HUMANITYVECTOR

Bottleneck record, bottleneck_assessment_v1

Power transformers

Long-lead grid equipment with a concentrated supplier base. Pressure from the copper input price and grid capacity growth; transformer lead times, imports and electrical steel have no registered source. Response is the grid investment capex pulse, with signals from transformer-related companies listed.

Statusconstrained, response underwaythresholds bottleneck_thresholds_v1as of 2026-07-01, computed 2026-09-07 22:36 UTC

Reading

In plain words

generated from the stored numbers, rule bottleneck_thresholds_v1

Pressure is 86 on a 0 to 100 scale (the weighted 86th percentile of its components' own histories) with 2 of 5 components available, 50 percent of the weight, as of 2026-07. Status: constrained, response underway. The response signal is capital expenditure growth of +35.2 percent year over year across the tagged companies, above the 10 percent threshold. Adding capacity takes 2 to 5 years by the cited source, so today's response is read against that horizon.

rules fired: pressure 86.13 >= 75; capex pulse 0.35 > 0.1

Is the problem being solved?

Pressure and response

pressure Modeled response Derived
  • pressure0 to 100, left
  • capex growth (fraction)fraction yoy, right
Power transformers: pressure and response over time0255075100watch 60constrained 75response threshold 0.100.180.351995-122000-042004-092009-012013-062017-102022-032026-07PRESSURE (WEIGHTED PERCENTILE)CAPEX GROWTH (FRACTION)pressurecapex growth (fraction)capex growth (fraction), 2025-12: 0.35capex growth (fraction), 2026-07: 0.35
Pressure: 368 period(s), 1995-12 to 2026-07. Response: 2 period(s), 2025-12 to 2026-07. The two scales are independent; the lines are read against their own thresholds, never against each other.
PressureModeled

86

0 to 100, coverage 50%, 2 of 5 components, as of 2026-07

ResponseDerived

35.2%

capex growth yoy, threshold 10%, as of 2025-12-31

Pressure components

Percentiles, weights and what is missing

weights sum to 1; missing components count against coverage
ComponentWeightSeries and transformPercentileRawPeriodHistoryStatus
Copper input price pressure
12-month percent change of the global copper price (FRED PCOPPUSDM), the winding conductor
0.3copper-price WLD
pct_change_12
85.4838.60822026-07-01403present
obs 156367, 156368, 156369 ...
Grid capacity growth
12-month percent change of US net summer capacity (EIA ELGBPUS): every added generator passes through a transformer
0.2us-electric-net-summer-capacity USA
pct_change_12
87.094.70322026-05-01244present
obs 241165, 241166, 241167 ...
Transformer lead time
Delivery lead time for large power and distribution transformers.
0.3no registered series--------missing
no transformer lead-time series is registered
candidates: DOE Large Power Transformer Resilience Report (2024); NIAC transformer report (2024); producer surveys
Transformer imports
US imports of transformers (HS 8504) as a read on domestic capacity.
0.1no registered series--------missing
no trade series is registered
candidates: US Census USA Trade Online, HS 8504
Electrical steel supply
Grain-oriented electrical steel output or price.
0.1no registered series--------missing
no electrical steel series is registered
candidates: AISI; USGS iron and steel

Response detail

What the response signal rests on

Pulse grid_investment, row 2, pulses.v1, 9 of 10 members contribute.

CompanyLatest capexPriorPeriod end
Duke Energy CORP14.024B12.28B2025-12-31
SOUTHERN CO12.737B8.955B2025-12-31
American Electric Power Company, Inc.3.453B0.399B2025-12-31
Vistra Corp.2.752B2.078B2025-12-31
CONSTELLATION ENERGY CORPORATION2.949B2.565B2025-12-31
EATON CORPORATION plc0.919B0.808B2025-12-31
GE Vernova Inc.1.277B0.883B2025-12-31
HUBBELL INC0.1551B0.1804B2025-12-31
QUANTA SERVICES, INC.0.6092B0.6041B2025-12-31

No extracted company signals stored for the tagged companies.

Downstream

Systems that depend on it

within 3 hops, centrality_v1
EntityTypeHopsCentrality
Transmission and distribution gridinfrastructure_system16.7
Electricity systeminfrastructure_system24.6
Data centerfacility21.75
Semiconductor fabrication plantfacility33.75
AI computetechnology30.75
Economic outputentity30.5
Human health and longevityentity30

Substitutes

Named on the dependency edges

No substitute is named on any stored edge.

Recycling and recovery: Transformer copper and steel are recovered at end of life; no series is registered.

Expansion lead time

24 to 60 months

Recommended

Large power transformer, order to delivery

Delivery of a large power transformer from order, at current order books; a new transformer plant takes longer.

U.S. Department of Energy, Large Power Transformer Resilience Report to Congress (2024)

Lead times for large power transformers can reach as much as 60 months; the NIAC report of June 2024 puts current lead times at roughly two to four years.

checked 2026-09-07

Evidence

Every number, by id

Bottleneck and Response monitor, model bottleneck_assessment_v1, thresholds bottleneck_thresholds_v1

A record shows two signals and never combines them.

Pressure (modeled): each available component is transformed (12-month percent change, year-over-year growth with the sign reversed for supply, level for shares and lead times), then replaced by its percentile rank (0 to 100) within its own stored history up to that period, ties counted half, after a minimum history. The score is the weighted mean of those ranks over the components present, renormalised. Coverage is the share of declared weight that has data; components without a registered source are declared with their weight, their role and candidate sources, and count against coverage. Weights are a modelling choice and are listed on every record.

Response: the capacity response ratio where a capacity pipeline exists (US electricity: the stage-weighted 24-month EIA-860M pipeline over the trailing 24 months of additions, modeled), otherwise the capital expenditure pulse of the tagged company group (matched-sample trailing-four-quarter capex growth from stored 10-K and 10-Q facts, derived), otherwise null with the reason.

Status comes only from these thresholds:

  • insufficient data: coverage below 0.5, or no pressure score. No label is guessed.
  • below watch: pressure below 60.
  • watch: pressure at or above 60 and below 75.
  • constrained: pressure at or above 75.
  • constrained, response underway: constrained and the response signal clears its threshold (capacity response at or above 1.0, or capex pulse above 10 percent).

Lead time is recommended-class metadata from a small sourced table (src/data/lead-times.ts) and is stored with its citation. Substitutes and downstream systems come from the curated knowledge graph (edges where the record's entity is the dependency; entities within three hops that depend on it, with centrality_v1). Every number on a record traces to stored observation ids, pulse row ids or edge ids in the row's JSON.

History

Assessments stored

As ofPressureCoverageResponseStatusComputed
2026-07-018650%0.35constrained, response underway2026-09-07