PACW Demand Forecast Accuracy: Error, Bias and Worst Miss, 21 August to 20 September 2026
The day-ahead demand forecast for PACW was off by 2.6% on average (mean absolute percentage error) over 719 hours from 21 August to 20 September 2026, and 86% of hours landed within 5% of the reading. Its bias was +0.8%: it ran high on average, an over forecast. The largest miss was 263 MW (11.0%) too high at 9 Sept 2026, 12:00 PDT (UTC-07:00). Dates and times are local (America/Los_Angeles).
Key Facts
- The day-ahead demand forecast for PACW was off by 2.6% on average (mean absolute percentage error) over 719 hours from 21 August to 20 September 2026, and 86% of hours landed within 5% of the reading. Its bias was +0.8%: it ran high on average, an over forecast. The largest miss was 263 MW (11.0%) too high at 9 Sept 2026, 12:00 PDT (UTC-07:00).
- Across 53 US grids ranked by average error over their own latest 30 day windows, PACW came 13 (1 is the smallest error).
- On average the forecast differed from reported demand by 60 MW, against average demand of 2,261 MW.
- The forecast was above reported demand in 58% of compared hours.
Forecast Error at a Glance
719 hours from 21 August to 20 September 2026Average error is the mean absolute percentage gap between the forecast and reported demand. Bias is the signed mean (+16 MW per hour on average): the forecast ran high on average, an over forecast. The worst miss was 263 MW (11.0%) too high at 9 Sept 2026, 12:00 PDT (UTC-07:00): forecast 2,660 MW, reported 2,397 MW.
Source: U.S. Energy Information Administration (EIA). (US Government work, public domain) Data as of 2026-09-20. Accuracy is computed by World Power Monitor from the operator's hourly forecast and reported demand.
Forecast and Reported Demand, Last 7 Days
Local time, to 20 Sept 2026, 18:00 PDT (UTC-07:00)| Local hour | Reported demand | Day-ahead forecast |
|---|---|---|
| 13 Sept, 19:00 | 2,298 MW | 2,297 MW |
| 13 Sept, 20:00 | 2,280 MW | 2,259 MW |
| 13 Sept, 21:00 | 2,152 MW | 2,152 MW |
| 13 Sept, 22:00 | 2,002 MW | 2,008 MW |
| 13 Sept, 23:00 | 1,889 MW | 1,893 MW |
| 14 Sept, 00:00 | 1,798 MW | 1,827 MW |
| 14 Sept, 01:00 | 1,744 MW | 1,788 MW |
| 14 Sept, 02:00 | 1,732 MW | 1,774 MW |
| 14 Sept, 03:00 | 1,745 MW | 1,784 MW |
| 14 Sept, 04:00 | 1,812 MW | 1,869 MW |
| 14 Sept, 05:00 | 1,990 MW | 2,050 MW |
| 14 Sept, 06:00 | 2,217 MW | 2,264 MW |
