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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 Python and cooling demand for Platform Engineer — 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Forecasts are immutable once published — never edited, never quietly withdrawn.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

176 forecasts · sorted by target week

Complete Forecast Register

ForecastTargetConfidenceReview byEvidenceStatus
job postings count for technology 'docker' is forecast at 4 in Jul 6–12, 2026, within 0-9 at 80% confidence (down from 6 in Jun 8–14, 2026).

b4a2965a

Jul 6–12, 2026
Early signal
2026-07-12
20+→
Confirmed
job postings count for skill 'program management' is forecast at 9 in Jul 6–12, 2026, within 4-13 at 80% confidence (up from 5 in Jun 8–14, 2026).

3e783d56

Jul 6–12, 2026
Early signal
2026-07-12
29+→
Confirmed
job postings count for role 'platform engineer' is forecast at 7 in Jul 6–12, 2026, within 0-15 at 80% confidence (down from 9 in Jun 8–14, 2026).

9f91018d

Jul 6–12, 2026
Early signal
2026-07-12
33+→
Confirmed
job postings count for skill 'data analysis' is forecast at 8 in Jul 6–12, 2026, within 3-12 at 80% confidence (up from 6 in Jun 8–14, 2026).

6697635a

Jul 6–12, 2026
Early signal
2026-07-12
32+→
Confirmed
job postings count for technology 'azure' is forecast at 8 in Jul 6–12, 2026, within 6-10 at 80% confidence (up from 7 in Jun 8–14, 2026).

23e3de42

Jul 6–12, 2026
Moderate signal
2026-07-12
34+→
Confirmed
job postings count for skill 'financial acumen' is forecast at 8 in Jul 6–12, 2026, within 4-13 at 80% confidence (up from 7 in Jun 8–14, 2026).

d79dc3d1

Jul 6–12, 2026
Early signal
2026-07-12
34+→
Confirmed
job postings count for skill 'security' is forecast at 7 in Jul 6–12, 2026, within 0-15 at 80% confidence (down from 9 in Jun 8–14, 2026).

9c6f87fa

Jul 6–12, 2026
Early signal
2026-07-12
33+→
Confirmed
job postings count for role 'scrum master' is forecast at 11 in Jul 6–12, 2026, within 8-14 at 80% confidence (up from 8 in Jun 8–14, 2026).

53c0eaa5

Jul 6–12, 2026
Early signal
2026-07-12
40+→
Confirmed
job postings count for role 'program manager' is forecast at 10 in Jul 6–12, 2026, within 6-13 at 80% confidence (up from 7 in Jun 8–14, 2026).

11f1e4b9

Jul 6–12, 2026
Early signal
2026-07-12
37+→
Confirmed
job postings count for skill 'coaching' is forecast at 11 in Jul 6–12, 2026, within 6-15 at 80% confidence (up from 8 in Jun 8–14, 2026).

67aab9ad

Jul 6–12, 2026
Early signal
2026-07-12
40+→
Confirmed
job postings count for skill 'risk management' is forecast at 20 in Jul 6–12, 2026, within 16-24 at 80% confidence (up from 14 in Jun 8–14, 2026).

56c891fd

Jul 6–12, 2026
Moderate signal
2026-07-12
40+→
Confirmed
job postings count for skill 'stakeholder management' is forecast at 21 in Jul 6–12, 2026, within 16-25 at 80% confidence (up from 14 in Jun 8–14, 2026).

1c746867

Jul 6–12, 2026
Moderate signal
2026-07-12
40+→
Confirmed
job postings count for technology 'jira' is forecast at 15 in Jul 6–12, 2026, within 9-22 at 80% confidence (up from 11 in Jun 8–14, 2026).

86fcdbf3

Jul 6–12, 2026
Early signal
2026-07-12
40+→
Confirmed
job postings count for skill 'machine learning' is forecast at 18 in Jul 6–12, 2026, within 12-25 at 80% confidence (up from 14 in Jun 8–14, 2026).

bd6fe840

Jul 6–12, 2026
Early signal
2026-07-12
40+→
Confirmed
job postings count for skill 'agile delivery' is forecast at 12 in Jul 6–12, 2026, within 9-16 at 80% confidence (up from 10 in Jun 8–14, 2026).

48ccc40e

Jul 6–12, 2026
Early signal
2026-07-12
40+→
Confirmed
job postings count for skill 'automation' is forecast at 19 in Jul 6–12, 2026, within 13-24 at 80% confidence (up from 16 in Jun 8–14, 2026).

b6582b48

Jul 6–12, 2026
Early signal
2026-07-12
40+→
Confirmed
job postings count for technology 'python' is forecast at 20 in Jul 6–12, 2026, within 18-22 at 80% confidence (up from 15 in Jun 8–14, 2026).

fa813f33

Jul 6–12, 2026
Moderate signal
2026-07-12
40+→
Confirmed
job postings count for skill 'cloud architecture' is forecast at 26 in Jul 6–12, 2026, within 19-34 at 80% confidence (up from 23 in Jun 8–14, 2026).

a900b279

Jul 6–12, 2026
Early signal
2026-07-12
40+→
Confirmed
Around 1 job postings mentioning change management are expected the week of Jun 29–Jul 5, 2026 (likely range: 0–5, 80% coverage) — roughly flat from 1 the week of Jun 1–7, 2026.

cd58f428

Jun 29–Jul 5, 2026
Early signal
2026-07-05
12+→
Confirmed
Around 2 job postings for agile coach roles are expected the week of Jun 29–Jul 5, 2026 (likely range: 0–7, 80% coverage) — up from 1 the week of Jun 1–7, 2026.

7e87d958

Jun 29–Jul 5, 2026
Early signal
2026-07-05
14+→
Confirmed
Around 7 job postings mentioning databricks are expected the week of Jun 29–Jul 5, 2026 (likely range: 5–10, 80% coverage) — up from 5 the week of Jun 1–7, 2026.

68552b2f

Jun 29–Jul 5, 2026
Early signal
2026-07-05
18+→
Confirmed
job postings count for role 'data scientist' is forecast at 8 in Jun 29–Jul 5, 2026, within 1-14 at 80% confidence (up from 6 in Jun 1–7, 2026).

b39c6bfb

Jun 29–Jul 5, 2026
Early signal
2026-07-05
26+→
Confirmed
job postings count for skill 'program management' is forecast at 11 in Jun 29–Jul 5, 2026, within 6-15 at 80% confidence (up from 6 in Jun 1–7, 2026).

8a42d1b5

Jun 29–Jul 5, 2026
Early signal
2026-07-05
24+→
Confirmed
job postings count for skill 'data analysis' is forecast at 8 in Jun 29–Jul 5, 2026, within 1-14 at 80% confidence (up from 6 in Jun 1–7, 2026).

e2b111c3

Jun 29–Jul 5, 2026
Early signal
2026-07-05
26+→
Confirmed
job postings count for technology 'langchain' is forecast at 11 in Jun 29–Jul 5, 2026, within 9-13 at 80% confidence (up from 7 in Jun 1–7, 2026).

39c884f4

Jun 29–Jul 5, 2026
Early signal
2026-07-05
23+→
Confirmed
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Every forecast is published. Every forecast is locked. Every forecast is eventually scored. No editing. No disappearing misses. Strategic Honesty.