SHIOSStrategic Honesty Intelligence
All forecasts

Forecast 566c6483 · published 2026-08-18

Around 44 job postings mentioning automation are expected the week of Sep 14–20, 2026 (likely range: 6–82, 80% confidence) — up from 43 the week of Aug 17–23, 2026.

What was claimed

The forecast

Target period
Sep 14–20, 2026
Predicted mentions
44 job postings
Direction
↑ Rising
Method
Linear trend fit with confidence interval
Review by
2026-09-20
Expires
2026-09-27

Confidence at publication

11%

What happened

Outcome

Not yet scored. This forecast is still inside its review window, so nothing here is proven — it is a claim awaiting a verdict.

Observed history

automation — the series behind the fit

Jul 13–19, 2026: 0 mentionsJul 20–26, 2026: 60 mentionsJul 27–Aug 2, 2026: 115 mentionsAug 3–9, 2026: 0 mentionsAug 10–16, 2026: 20 mentionsAug 17–23, 2026: 56 mentions

How we know

Evidence

40+

Confidence

11%

Source diversity

2 sources

93% from one source — treat as narrow

Last updated

2026-08-18

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
How far ahead
4 weeks
Checked against reality by
2026-09-20
Can it be edited?
No — forecasts are locked at publication and scored as-is

Track record for automation

8 forecasts published, 4 scored, mean accuracy 83%.

Primary sources

12 sources
Ossamaf/Excel-Material-Cost-Calculatorgithub.com
mirichard/pm-tools-templatesgithub.com
Gusto, Inc.: Enterprise Application AI Architectjob listing
Biellgrimm/itbaagithub.com
josepha-mayo/mayogithub.com