IPCO Demand Forecast Accuracy: Error, Bias and Worst Miss, 21 August to 20 September 2026
The day-ahead demand forecast for IPCO was off by 5.7% on average (mean absolute percentage error) over 719 hours from 21 August to 20 September 2026, and 52% of hours landed within 5% of the reading. Its bias was -0.5%: it ran low on average, an under forecast. The largest miss was 638 MW (29.5%) too high at 7 Sept 2026, 15:00 PDT (UTC-07:00). Dates and times are local (America/Los_Angeles).
Key Facts
- The day-ahead demand forecast for IPCO was off by 5.7% on average (mean absolute percentage error) over 719 hours from 21 August to 20 September 2026, and 52% of hours landed within 5% of the reading. Its bias was -0.5%: it ran low on average, an under forecast. The largest miss was 638 MW (29.5%) too high at 7 Sept 2026, 15:00 PDT (UTC-07:00).
- Across 53 US grids ranked by average error over their own latest 30 day windows, IPCO came 35 (1 is the smallest error).
- On average the forecast differed from reported demand by 130 MW, against average demand of 2,328 MW.
- The forecast was above reported demand in 48% 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 (-19 MW per hour on average): the forecast ran low on average, an under forecast. The worst miss was 638 MW (29.5%) too high at 7 Sept 2026, 15:00 PDT (UTC-07:00): forecast 2,804 MW, reported 2,166 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 | 2,246 MW | 2,054 MW |
| 13 Sept, 20:00 | 2,111 MW | 1,962 MW |
| 13 Sept, 21:00 | 1,961 MW | 1,834 MW |
| 13 Sept, 22:00 | 1,828 MW | 1,713 MW |
| 13 Sept, 23:00 | 1,733 MW | 1,638 MW |
| 14 Sept, 00:00 | 1,682 MW | 1,711 MW |
| 14 Sept, 01:00 | 1,648 MW | 1,841 MW |
| 14 Sept, 02:00 | 1,648 MW | 1,744 MW |
| 14 Sept, 03:00 | 1,670 MW | 1,803 MW |
| 14 Sept, 04:00 | 1,762 MW | 1,940 MW |
| 14 Sept, 05:00 | 1,905 MW | 2,114 MW |
| 14 Sept, 06:00 | 2,012 MW | 2,185 MW |
| 14 Sept, 07:00 | 1,976 MW | 2,176 MW |
| 14 Sept, 08:00 | 2,000 MW | 2,095 MW |
| 14 Sept, 09:00 | 2,085 MW | 2,057 MW |
| 14 Sept, 10:00 | 2,187 MW | 2,043 MW |
| 14 Sept, 11:00 | 2,187 MW | 2,035 MW |
| 14 Sept, 12:00 | 2,214 MW | 2,042 MW |
| 14 Sept, 13:00 | 2,153 MW | 2,066 MW |
| 14 Sept, 14:00 | 2,143 MW | 2,088 MW |
| 14 Sept, 15:00 | 2,211 MW | 2,119 MW |
| 14 Sept, 16:00 | 2,275 MW | 2,141 MW |
| 14 Sept, 17:00 | 2,313 MW | 2,171 MW |
| 14 Sept, 18:00 | 2,313 MW | 2,170 MW |
| 14 Sept, 19:00 | 2,319 MW | 2,153 MW |
| 14 Sept, 20:00 | 2,216 MW | 2,076 MW |
| 14 Sept, 21:00 | 2,074 MW | 1,975 MW |
| 14 Sept, 22:00 | 1,941 MW | 1,876 MW |
| 14 Sept, 23:00 | 1,829 MW | 1,825 MW |
| 15 Sept, 00:00 | 1,796 MW | 1,857 MW |
| 15 Sept, 01:00 | 1,765 MW | 1,877 MW |
| 15 Sept, 02:00 | 1,744 MW | 1,815 MW |
| 15 Sept, 03:00 | 1,770 MW | 1,858 MW |
| 15 Sept, 04:00 | 1,840 MW | 1,958 MW |
