HUMANITYVECTOR

World · snapshot 2026-09-07 22:35 UTC · data to 2026-07-01

Copper and electrification

Can copper supply keep pace with grids, vehicles and data centres, or is a physical shortage forming?

Copper mine production was 23,000 thousand metric tons in 2025, unchanged over one year.

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

Copper mine production was 23000 thousand metric tons in 2025, unchanged over one year [obs:263646] [obs:263631]. Copper price reached 13542.82086956522 US dollars per metric ton on 2026-07-01 from 9770.580434782609 one year earlier, a 38.6 percent rise at the 96th percentile of 1-year moves [obs:156369] [obs:156357].

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 f84c0075, prompt 1.0.0. It adds no facts.

Observed

World mine output, USGS Mineral Commodity Summaries.

23,000 thousand metric tons

2025

2 points, 2024 to 2025, 23,000 to 23,000 thousand metric tons23,00023,00020242025
SpanFromChangePercentile
1 period23,000 (2024)0 (0.0%)n/a
1 year23,000 (2024)0 (0.0%)n/a
5 yearsseries too shortn/an/a
10 yearsseries too shortn/an/a
World · 2 observations since 2024 · obs 263646
Supporting series

Copper price

Observed

Price is the fastest signal of tightness; it is not a measure of depletion.

13,542.82 US dollars per metric ton

2026-07-01

60 points, 2021-08-01 to 2026-07-01, 7,544.81 to 13,552.04 US dollars per metric ton7,544.8113,552.042021-08-012026-07-01
SpanFromChangePercentile
1 period13,552.04 (2026-06-01)-9.22 (-0.1%)4th
1 year9,770.58 (2025-07-01)3,772.24 (+38.6%)96th of 402
5 years9,450.82 (2021-07-01)4,092 (+43.3%)82nd of 354
10 years4,864.9 (2016-07-01)8,677.92 (+178.4%)99th of 294
World · 415 observations since 1992-01-01 · obs 156369
  • copper-reserves (WLD): not published, metric is registered but not published
  • copper-reserve-years (WLD): not published, metric is registered but not published

Section 2 of 9

How unusual is it?

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

AI narrative Modeled

Latest mine production sits at the 50th percentile of its series history with prior maximum and minimum both 23000 thousand metric tons in 2024 [obs:263631]. Price 1-year move ranks at the 96th percentile.

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 f84c0075, prompt 1.0.0. It adds no facts.

Derived
Latest value percentile
50th of 1 values
Latest change percentile
n/a
Robust z of latest change
n/a
Largest move
0 periods since a larger move
Record level
no
Previous comparable move
none larger in the stored history
Prior maximum
23,000 (2024, obs 263631)
Prior minimum
23,000 (2024, obs 263631)

insufficient history: 0 earlier changes, 5 needed

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 mechanism: more delivered electricity needs more transformers which need copper, aluminum and electrical steel [mechanism:7b69c9e2-c9b8-4af3-b743-9e249d7353d5]. Statistical model drivers: none stored. Hypotheses: none stored. Unknown: mine project lead times are not stored as a series; recycled copper supply is 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 f84c0075, 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

No candidate or hypothesized relationship touches this topic's entities.

Not settled by stored data

Unknowns

  • Mine project lead times (typically over a decade) are not stored as a series, so the timing of announced supply is not verifiable here.
  • Recycled (secondary) copper supply is not ingested.

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

copper-reserve-years (WLD) is unpublished. copper-top3-concentration has too short a history with only 2 observations. No evidence stored for other fundamentals inside historical bands.

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 f84c0075, prompt 1.0.0. It adds no facts.

No stabilising series is stored for this topic yet.
  • copper-reserve-years (WLD): not published, metric is registered but not published
  • copper-top3-concentration (WLD): too few observations, 2 observations, 5 needed

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

Reserves not measured. Substitution lists three aluminum entries for refined copper. Imports, inventory, spare capacity and demand elasticity not measured. Top-3 country concentration at 48.7 percent of world production [obs:404024].

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 f84c0075, prompt 1.0.0. It adds no facts.

Reserves

Not measured

No stored series evidences this buffer.

copper-reserves is referenced but not available (see gaps). Reserves grow with price and exploration; they are not a fixed stock.

Substitution

Refined copper

graph
  • aluminum Mechanism supported
  • aluminum (Aluminum branch wiring and service entrance cable at a larger gauge.) Established relation
  • aluminum (Aluminum windings, larger cross-section for the same current; common in distribution transformers.) Established relation

Aluminum substitutes in overhead lines and some windings, at a weight and loss penalty.

Imports

Not measured

No stored series evidences this buffer.

copper-us-net-import-reliance is referenced but not available (see gaps). US net import reliance for refined copper.

Derived

48.7 percent of world production · 2025 · yoy -0.4% · obs 404024

Lower concentration means a single-country disruption removes less supply.

Inventory

Not measured

No stored series evidences this buffer.

Exchange warehouse stocks are not ingested.

Spare capacity

Not measured

No stored series evidences this buffer.

Smelter and mine spare capacity is not published as a series.