| 14 Sept, 07:00 | 2,351 MW | 2,395 MW |
| 14 Sept, 08:00 | 2,331 MW | 2,420 MW |
| 14 Sept, 09:00 | 2,287 MW | 2,395 MW |
| 14 Sept, 10:00 | 2,241 MW | 2,368 MW |
| 14 Sept, 11:00 | 2,193 MW | 2,348 MW |
| 14 Sept, 12:00 | 2,202 MW | 2,350 MW |
| 14 Sept, 13:00 | 2,202 MW | 2,362 MW |
| 14 Sept, 14:00 | 2,195 MW | 2,384 MW |
| 14 Sept, 15:00 | 2,250 MW | 2,425 MW |
| 14 Sept, 16:00 | 2,328 MW | 2,499 MW |
| 14 Sept, 17:00 | 2,415 MW | 2,563 MW |
| 14 Sept, 18:00 | 2,460 MW | 2,590 MW |
| 14 Sept, 19:00 | 2,502 MW | 2,572 MW |
| 14 Sept, 20:00 | 2,419 MW | 2,495 MW |
| 14 Sept, 21:00 | 2,271 MW | 2,351 MW |
| 14 Sept, 22:00 | 2,083 MW | 2,175 MW |
| 14 Sept, 23:00 | 1,943 MW | 2,037 MW |
| 15 Sept, 00:00 | 1,840 MW | 1,948 MW |
| 15 Sept, 01:00 | 1,785 MW | 1,879 MW |
| 15 Sept, 02:00 | 1,750 MW | 1,844 MW |
| 15 Sept, 03:00 | 1,746 MW | 1,838 MW |
| 15 Sept, 04:00 | 1,807 MW | 1,904 MW |
| 15 Sept, 05:00 | 1,959 MW | 2,069 MW |
| 15 Sept, 06:00 | 2,189 MW | 2,269 MW |
| 15 Sept, 07:00 | 2,333 MW | 2,389 MW |
| 15 Sept, 08:00 | 2,327 MW | 2,407 MW |
| 15 Sept, 09:00 | 2,321 MW | 2,388 MW |
| 15 Sept, 10:00 | 2,280 MW | 2,374 MW |
| 15 Sept, 11:00 | 2,273 MW | 2,370 MW |
| 15 Sept, 12:00 | 2,266 MW | 2,380 MW |
| 15 Sept, 13:00 | 2,268 MW | 2,404 MW |
| 15 Sept, 14:00 | 2,286 MW | 2,428 MW |
| 15 Sept, 15:00 | 2,295 MW | 2,458 MW |
| 15 Sept, 16:00 | 2,353 MW | 2,498 MW |
| 15 Sept, 17:00 | 2,400 MW | 2,539 MW |
| 15 Sept, 18:00 | 2,408 MW | 2,561 MW |
| 15 Sept, 19:00 | 2,433 MW | 2,554 MW |
| 15 Sept, 20:00 | 2,392 MW | 2,489 MW |
| 15 Sept, 21:00 | 2,258 MW | 2,350 MW |
| 15 Sept, 22:00 | 2,097 MW | 2,176 MW |
| 15 Sept, 23:00 | 1,954 MW | 2,036 MW |
| 16 Sept, 00:00 | 1,868 MW | 1,951 MW |
| 16 Sept, 01:00 | 1,809 MW | 1,789 MW |
| 16 Sept, 02:00 | 1,777 MW | 1,789 MW |
| 16 Sept, 03:00 | 1,771 MW | 1,781 MW |
| 16 Sept, 04:00 | 1,820 MW | 1,798 MW |
| 16 Sept, 05:00 | 1,974 MW | 1,965 MW |
| 16 Sept, 06:00 | 2,194 MW | 2,226 MW |
| 16 Sept, 07:00 | 2,321 MW | 2,368 MW |
| 16 Sept, 08:00 | 2,316 MW | 2,370 MW |
| 16 Sept, 09:00 | 2,285 MW | 2,339 MW |
| 16 Sept, 10:00 | 2,265 MW | 2,312 MW |
| 16 Sept, 11:00 | 2,234 MW | 2,296 MW |
| 16 Sept, 12:00 | 2,249 MW | 2,326 MW |
| 16 Sept, 13:00 | 2,280 MW | 2,371 MW |
| 16 Sept, 14:00 | 2,322 MW | 2,423 MW |
| 16 Sept, 15:00 | 2,367 MW | 2,485 MW |
