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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 — 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Forecasts are immutable once published — never edited, never quietly withdrawn.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 'azure' is forecast at 7 in Jun 29–Jul 5, 2026, within 5-8 at 80% confidence (up from 6 in Jun 1–7, 2026).

e2593e2a

Jun 29–Jul 5, 2026
Early signal
2026-07-05
27+→
Confirmed
job postings count for skill 'financial acumen' is forecast at 7 in Jun 29–Jul 5, 2026, within 1-14 at 80% confidence (up from 4 in Jun 1–7, 2026).

561d7be1

Jun 29–Jul 5, 2026
Early signal
2026-07-05
27+→
Confirmed
job postings count for role 'program manager' is forecast at 10 in Jun 29–Jul 5, 2026, within 6-15 at 80% confidence (up from 6 in Jun 1–7, 2026).

e2734fea

Jun 29–Jul 5, 2026
Early signal
2026-07-05
30+→
Confirmed
job postings count for skill 'coaching' is forecast at 13 in Jun 29–Jul 5, 2026, within 8-17 at 80% confidence (up from 9 in Jun 1–7, 2026).

bd370082

Jun 29–Jul 5, 2026
Early signal
2026-07-05
40+→
Confirmed
job postings count for technology 'jira' is forecast at 19 in Jun 29–Jul 5, 2026, within 12-25 at 80% confidence (up from 13 in Jun 1–7, 2026).

022836b6

Jun 29–Jul 5, 2026
Early signal
2026-07-05
40+→
Confirmed
job postings count for skill 'machine learning' is forecast at 17 in Jun 29–Jul 5, 2026, within 7-27 at 80% confidence (up from 14 in Jun 1–7, 2026).

9e5d9e6d

Jun 29–Jul 5, 2026
Early signal
2026-07-05
40+→
Confirmed
job postings count for technology 'aws' is forecast at 16 in Jun 29–Jul 5, 2026, within 5-27 at 80% confidence (up from 10 in Jun 1–7, 2026).

8e17fbfe

Jun 29–Jul 5, 2026
Early signal
2026-07-05
40+→
Confirmed
job postings count for skill 'agile delivery' is forecast at 13 in Jun 29–Jul 5, 2026, within 8-18 at 80% confidence (up from 10 in Jun 1–7, 2026).

2b3a8da7

Jun 29–Jul 5, 2026
Early signal
2026-07-05
40+→
Confirmed
job postings count for technology 'python' is forecast at 20 in Jun 29–Jul 5, 2026, within 19-22 at 80% confidence (up from 15 in Jun 1–7, 2026).

4828d437

Jun 29–Jul 5, 2026
Moderate signal
2026-07-05
40+→
Confirmed
job postings count for role 'data scientist' is forecast at 7 in Jun 22–28, 2026, within 0-18 at 80% confidence (up from 4 in May 25–31, 2026).

d311b360

Jun 22–28, 2026
Early signal
2026-06-28
20+→
Confirmed
job postings count for skill 'program management' is forecast at 12 in Jun 22–28, 2026, within 6-19 at 80% confidence (up from 7 in May 25–31, 2026).

d09d91aa

Jun 22–28, 2026
Early signal
2026-06-28
18+→
Confirmed
job postings count for role 'platform engineer' is forecast at 7 in Jun 22–28, 2026, within 1-13 at 80% confidence (up from 5 in May 25–31, 2026).

fef20ad5

Jun 22–28, 2026
Early signal
2026-06-28
22+→
Confirmed
job postings count for skill 'data analysis' is forecast at 7 in Jun 22–28, 2026, within 0-18 at 80% confidence (up from 4 in May 25–31, 2026).

f43117b4

Jun 22–28, 2026
Early signal
2026-06-28
20+→
Confirmed
job postings count for technology 'langchain' is forecast at 10 in Jun 22–28, 2026, within 6-13 at 80% confidence (up from 6 in May 25–31, 2026).

73eb19e7

Jun 22–28, 2026
Early signal
2026-06-28
16+→
Confirmed
job postings count for technology 'azure' is forecast at 6 in Jun 22–28, 2026, within 3-9 at 80% confidence (up from 5 in May 25–31, 2026).

870b5dc1

Jun 22–28, 2026
Early signal
2026-06-28
21+→
Confirmed
job postings count for skill 'security' is forecast at 7 in Jun 22–28, 2026, within 1-13 at 80% confidence (up from 5 in May 25–31, 2026).

e104dba0

Jun 22–28, 2026
Early signal
2026-06-28
22+→
Confirmed
job postings count for role 'scrum master' is forecast at 9 in Jun 22–28, 2026, within 2-16 at 80% confidence (up from 6 in May 25–31, 2026).

33dcbf89

Jun 22–28, 2026
Early signal
2026-06-28
25+→
Confirmed
job postings count for role 'ml engineer' is forecast at 11 in Jun 22–28, 2026, within 8-14 at 80% confidence (up from 7 in May 25–31, 2026).

91b03123

Jun 22–28, 2026
Early signal
2026-06-28
23+→
Confirmed
job postings count for skill 'risk management' is forecast at 20 in Jun 22–28, 2026, within 13-28 at 80% confidence (up from 12 in May 25–31, 2026).

cd0e1cd2

Jun 22–28, 2026
Early signal
2026-06-28
40+→
Confirmed
job postings count for technology 'jira' is forecast at 20 in Jun 22–28, 2026, within 9-31 at 80% confidence (up from 12 in May 25–31, 2026).

b9406f8b

Jun 22–28, 2026
Early signal
2026-06-28
40+→
Confirmed
job postings count for skill 'machine learning' is forecast at 12 in Jun 22–28, 2026, within 0-26 at 80% confidence (up from 8 in May 25–31, 2026).

fb40a8d9

Jun 22–28, 2026
Early signal
2026-06-28
38+→
Confirmed
job postings count for technology 'aws' is forecast at 23 in Jun 22–28, 2026, within 12-34 at 80% confidence (up from 13 in May 25–31, 2026).

deedde49

Jun 22–28, 2026
Early signal
2026-06-28
40+→
Confirmed
job postings count for skill 'agile delivery' is forecast at 15 in Jun 22–28, 2026, within 8-22 at 80% confidence (up from 10 in May 25–31, 2026).

5a1a0d4f

Jun 22–28, 2026
Early signal
2026-06-28
38+→
Confirmed
job postings count for skill 'ai literacy' is forecast at 11 in Jun 22–28, 2026, within 8-14 at 80% confidence (up from 7 in May 25–31, 2026).

5455df86

Jun 22–28, 2026
Early signal
2026-06-28
23+→
Confirmed
job postings count for skill 'automation' is forecast at 17 in Jun 22–28, 2026, within 7-26 at 80% confidence (up from 11 in May 25–31, 2026).

9437ceb5

Jun 22–28, 2026
Early signal
2026-06-28
40+→
Confirmed
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The SHIOS promise

Every forecast is published. Every forecast is locked. Every forecast is eventually scored. No editing. No disappearing misses. Strategic Honesty.