| 15 Sept, 05:00 | 2,000 MW | 2,046 MW |
| 15 Sept, 06:00 | 2,098 MW | 2,138 MW |
| 15 Sept, 07:00 | 2,143 MW | 2,233 MW |
| 15 Sept, 08:00 | 2,142 MW | 2,287 MW |
| 15 Sept, 09:00 | 2,140 MW | 2,290 MW |
| 15 Sept, 10:00 | 2,127 MW | 2,288 MW |
| 15 Sept, 11:00 | 2,134 MW | 2,285 MW |
| 15 Sept, 12:00 | 2,157 MW | 2,299 MW |
| 15 Sept, 13:00 | 2,210 MW | 2,354 MW |
| 15 Sept, 14:00 | 2,271 MW | 2,410 MW |
| 15 Sept, 15:00 | 2,330 MW | 2,471 MW |
| 15 Sept, 16:00 | 2,383 MW | 2,492 MW |
| 15 Sept, 17:00 | 2,387 MW | 2,468 MW |
| 15 Sept, 18:00 | 2,391 MW | 2,408 MW |
| 15 Sept, 19:00 | 2,379 MW | 2,311 MW |
| 15 Sept, 20:00 | 2,272 MW | 2,162 MW |
| 15 Sept, 21:00 | 2,136 MW | 1,997 MW |
| 15 Sept, 22:00 | 1,977 MW | 1,879 MW |
| 15 Sept, 23:00 | 1,881 MW | 1,810 MW |
| 16 Sept, 00:00 | 1,808 MW | 1,859 MW |
| 16 Sept, 01:00 | 1,777 MW | 1,913 MW |
| 16 Sept, 02:00 | 1,755 MW | 1,818 MW |
| 16 Sept, 03:00 | 1,786 MW | 1,849 MW |
| 16 Sept, 04:00 | 1,835 MW | 1,966 MW |
| 16 Sept, 05:00 | 1,975 MW | 2,122 MW |
| 16 Sept, 06:00 | 2,078 MW | 2,197 MW |
| 16 Sept, 07:00 | 2,097 MW | 2,160 MW |
| 16 Sept, 08:00 | 2,134 MW | 2,086 MW |
| 16 Sept, 09:00 | 2,124 MW | 2,078 MW |
| 16 Sept, 10:00 | 2,112 MW | 2,114 MW |
| 16 Sept, 11:00 | 2,139 MW | 2,139 MW |
| 16 Sept, 12:00 | 2,199 MW | 2,157 MW |
| 16 Sept, 13:00 | 2,279 MW | 2,190 MW |
| 16 Sept, 14:00 | 2,354 MW | 2,220 MW |
| 16 Sept, 15:00 | 2,407 MW | 2,248 MW |
| 16 Sept, 16:00 | 2,566 MW | 2,248 MW |
| 16 Sept, 17:00 | 2,576 MW | 2,227 MW |
| 16 Sept, 18:00 | 2,535 MW | 2,172 MW |
| 16 Sept, 19:00 | 2,497 MW | 2,110 MW |
| 16 Sept, 20:00 | 2,363 MW | 2,026 MW |
| 16 Sept, 21:00 | 2,194 MW | 1,927 MW |
| 16 Sept, 22:00 | 2,041 MW | 1,830 MW |
| 16 Sept, 23:00 | 1,920 MW | 1,764 MW |
| 17 Sept, 00:00 | 1,864 MW | 1,867 MW |
| 17 Sept, 01:00 | 1,798 MW | 1,962 MW |
| 17 Sept, 02:00 | 1,766 MW | 1,823 MW |
| 17 Sept, 03:00 | 1,777 MW | 1,850 MW |
| 17 Sept, 04:00 | 1,841 MW | 1,952 MW |
| 17 Sept, 05:00 | 1,979 MW | 2,103 MW |
| 17 Sept, 06:00 | 2,076 MW | 2,171 MW |
| 17 Sept, 07:00 | 2,107 MW | 2,131 MW |
| 17 Sept, 08:00 | 2,144 MW | 2,060 MW |
| 17 Sept, 09:00 | 2,199 MW | 2,083 MW |
| 17 Sept, 10:00 | 2,263 MW | 2,149 MW |
| 17 Sept, 11:00 | 2,324 MW | 2,198 MW |
| 17 Sept, 12:00 | 2,410 MW | 2,237 MW |
| 17 Sept, 13:00 | 2,494 MW | 2,297 MW |
| 17 Sept, 14:00 | 2,555 MW | 2,346 MW |
| 17 Sept, 15:00 | 2,628 MW | 2,388 MW |
| 17 Sept, 16:00 | 2,669 MW | 2,393 MW |
| 17 Sept, 17:00 | 2,648 MW | 2,366 MW |
| 17 Sept, 18:00 | 2,553 MW | 2,302 MW |
| 17 Sept, 19:00 | 2,492 MW | 2,216 MW |
| 17 Sept, 20:00 | 2,374 MW | 2,097 MW |
| 17 Sept, 21:00 | 2,202 MW | 1,964 MW |
| 17 Sept, 22:00 | 2,039 MW | 1,852 MW |
| 17 Sept, 23:00 | 1,910 MW | 1,783 MW |
