HUMANITYVECTOR

USA · snapshot 2026-10-19 00:22 UTC · data to 2026-09-01

US electricity demand and grid capacity

Is US electricity demand outrunning the capacity being built to serve it?

US electricity net generation was 399,671.29 million kilowatthours in 2026-06-01, up 1.6 percent over one year, a move at the 43rd percentile of its one-year changes.

DerivedModeledPrimary metric page

Section 1 of 9

What changed?

Observed and derived series only. Changes are latest minus the value one, five and ten years earlier.

AI narrative Modeled

US electricity net generation reached 399671.285 million kilowatthours on 2026-06-01, a 1.6 percent rise from 393284.833 million kilowatthours one year earlier at the 43rd percentile of one-year changes [obs:410783] [obs:245385]. Net summer capacity stood at 1310.444 million kilowatts, up 4.7 percent from 1251.127 million kilowatts [obs:410776] [obs:241156]. Capacity additions were 2849.2 MW in 2026-08-01, down 39.9 percent from the prior year [obs:410638] [obs:396957]. Industrial production index rose 2.2 percent to 103.9506 [obs:415546] [obs:171164].

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run b0727bbe, prompt 1.0.0. It adds no facts.

Observed

Net generation is the closest stored proxy for delivered demand.

399,671.29 million kilowatthours

2026-06-01

60 points, 2021-07-01 to 2026-06-01, 301,903.18 to 446,319.53 million kilowatthours301,903.18446,319.532021-07-012026-06-01
SpanFromChangePercentile
1 period354,690.53 (2026-05-01)44,980.76 (+12.7%)91st
1 year393,284.83 (2025-06-01)6,386.45 (+1.6%)43rd of 629
5 years373,856.48 (2021-06-01)25,814.81 (+6.9%)62nd of 581
10 years367,903.54 (2016-06-01)31,767.74 (+8.6%)37th of 521
United States · 642 observations since 1973-01-01 · obs 410783
Observed

Installed capacity available at summer peak.

1,310.44 million kilowatts

2026-06-01

60 points, 2021-07-01 to 2026-06-01, 1,128.53 to 1,310.44 million kilowatts1,128.531,310.442021-07-012026-06-01
SpanFromChangePercentile
1 period1,304.57 (2026-05-01)5.88 (+0.5%)85th
1 year1,251.13 (2025-06-01)59.32 (+4.7%)100th of 255
5 years1,125.22 (2021-06-01)185.23 (+16.5%)100th of 251
10 years1,064.4 (2016-06-01)246.04 (+23.1%)96th of 246
United States · 257 observations since 1973-12-01 · obs 410776
Observed

Industrial output is the largest swing load.

103.95 index 2017=100

2026-09-01

60 points, 2021-10-01 to 2026-09-01, 99.22 to 103.95 index 2017=10099.22103.952021-10-012026-09-01
SpanFromChangePercentile
1 period103.27 (2026-08-01)0.6842 (+0.7%)91st
1 year101.67 (2025-09-01)2.28 (+2.2%)64th of 1280
5 years98.86 (2021-09-01)5.09 (+5.2%)57th of 1232
10 years98.75 (2016-09-01)5.2 (+5.3%)30th of 1172
United States · 1293 observations since 1919-01-01 · obs 415546
Observed

Capacity that actually came online, from EIA-860M.

2,849.2 MW

2026-08-01

60 points, 2021-09-01 to 2026-08-01, 881.5 to 12,785.2 MW881.512,785.22021-09-012026-08-01
SpanFromChangePercentile
1 period2,984.6 (2026-07-01)-135.4 (-4.5%)37th
1 year4,738.6 (2025-08-01)-1,889.4 (-39.9%)90th of 1367
5 years2,641.2 (2021-08-01)208 (+7.9%)43rd of 1366
10 years989 (2016-08-01)1,860.2 (+188.1%)84th of 1359
United States · 1369 observations since 1891-01-01 · obs 410638

Related insights: US industrial production index (United States) rose 0.66% in 2026-09-01

Section 2 of 9

How unusual is it?

The primary series against its own stored history (features_v1 rarity and surprise).

AI narrative Modeled

The latest net generation value sits at the 95th percentile of the series history, with the period change at the 91st percentile of past changes and a robust z-score of 1.6157 for the latest move; four periods have passed since a larger move [obs:245386] [obs:244759].

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run b0727bbe, prompt 1.0.0. It adds no facts.

Derived
Latest value percentile
95th of 641 values
Latest change percentile
91st of 640 changes
Robust z of latest change
1.62
Largest move
4 periods since a larger move
Record level
no
Previous comparable move
2026-02-01: -56,728.57 million kilowatthours (obs 245393, 245392)
Prior maximum
446,319.53 (2025-07-01, obs 245386)
Prior minimum
139,589.44 (1973-04-01, obs 244759)
Derived from the stored series; percentiles are rank percentiles with ties split.