| 16 Sept, 16:00 | 2,466 MW | 2,558 MW |
| 16 Sept, 17:00 | 2,550 MW | 2,621 MW |
| 16 Sept, 18:00 | 2,572 MW | 2,634 MW |
| 16 Sept, 19:00 | 2,518 MW | 2,624 MW |
| 16 Sept, 20:00 | 2,464 MW | 2,545 MW |
| 16 Sept, 21:00 | 2,293 MW | 2,385 MW |
| 16 Sept, 22:00 | 2,126 MW | 2,196 MW |
| 16 Sept, 23:00 | 1,989 MW | 2,039 MW |
| 17 Sept, 00:00 | 1,873 MW | 1,963 MW |
| 17 Sept, 01:00 | 1,806 MW | 1,881 MW |
| 17 Sept, 02:00 | 1,769 MW | 1,828 MW |
| 17 Sept, 03:00 | 1,777 MW | 1,805 MW |
| 17 Sept, 04:00 | 1,806 MW | 1,849 MW |
| 17 Sept, 05:00 | 1,962 MW | 1,991 MW |
| 17 Sept, 06:00 | 2,177 MW | 2,177 MW |
| 17 Sept, 07:00 | 2,301 MW | 2,305 MW |
| 17 Sept, 08:00 | 2,344 MW | 2,315 MW |
| 17 Sept, 09:00 | 2,373 MW | 2,295 MW |
| 17 Sept, 10:00 | 2,325 MW | 2,279 MW |
| 17 Sept, 11:00 | 2,315 MW | 2,277 MW |
| 17 Sept, 12:00 | 2,341 MW | 2,321 MW |
| 17 Sept, 13:00 | 2,385 MW | 2,379 MW |
| 17 Sept, 14:00 | 2,401 MW | 2,434 MW |
| 17 Sept, 15:00 | 2,434 MW | 2,493 MW |
| 17 Sept, 16:00 | 2,468 MW | 2,555 MW |
| 17 Sept, 17:00 | 2,546 MW | 2,641 MW |
| 17 Sept, 18:00 | 2,549 MW | 2,652 MW |
| 17 Sept, 19:00 | 2,537 MW | 2,635 MW |
| 17 Sept, 20:00 | 2,484 MW | 2,553 MW |
| 17 Sept, 21:00 | 2,334 MW | 2,376 MW |
| 17 Sept, 22:00 | 2,164 MW | 2,186 MW |
| 17 Sept, 23:00 | 2,002 MW | 2,037 MW |
| 18 Sept, 00:00 | 1,892 MW | 1,942 MW |
| 18 Sept, 01:00 | 1,832 MW | 1,788 MW |
| 18 Sept, 02:00 | 1,798 MW | 1,788 MW |
| 18 Sept, 03:00 | 1,785 MW | 1,782 MW |
| 18 Sept, 04:00 | 1,828 MW | 1,831 MW |
| 18 Sept, 05:00 | 1,968 MW | 1,986 MW |
| 18 Sept, 06:00 | 2,158 MW | 2,205 MW |
| 18 Sept, 07:00 | 2,288 MW | 2,331 MW |
| 18 Sept, 08:00 | 2,313 MW | 2,328 MW |
| 18 Sept, 09:00 | 2,291 MW | 2,296 MW |
| 18 Sept, 10:00 | 2,275 MW | 2,276 MW |
| 18 Sept, 11:00 | 2,262 MW | 2,246 MW |
| 18 Sept, 12:00 | 2,266 MW | 2,260 MW |
| 18 Sept, 13:00 | 2,276 MW | 2,291 MW |
| 18 Sept, 14:00 | 2,309 MW | 2,334 MW |
| 18 Sept, 15:00 | 2,377 MW | 2,377 MW |
| 18 Sept, 16:00 | 2,460 MW | 2,477 MW |
| 18 Sept, 17:00 | 2,528 MW | 2,561 MW |
| 18 Sept, 18:00 | 2,512 MW | 2,583 MW |
| 18 Sept, 19:00 | 2,467 MW | 2,529 MW |
| 18 Sept, 20:00 | 2,373 MW | 2,432 MW |
| 18 Sept, 21:00 | 2,265 MW | 2,304 MW |
| 18 Sept, 22:00 | 2,110 MW | 2,137 MW |
| 18 Sept, 23:00 | 1,964 MW | 2,000 MW |
| 19 Sept, 00:00 | 1,848 MW | 1,885 MW |
| 19 Sept, 01:00 | 1,794 MW | 1,820 MW |
