SHIOSStrategic Honesty Intelligence
All forecasts

Forecast c5e9c7ef · published 2026-07-26

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).

What was claimed

The forecast

Target period
Jun 22–28, 2026
Predicted mentions
20 job postings
Direction
↑ Rising
Method
Linear trend fit with confidence interval
Review by
2026-06-28
Expires
2026-07-05

Confidence at publication

33%

What happened

Outcome

Actual mentions
16 job postings
Off by
4 postings
Accuracy
81%
Direction
✓ Called correctly

Interval 18.1-21.3 missed the observed 16.0 (up) in 2026-W26; point estimate was 19.7 (up).

Observed history

python — the series behind the fit

May 4–10, 2026: 0 mentionsMay 11–17, 2026: 0 mentionsMay 18–24, 2026: 0 mentionsMay 25–31, 2026: 0 mentions

How we know

Evidence

40+

Confidence

33%

Source diversity

0 sources

Last updated

2026-07-26

Reality validation

Predicted
19.7
Actual
16
Accuracy
81%
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
2026-06-28
Can it be edited?
No — forecasts are locked at publication and scored as-is

Track record for python

8 forecasts published, 4 scored, mean accuracy 93%.

No source documents resolve for this artefact.