G
← All forecasts

Forecast 5fab9ee3 · published 2026-08-24

Around 44 job postings mentioning automation are expected the week of Sep 21–27, 2026 (likely range: 0–135, 80% coverage) — down from 613 the week of Aug 24–30, 2026.

Confirmed

What was claimed

The forecast

Target period
Sep 21–27, 2026
Predicted mentions
44 job postings
Direction
↓ Falling
Method
Linear trend fit with confidence interval
Review by
2026-09-27
Expires
2026-10-04

Confidence at publication

Early signal

What happened

Outcome

Actual mentions
53 job postings
Off by
9 postings
Accuracy
84%
Direction
✓ Called correctly
Predicted range
✓ Actual fell inside it

Interval 0.0-135.5 covered the observed 53.0 (down) in 2026-W39; point estimate was 44.5 (down).

Observed history

automation — the series behind the fit

Jul 20–26, 2026: 8 mentionsJul 27–Aug 2, 2026: 5 mentionsAug 3–9, 2026: 0 mentionsAug 10–16, 2026: 2 mentionsAug 17–23, 2026: 10 mentionsAug 24–30, 2026: 206 mentions

How we know

Evidence

40+

Confidence

Early signal

Source diversity

2 sources

93% from one source — treat as narrow

Last updated

2026-08-24

Reality validation

Predicted
44.45
Actual
53
Accuracy
84%
Direction
called correctly

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
2026-09-27
Can it be edited?
No — forecasts are locked at publication and scored as-is

Track record for automation

21 forecasts published, 15 scored, mean accuracy 42%.

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