| 19 Sept, 02:00 | 1,734 MW | 1,762 MW |
| 19 Sept, 03:00 | 1,716 MW | 1,729 MW |
| 19 Sept, 04:00 | 1,740 MW | 1,758 MW |
| 19 Sept, 05:00 | 1,789 MW | 1,794 MW |
| 19 Sept, 06:00 | 1,885 MW | 1,882 MW |
| 19 Sept, 07:00 | 1,989 MW | 1,982 MW |
| 19 Sept, 08:00 | 2,068 MW | 2,076 MW |
| 19 Sept, 09:00 | 2,113 MW | 2,098 MW |
| 19 Sept, 10:00 | 2,090 MW | 2,097 MW |
| 19 Sept, 11:00 | 2,115 MW | 2,103 MW |
| 19 Sept, 12:00 | 2,099 MW | 2,129 MW |
| 19 Sept, 13:00 | 2,123 MW | 2,136 MW |
| 19 Sept, 14:00 | 2,171 MW | 2,215 MW |
| 19 Sept, 15:00 | 2,262 MW | 2,303 MW |
| 19 Sept, 16:00 | 2,369 MW | 2,401 MW |
| 19 Sept, 17:00 | 2,460 MW | 2,462 MW |
| 19 Sept, 18:00 | 2,466 MW | 2,451 MW |
| 19 Sept, 19:00 | 2,412 MW | 2,425 MW |
| 19 Sept, 20:00 | 2,314 MW | 2,326 MW |
| 19 Sept, 21:00 | 2,192 MW | 2,179 MW |
| 19 Sept, 22:00 | 2,048 MW | 2,035 MW |
| 19 Sept, 23:00 | 1,916 MW | 1,906 MW |
| 20 Sept, 00:00 | 1,816 MW | 1,818 MW |
| 20 Sept, 01:00 | 1,741 MW | 1,785 MW |
| 20 Sept, 02:00 | 1,710 MW | 1,738 MW |
| 20 Sept, 03:00 | 1,684 MW | 1,723 MW |
| 20 Sept, 04:00 | 1,708 MW | 1,722 MW |
| 20 Sept, 05:00 | 1,742 MW | 1,764 MW |
| 20 Sept, 06:00 | 1,806 MW | 1,823 MW |
| 20 Sept, 07:00 | 1,910 MW | 1,910 MW |
| 20 Sept, 08:00 | 2,012 MW | 2,014 MW |
| 20 Sept, 09:00 | 2,045 MW | 2,064 MW |
| 20 Sept, 10:00 | 2,070 MW | 2,090 MW |
| 20 Sept, 11:00 | 2,065 MW | 2,109 MW |
| 20 Sept, 12:00 | 2,116 MW | 2,140 MW |
| 20 Sept, 13:00 | 2,164 MW | 2,181 MW |
| 20 Sept, 14:00 | 2,202 MW | 2,261 MW |
| 20 Sept, 15:00 | 2,400 MW | 2,361 MW |
| 20 Sept, 16:00 | 2,540 MW | 2,470 MW |
| 20 Sept, 17:00 | 2,658 MW | 2,549 MW |
| 20 Sept, 18:00 | 2,590 MW | 2,579 MW |
Assumptions
- Only hours with both a forecast and a positive demand reading count (719 of 720 hours in the window). Missing and zero values, and readings under 30% or over 3 times the grid's own median for the window, are treated as reporting faults and left out.
- Error is (forecast minus reported demand) divided by reported demand; average error uses absolute values so high and low misses do not cancel. Bias keeps the sign and does cancel.
- Reported demand is preliminary and may be revised. A 30 day window is a short sample and one heat wave or holiday can move these figures.
- US figures are for the EIA balancing authority or region named on this page. US and European grids are ranked separately.