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📡 Forecast Intelligence

What Happens Next?

Evidence-backed forecasts of where the job market is heading.

We don't just make predictions. We come back and check them.

Forecast · Nov 9–15, 2026~15 postings · Change Management + Project ManagementObservedForecastToday
📈

649

Forecasts published

All time

✓

386

Resolved forecasts

59% of total

◎

37%

Mean accuracy

Across resolved

✓

176

Confirmed

46% of resolved

◐

95

Partially confirmed

25% of resolved

✕

115

Missed

30% of resolved

🔒

0

Forecasts edited

Always published as-is

We're projecting rising demand for Cloud Architecture and cooling demand for Change Management — 386 past forecasts scored so far at 37% mean accuracy.

How this is measured

Forecasts are immutable once published — never edited, never quietly withdrawn. When the target period arrives each one is scored against the observed count, and the misses stay on this page alongside the hits.

What's Coming

Most important active forecasts, by evidence — target week Nov 9–15, 2026

View all 263 active forecasts →
Change Management + Project Management↓ Cooling

Down from 75 postings the week of Oct 12–18, 2026.

~15postings

Expected Nov 9–15, 2026

Range (80% coverage)0 – 35
Evidence40+ records
Signal maturityEarly signal
Typeskill_combination
View forecast →
Process Improvement + Risk Management↓ Cooling

Down from 41 postings the week of Oct 12–18, 2026.

~14postings

Expected Nov 9–15, 2026

Range (80% coverage)0 – 32
Evidence40+ records
Signal maturityEarly signal
Typeskill_combination
View forecast →
Communication + Stakeholder Management↓ Cooling

Down from 61 postings the week of Oct 12–18, 2026.

~15postings

Expected Nov 9–15, 2026

Range (80% coverage)0 – 38
Evidence40+ records
Signal maturityEarly signal
Typeskill_combination
View forecast →
Team Leadership↓ Cooling

Down from 93 postings the week of Oct 12–18, 2026.

~14postings

Expected Nov 9–15, 2026

Range (80% coverage)0 – 34
Evidence40+ records
Signal maturityEarly signal
Typeskill
View forecast →

Can SHIOS predict the market?

Forecast accuracy by resolution week

30%

Mean accuracy · 386 resolved

262728293031323334353738394041
Needs Improvement reliability

Forecast scorecard

Outcomes across 386 resolved forecasts

Confirmed
176 (46%)
Partially confirmed
95 (25%)
Missed
115 (30%)

We keep our misses on the table. Forecast quality is judged on all 386, not just the wins.

How forecasting works

Every forecast follows the same six steps

  1. 1Evidence — collect real signals from the market
  2. 2Trend — analyze recent weekly movement
  3. 3Forecast — project what's likely next, with a range
  4. 4Publish — lock the forecast as-is, no edits
  5. 5Reality — wait for the target period to arrive
  6. 6Score — grade accuracy, recalibrate confidence

95 forecasts · sorted by target week

Complete Forecast Register

ForecastTargetConfidenceReview byEvidenceStatus
job postings count for technology 'aws' is forecast at 31 in Aug 17–23, 2026, within 26-37 at 80% confidence (up from 22 in Jul 20–26, 2026).

453f0f83

Aug 17–23, 2026
Moderate signal
2026-08-23
40+→
Partially confirmed
job postings count for skill 'cloud architecture' is forecast at 48 in Aug 17–23, 2026, within 42-54 at 80% confidence (up from 43 in Jul 20–26, 2026).

60bab386

Aug 17–23, 2026
Moderate signal
2026-08-23
40+→
Partially confirmed
Around 3 job postings for scrum master roles are expected the week of Aug 10–16, 2026 (likely range: 0–8, 80% coverage) — down from 23 the week of Jul 13–19, 2026.

67c1ef83

Aug 10–16, 2026
Early signal
2026-08-16
40+→
Partially confirmed
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.

1aabf64f

Aug 3–9, 2026
Early signal
2026-08-09
4→
Partially confirmed
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.

79504374

Aug 3–9, 2026
Early signal
2026-08-09
16+→
Partially confirmed
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.