Section 3 of 9

Why might it be happening?

Documented mechanisms, statistical model drivers, hypotheses and unknowns are kept apart.

AI narrative Modeled

Documented mechanisms include the engineering relation that more delivered electricity requires more transformers needing copper, aluminum and electrical steel [mechanism:7b69c9e2-c9b8-4af3-b743-9e249d7353d5]. Statistical model drivers are not separately labeled. Hypotheses state that electricity access enables economic output and human health improvements [rel:e401fb30-2d25-4455-adf6-5b1a95069d34] [rel:f913d900-026e-4232-b9aa-a617096de9f8]. Unknowns are that data-center load growth is announced not metered and interconnection queue withdrawal rates are not ingested.

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run b0727bbe, prompt 1.0.0. It adds no facts.

Reviewed

Documented mechanisms

Statistical

Model-supported drivers

Modeled

No active forecast for this topic records driver contributions (the champion may be a baseline with no drivers).

Candidate or hypothesized relationships

Hypotheses

  • Electricity system enables Economic output Hypothesized

    Stated, not yet evidenced here: electricity access allows productive uses (lighting, machinery, refrigeration, communications) that raise output per person. The catalog carries both series; no causal study is attached.

  • Electricity system enables Human health and longevity Hypothesized

    Stated, not yet evidenced here: electricity access allows refrigeration of vaccines and food, lighting in clinics, water pumping and a shift away from solid cooking fuels, all of which bear on mortality. The catalog carries both series; no study is attached.

Not settled by stored data

Unknowns

  • Data-center load growth is announced, not metered; the stored series cannot separate it from other demand.
  • Interconnection queue withdrawal rates are not ingested, so the share of the planned pipeline that completes is not known from stored data.

Section 4 of 9

What has not changed?

Fundamentals judged against the 10th to 90th percentile band of their own year-over-year changes (or of their levels when the history is short).

AI narrative Modeled

Average retail electricity price at 14.48 cents per kilowatthour shows year-over-year change inside the 10th to 90th percentile band of past changes [obs:410784]. Capacity utilization at 76.8504 percent has change inside its historical band [obs:415537]. Population with access to electricity at 91.9264843853681 percent is within its band [obs:28425].

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run b0727bbe, prompt 1.0.0. It adds no facts.

SeriesLatestBasisNormal band (p10 to p90)Historical rangeReading
US average retail electricity price Observed
Average retail price; a demand squeeze shows up here first.
14.48 cents per kilowatthour
2026-06-01, obs 410784
year-over-year change 0.62 (+4.5%)
515 past changes
-0.096 to 0.773 (1976-07-01) to 14.48 (2026-06-01)
since 1976-07-01; latest at the 100th percentile of levels
within its normal band
US capacity utilization Observed
Industrial capacity utilisation.
76.85 percent of capacity
2026-09-01, obs 415537
year-over-year change 0.8043 (+1.1%)
704 past changes
-4.61 to 3.7964.08 (2020-04-01) to 89.39 (1967-01-01)
since 1967-01-01; latest at the 25th percentile of levels
within its normal band
Population with access to electricity Observed
Share of people with electricity, world.
91.93 percent of population
2024, obs 28425
year-over-year change 0.323 (+0.4%)
25 past changes
0.2347 to 1.1373.2 (1998) to 91.93 (2024)
since 1998; latest at the 100th percentile of levels
within its normal band

Section 5 of 9

What absorbs the shock?

Each buffer names the series or graph entity that evidences it, or says it is not measured.

AI narrative Modeled

Evidenced buffers include nameplate capacity of 1310.444 million kilowatts above peak demand [obs:410776] and battery storage additions of 743.4 MW [obs:410640]. Financing cost is set by the federal funds rate at 3.75 percent [obs:410817]. Substitutes for power transformers are copper and aluminum. Imports, inventories and demand elasticity are not measured.

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run b0727bbe, prompt 1.0.0. It adds no facts.

Observed

1,310.44 million kilowatts · 2026-06-01 · yoy +4.7% · obs 410776

Nameplate capacity above peak demand is the first buffer; the stored series is the total, not the reserve margin.

Observed

743.4 MW · 2026-08-01 · yoy -29.5% · obs 410640

Battery additions shift energy within the day; they do not add annual energy.

Substitution

Power transformer

graph
  • copper (Copper windings where space and strength matter.) Established relation
  • aluminum (Aluminum windings, larger cross-section for the same current; common in distribution transformers.) Established relation

Substitutes recorded on the graph for transformer inputs.

Observed

3.75 percent · 2026-09-01 · yoy -11.1% · obs 410817

The policy rate sets the cost of capital for generation and grid projects.