| 18 Sept, 00:00 | 1,824 MW | 1,874 MW |
| 18 Sept, 01:00 | 1,781 MW | 1,953 MW |
| 18 Sept, 02:00 | 1,766 MW | 1,813 MW |
| 18 Sept, 03:00 | 1,763 MW | 1,850 MW |
| 18 Sept, 04:00 | 1,819 MW | 1,955 MW |
| 18 Sept, 05:00 | 1,919 MW | 2,109 MW |
| 18 Sept, 06:00 | 2,018 MW | 2,182 MW |
| 18 Sept, 07:00 | 2,073 MW | 2,148 MW |
| 18 Sept, 08:00 | 2,109 MW | 2,046 MW |
| 18 Sept, 09:00 | 2,130 MW | 1,997 MW |
| 18 Sept, 10:00 | 2,124 MW | 1,986 MW |
| 18 Sept, 11:00 | 2,104 MW | 1,972 MW |
| 18 Sept, 12:00 | 2,092 MW | 1,976 MW |
| 18 Sept, 13:00 | 2,079 MW | 1,998 MW |
| 18 Sept, 14:00 | 2,115 MW | 2,022 MW |
| 18 Sept, 15:00 | 2,173 MW | 2,046 MW |
| 18 Sept, 16:00 | 2,235 MW | 2,052 MW |
| 18 Sept, 17:00 | 2,195 MW | 2,062 MW |
| 18 Sept, 18:00 | 2,192 MW | 2,062 MW |
| 18 Sept, 19:00 | 2,181 MW | 2,045 MW |
| 18 Sept, 20:00 | 2,115 MW | 1,959 MW |
| 18 Sept, 21:00 | 2,009 MW | 1,848 MW |
| 18 Sept, 22:00 | 1,902 MW | 1,750 MW |
| 18 Sept, 23:00 | 1,799 MW | 1,693 MW |
| 19 Sept, 00:00 | 1,717 MW | 1,745 MW |
| 19 Sept, 01:00 | 1,688 MW | 1,871 MW |
| 19 Sept, 02:00 | 1,649 MW | 1,761 MW |
| 19 Sept, 03:00 | 1,641 MW | 1,753 MW |
| 19 Sept, 04:00 | 1,668 MW | 1,811 MW |
| 19 Sept, 05:00 | 1,715 MW | 1,906 MW |
| 19 Sept, 06:00 | 1,766 MW | 1,996 MW |
| 19 Sept, 07:00 | 1,851 MW | 2,059 MW |
| 19 Sept, 08:00 | 1,894 MW | 2,058 MW |
| 19 Sept, 09:00 | 1,913 MW | 2,036 MW |
| 19 Sept, 10:00 | 1,927 MW | 2,034 MW |
| 19 Sept, 11:00 | 1,955 MW | 2,038 MW |
| 19 Sept, 12:00 | 1,979 MW | 2,041 MW |
| 19 Sept, 13:00 | 2,018 MW | 2,043 MW |
| 19 Sept, 14:00 | 2,087 MW | 2,065 MW |
| 19 Sept, 15:00 | 2,148 MW | 2,091 MW |
| 19 Sept, 16:00 | 2,214 MW | 2,109 MW |
| 19 Sept, 17:00 | 2,229 MW | 2,125 MW |
| 19 Sept, 18:00 | 2,210 MW | 2,128 MW |
| 19 Sept, 19:00 | 2,165 MW | 2,065 MW |
| 19 Sept, 20:00 | 2,068 MW | 1,936 MW |
| 19 Sept, 21:00 | 1,937 MW | 1,773 MW |
| 19 Sept, 22:00 | 1,808 MW | 1,641 MW |
| 19 Sept, 23:00 | 1,717 MW | 1,547 MW |
| 20 Sept, 00:00 | 1,642 MW | 1,628 MW |
| 20 Sept, 01:00 | 1,594 MW | 1,808 MW |
| 20 Sept, 02:00 | 1,578 MW | 1,667 MW |
| 20 Sept, 03:00 | 1,562 MW | 1,674 MW |
| 20 Sept, 04:00 | 1,586 MW | 1,742 MW |
| 20 Sept, 05:00 | 1,635 MW | 1,851 MW |
| 20 Sept, 06:00 | 1,684 MW | 1,947 MW |
| 20 Sept, 07:00 | 1,735 MW | 2,019 MW |
| 20 Sept, 08:00 | 1,784 MW | 2,017 MW |
| 20 Sept, 09:00 | 1,815 MW | 1,992 MW |
| 20 Sept, 10:00 | 1,860 MW | 1,976 MW |
| 20 Sept, 11:00 | 1,923 MW | 1,961 MW |
| 20 Sept, 12:00 | 1,977 MW | 1,957 MW |
| 20 Sept, 13:00 | 2,071 MW | 1,972 MW |
| 20 Sept, 14:00 | 2,181 MW | 2,007 MW |
| 20 Sept, 15:00 | 2,289 MW | 2,039 MW |
| 20 Sept, 16:00 | 2,359 MW | 2,065 MW |
| 20 Sept, 17:00 | 2,399 MW | 2,092 MW |
| 20 Sept, 18:00 | 2,268 MW | 2,103 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.