Demand elasticity

Not measured

No stored series evidences this buffer.

Thrifting and demand response to price are not measured here.

  • copper-reserves (WLD): not published, metric is registered but not published
  • copper-us-net-import-reliance (USA): not published, metric is registered but not published

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

Copper mine production 23000 thousand metric tons in 2025, year-over-year change 0 percent [obs:263646]. US mining employment 569.9 thousands of persons in 2026-08-01, year-over-year change 0.4 percent [obs:176223]. corporate-pulse-heavy-industry and bottleneck-pressure-copper have no observations or are unpublished.

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 f84c0075, prompt 1.0.0. It adds no facts.

GroupSeriesLatestYear earlierChange
ProductionCopper mine production Observed23,000 thousand metric tons (2025, obs 263646)23,000 (2024)0 (0.0%)
WorkforceUS mining, quarrying and oil and gas employment Observed569.9 thousands of persons (2026-08-01, obs 176223)567.8 (2025-08-01)2.1 (+0.4%)

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

  • corporate-pulse-heavy-industry (USA): no observations, no current observations for USA
  • bottleneck-pressure-copper (WLD): not published, metric is registered but not published

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

No forecast is published for copper mine production. Copper price base case 14284.761927739839 US dollars per metric ton for 2027-07-01 with 80 percent interval 13324.023229703267 to 18945.980273939374; falsifiers are first published value below 13324 or above 18946 [forecast:c720d2c3-1d0b-483f-b034-5ffb43e146b6].

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 f84c0075, prompt 1.0.0. It adds no facts.

12 month horizon · target 2027-07-01

Copper price

Modeled
60 observed points to 2026-07, then 1 forecast with 80 percent intervals7,54513,24518,9462021-082022-042022-122023-082024-042024-122025-082026-042027-07
Solid: observed (US dollars per metric ton). 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

14,284.76 US dollars per metric ton

The point estimate: the model's central path.

Upside

18,945.98 US dollars per metric ton

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

Downside

13,324.02 US dollars per metric ton

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 copper-price (WLD) for 2027-07 is below 13,324 US dollars per metric ton or above 18,946 US dollars per metric ton, the 80 percent interval is falsified.
  • The model assigns a 10 percent probability to a value below 13,324 US dollars per metric ton and a 10 percent probability to a value above 18,946 US dollars per metric ton; 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 (13,543 US dollars per metric ton); a realised value at or below that level falsifies the direction call.
  • Assumption: No structural break in copper-price 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 c720d2c3 · drift · data cutoff 2026-09-07 22:16 UTC · created 2026-09-07 22:16 UTC · WLD
  • copper-mine-production:WLD:1 (WLD): no active forecast, no active forecast record for this key
  • copper-mine-production:WLD:2 (WLD): no active forecast, no active forecast record for this key

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

Copper mine production 23000 thousand metric tons, year-over-year percent 0 against threshold 2, status worsening; rising above threshold confirms easing [obs:263646]. Copper price 13542.82086956522 US dollars per metric ton, year-over-year percent 38.6082 against threshold 20, status worsening; falling below threshold confirms easing [obs:156369]. Top-3 concentration 48.7 percent against threshold 50, status easing; falling confirms easing [obs:404024].

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 f84c0075, prompt 1.0.0. It adds no facts.

Observed
Year over year: 0.0% (2025)Threshold: +2%

On the worsening side of the threshold · rising confirms easing

Mine output growing faster than about 2 percent a year keeps pace with historical demand growth.

obs 263646, 263631 · World
Observed
Year over year: +38.6% (2026-07-01)Threshold: +20%

On the worsening side of the threshold · falling confirms easing

A price rise above 20 percent year over year would signal tightness beyond normal cycles.

obs 156369, 156357 · World
Derived
Level: 48.7 percent of world production (2025)Threshold: 50 percent of world production

On the easing side of the threshold · falling confirms easing

More than half of output (the series is in percent) from three countries concentrates disruption risk.

obs 404024 · World
  • copper-reserve-years (WLD): not published, metric is registered but not published

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

copper-mine-production has no champion registered, no backtest and no live evaluations yet. copper-price shows backtest MAE 1137.305271042179 over 36 cutoffs, 80 percent interval coverage 75 percent, skill versus last value 17 percent, no live evaluations yet.

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 f84c0075, prompt 1.0.0. It adds no facts.

ForecastChampionBacktest MAESkill vs last value80% coverageLive evaluations
copper-mine-production:WLD:1none registeredno backtestn/an/anone yet
copper-mine-production:WLD:2none registeredno backtestn/an/anone yet
copper-price:WLD:12drift1,137.31 over 36 cutoffs+17%+75%none yet

The full scorecard is at /forecasts/scorecard.

Provenance

Snapshot
2 · 2026-09-07 22:35 UTC · navigator_view_v1+navigator_topics_v1
Gaps stated
11
AI narrative
grok-4.3, run f84c0075-e408-49df-941c-1ec3b71bb955, prompt 1.0.0, 8 ids cited
Earlier snapshots
none

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.