Imports

Not measured

No stored series evidences this buffer.

Cross-border power imports are not ingested.

Inventory

Not measured

No stored series evidences this buffer.

Transformer and switchgear inventories are not published as a series.

Demand elasticity

Not measured

No stored series evidences this buffer.

Price response of demand is not measured here.

Section 6 of 9

What response is underway?

Capacity pipeline, corporate pulses, capital spending and production series, with their year-over-year change.

AI narrative Modeled

The modeled 24-month capacity pipeline stands at 112974.47 MW with 21.2 percent year-over-year growth [obs:410691]. The modeled capacity response ratio is 0.968 [obs:410706]. Corporate grid investment capex growth is 30.02 percent [obs:409138]. Nonresidential construction spending rose 0.5 percent to 1308532 millions of dollars [obs:410855]. Planned retirements are 20 MW [obs:403974].

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run b0727bbe, prompt 1.0.0. It adds no facts.

GroupSeriesLatestYear earlierChange
Capacity pipelineUS future capacity pipeline, 24 months Modeled112,974.47 MW (2026-08-01, obs 410691)93,240.11 (2025-08-01)19,734.37 (+21.2%)
Capacity pipelineUS capacity response, electricity Modeled0.968 ratio (2026-08-01, obs 410706)0.8893 (2025-08-01)0.0787 (+8.8%)
Capacity pipelineUS planned generation retirements Observed20 MW (2072-08-01, obs 403974)1.2 (2065-12-01)18.8 (+1566.7%)
Corporate pulseCorporate pulse: grid investment capex growth Derived30.02 percent change yoy (2026-06-30, obs 409138)n/an/a
Capital spendingUS nonresidential construction spending Observed1.31M millions of dollars, seasonally adjusted annual rate (2026-08-01, obs 410855)1.3M (2025-08-01)6,543 (+0.5%)

The US pipeline and response measures are on the capacity page; bottleneck assessments are on bottlenecks.

Section 7 of 9

Scenarios

Base is the champion model's point estimate; upside and downside are the bounds of its 80 percent interval. No probability beyond the interval's own is assigned.

AI narrative Modeled

The 12-month base case forecast for US electricity net generation is 360015.27829501714 million kilowatthours with 80 percent interval 350484.2848454142 to 374291.7815749615; falsifier is first published value outside that interval [forecast:ae943369-165a-4a14-a64b-8fd82bb09397]. The 6-month base case is 334985.60400000017 million kilowatthours with interval 331672.44569794775 to 354002.5014654448 [forecast:85ecfac4-bd55-4314-95b1-80a7c92ef3f8].

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run b0727bbe, prompt 1.0.0. It adds no facts.

12 month horizon · target 2027-05-01

US electricity net generation

Modeled
60 observed points to 2026-05, then 1 forecast with 80 percent intervals301,903374,111446,3202021-072022-032022-112023-072024-032024-112025-072026-032027-05
Solid: observed (million kilowatthours). Dashed and shaded: model point estimates and 80 percent intervals from empirical residual quantiles. Filled dot: the record on this page. Green or red dot: the realised value, inside or outside its interval.

Base case

360,015.28 million kilowatthours

The point estimate: the model's central path.

Upside

374,291.78 million kilowatthours

Upper bound of the interval: what would need to go better than the central path.

Downside

350,484.28 million kilowatthours

Lower bound of the interval: what would need to go worse than the central path.

The model assigns 80 percent to the interval; the site assigns no other probability.

Falsifiers and assumptions
  • If the first published value of us-electricity-net-generation (USA) for 2027-05 is below 350,484 million kilowatthours or above 374,292 million kilowatthours, the 80 percent interval is falsified.
  • The model assigns a 10 percent probability to a value below 350,484 million kilowatthours and a 10 percent probability to a value above 374,292 million kilowatthours; interval misses should occur about one time in five over many forecasts, and a run of misses well above that rate falsifies the calibration.
  • The point forecast is above the last observed value (354,691 million kilowatthours); a realised value at or below that level falsifies the direction call.
  • Assumption: No structural break in us-electricity-net-generation between the data cutoff and the target period.
  • Assumption: The source keeps publishing the series on the same definition; a rebasing or redefinition invalidates the comparison.
  • Assumption: The average historical change per period continues.
Record ae943369 · drift · data cutoff 2026-10-01 00:03 UTC · created 2026-10-01 00:03 UTC · USA
6 month horizon · target 2026-11-01

US electricity net generation

Modeled
60 observed points to 2026-05, then 1 forecast with 80 percent intervals301,903374,111446,3202021-072022-032022-112023-072024-032024-112025-072026-032026-11
Solid: observed (million kilowatthours). Dashed and shaded: model point estimates and 80 percent intervals from empirical residual quantiles. Filled dot: the record on this page. Green or red dot: the realised value, inside or outside its interval.