59d745a2

Aug 3–9, 2026
Early signal
2026-08-09
5→
Partially confirmed
Around 2 job postings mentioning change management are expected the week of Jul 13–19, 2026 (likely range: 0–4, 80% coverage) — down from 3 the week of Jun 15–21, 2026.

00a2626c

Jul 13–19, 2026
Early signal
2026-07-19
15+→
Partially confirmed
Around 7 job postings mentioning azure are expected the week of Jul 13–19, 2026 (likely range: 6–9, 80% coverage) — up from 6 the week of Jun 15–21, 2026.

744e2694

Jul 13–19, 2026
Early signal
2026-07-19
35+→
Partially confirmed
Around 8 job postings mentioning financial acumen are expected the week of Jul 13–19, 2026 (likely range: 4–11, 80% coverage) — up from 6 the week of Jun 15–21, 2026.

31bd720b

Jul 13–19, 2026
Early signal
2026-07-19
36+→
Partially confirmed
job postings count for technology 'anthropic api' is forecast at 8 in Jul 6–12, 2026, within 6-9 at 80% confidence (up from 5 in Jun 8–14, 2026).

fd308863

Jul 6–12, 2026
Moderate signal
2026-07-12
27+→
Partially confirmed
job postings count for role 'ml engineer' is forecast at 12 in Jul 6–12, 2026, within 10-15 at 80% confidence (up from 8 in Jun 8–14, 2026).

8a1f4cfd

Jul 6–12, 2026
Moderate signal
2026-07-12
40+→
Partially confirmed
job postings count for technology 'aws' is forecast at 15 in Jul 6–12, 2026, within 8-23 at 80% confidence (up from 12 in Jun 8–14, 2026).

b9d4fda2

Jul 6–12, 2026
Early signal
2026-07-12
40+→
Partially confirmed
job postings count for skill 'ai literacy' is forecast at 12 in Jul 6–12, 2026, within 10-15 at 80% confidence (up from 8 in Jun 8–14, 2026).

373a2742

Jul 6–12, 2026
Moderate signal
2026-07-12
40+→
Partially confirmed
job postings count for technology 'anthropic api' is forecast at 9 in Jun 29–Jul 5, 2026, within 7-10 at 80% confidence (up from 6 in Jun 1–7, 2026).

9c81aa40

Jun 29–Jul 5, 2026
Moderate signal
2026-07-05
22+→
Partially confirmed
job postings count for role 'ml engineer' is forecast at 13 in Jun 29–Jul 5, 2026, within 11-15 at 80% confidence (up from 9 in Jun 1–7, 2026).

b4255e37

Jun 29–Jul 5, 2026
Early signal
2026-07-05
32+→
Partially confirmed
job postings count for skill 'ai literacy' is forecast at 13 in Jun 29–Jul 5, 2026, within 11-15 at 80% confidence (up from 9 in Jun 1–7, 2026).

152cbc3d

Jun 29–Jul 5, 2026
Early signal
2026-07-05
32+→
Partially confirmed
job postings count for skill 'automation' is forecast at 14 in Jun 29–Jul 5, 2026, within 8-21 at 80% confidence (up from 11 in Jun 1–7, 2026).

fffcdd99

Jun 29–Jul 5, 2026
Early signal
2026-07-05
40+→
Partially confirmed
job postings count for skill 'cloud architecture' is forecast at 22 in Jun 29–Jul 5, 2026, within 12-32 at 80% confidence (up from 17 in Jun 1–7, 2026).

d52e90d3

Jun 29–Jul 5, 2026
Early signal
2026-07-05
40+→
Partially confirmed
job postings count for technology 'anthropic api' is forecast at 7 in Jun 22–28, 2026, within 6-9 at 80% confidence (up from 5 in May 25–31, 2026).

8d50be40

Jun 22–28, 2026
Early signal
2026-06-28
16+→
Partially confirmed
job postings count for technology 'python' is forecast at 20 in Jun 22–28, 2026, within 18-21 at 80% confidence (up from 14 in May 25–31, 2026).

c5e9c7ef

Jun 22–28, 2026
Early signal
2026-06-28
40+→
Partially confirmed
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