9, 2026 (likely range: 0–1, 80% coverage) — roughly flat from 0 the week of Jul 6–12, 2026.Aug 3–9, 20260.3070%correct
Around 1 job postings mentioning aws are expected the week of Aug 3–9, 2026 (likely range: 0–2, 80% coverage) — up from 0 the week of Jul 6–12, 2026.Aug 3–9, 20260.83183%correct
Around 1 job postings mentioning product ownership are expected the week of Aug 3–9, 2026 (likely range: 0–3, 80% coverage) — up from 0 the week of Jul 6–12, 2026.Aug 3–9, 20261.21524%correct
Around 3 job postings for program manager roles are expected the week of Aug 3–9, 2026 (likely range: 1–5, 80% coverage) — down from 4 the week of Jul 6–12, 2026.Aug 3–9, 20262.58643%missed
Around 0 job postings mentioning azure are expected the week of Aug 3–9, 2026 (likely range: 0–1, 80% coverage) — roughly flat from 0 the week of Jul 6–12, 2026.Aug 3–9, 20260.22078%correct
Around 0 job postings mentioning program management are expected the week of Aug 3–9, 2026 (likely range: 0–0, 80% coverage) — roughly flat from 0 the week of Jul 6–12, 2026.Aug 3–9, 20260.0414%missed