Base case

334,985.6 million kilowatthours

The point estimate: the model's central path.

Upside

354,002.5 million kilowatthours

Upper bound of the interval: what would need to go better than the central path.

Downside

331,672.45 million kilowatthours

Lower bound of the interval: what would need to go worse than the central path.

The model assigns 80 percent to the interval; the site assigns no other probability.

Falsifiers and assumptions
  • If the first published value of us-electricity-net-generation (USA) for 2026-11 is below 331,672 million kilowatthours or above 354,003 million kilowatthours, the 80 percent interval is falsified.
  • The model assigns a 10 percent probability to a value below 331,672 million kilowatthours and a 10 percent probability to a value above 354,003 million kilowatthours; interval misses should occur about one time in five over many forecasts, and a run of misses well above that rate falsifies the calibration.
  • The point forecast is below the last observed value (354,691 million kilowatthours); a realised value at or above that level falsifies the direction call.
  • Assumption: No structural break in us-electricity-net-generation between the data cutoff and the target period.
  • Assumption: The source keeps publishing the series on the same definition; a rebasing or redefinition invalidates the comparison.
  • Assumption: The seasonal pattern of the last year repeats.
Record 85ecfac4 · seasonal_naive · data cutoff 2026-10-01 00:03 UTC · created 2026-10-01 00:03 UTC · USA

Section 8 of 9

What to watch

Each indicator is a stored series with a numeric threshold; the reading says which side of it the latest value sits on.

AI narrative Modeled

The 24-month capacity pipeline at 112974.47 MW shows 21.1651 percent growth above threshold 0, rising confirms easing [obs:410691]. Capacity additions at 2849.2 MW show -39.8725 percent growth, rising confirms easing [obs:410638]. Planned retirements at 20 MW show 1566.6667 percent growth, falling confirms easing [obs:403974]. Retail price at 14.48 cents shows 4.4733 percent growth above threshold 3, falling confirms easing [obs:410784].

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run b0727bbe, prompt 1.0.0. It adds no facts.

Modeled
Year over year: +21.2% (2026-08-01)Threshold: 0%

On the easing side of the threshold · rising confirms easing

A growing 24-month pipeline means additions are being brought forward faster than they complete.

obs 410691, 409090 · United States
Observed
Year over year: -39.9% (2026-08-01)Threshold: 0%

On the worsening side of the threshold · rising confirms easing

Completed additions rising year over year confirm the pipeline is converting.

obs 410638, 396957 · United States
Observed
Year over year: +1566.7% (2072-08-01)Threshold: 0%

On the worsening side of the threshold · falling confirms easing

Fewer planned retirements keeps existing capacity on the system while new capacity arrives.

obs 403974, 403973 · United States
Observed
Year over year: +4.5% (2026-06-01)Threshold: +3%

On the worsening side of the threshold · falling confirms easing

Retail price growth above general inflation would signal the squeeze is reaching consumers.

obs 410784, 245912 · United States

Section 9 of 9

Forecast track record

Backtests are rolling-origin, out of sample; live evaluations compare published forecasts with the realised values.

AI narrative Modeled

For the 12-month horizon the champion model is drift with backtest MAE 9312.13262801899 over 36 cutoffs and 80 percent interval coverage 89 percent. For the 6-month horizon the champion is seasonal_naive with MAE 11292.10130952381 over 42 cutoffs and coverage 86 percent.

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run b0727bbe, prompt 1.0.0. It adds no facts.

ForecastChampionBacktest MAESkill vs last value80% coverageLive evaluations
us-electricity-net-generation:USA:12drift9,312.13 over 36 cutoffs+14%+89%none yet
us-electricity-net-generation:USA:6seasonal_naive11,292.1 over 42 cutoffs+71%+86%none yet

The full scorecard is at /forecasts/scorecard.

Provenance

Snapshot
49 · 2026-10-19 00:22 UTC · navigator_view_v1+navigator_topics_v1
Gaps stated
0
AI narrative
grok-4.3, run b0727bbe-a424-4f26-9640-003c6198b915, prompt 1.0.0, 25 ids cited
Earlier snapshots
41 (2026-10-12 00:11 UTC), 33 (2026-10-05 00:11 UTC), 25 (2026-09-28 00:12 UTC), 17 (2026-09-21 00:12 UTC), 9 (2026-09-14 00:14 UTC), 1 (2026-09-07 22:35 UTC)

Every value on this page is a stored observation (obs ids shown), a forecast record, a mechanism or a relationship row, or a percentile computed from those the same way the relevance engine computes its features. Series the config references but the site does not store are listed as gaps under their section, never filled in.