Industry Data
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Overview of inertia in renewable-heavy grids?
This overview of inertia in renewable-heavy grids tabulates the typical inertia of rotating generators, then models the resultant Rate of Change of Frequency (ROCOF) during supply-disruptions. In our base case, a grid with 6 MW-s/MVA of inertia rides through a 2% supply-disruption, buffered by 1% fast frequency reponse (FFR), via lowering grid frequency from 60Hz…
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Commodity prices: metals, materials and chemicals?
Annual commodity prices are tabulated in this database for 70 material commodities, as a useful reference file; covering steel prices, other metal prices, chemicals prices, polymer prices, with data going back to 2012, all compared in $/ton. We have updated the data-file for 2024 data in May-2025.
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Battery gigafactory capex costs?
This data-file captures battery Gigafactory capex costs, by region, by chemistry, by company and over time, by looking across a sample of 40 major projects. Capex costs average $80/kWh-pa of capacity. Each GWH pa of capacity is associated with 70 full-time employees.
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US energy consumption by State and by source?
Total useful energy consumption in the US runs at 12,500 TWH pa, or 37 MWH pp pa. But this data-file disaggregates useful US energy consumption by State and by energy source, from 2000 to 2024. The US energy system is not a monolith, but full of amazing regional variation.
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Servo motors: cost calculator?
Servo motors form a $16bn pa market, used in robotics, precision manufacturing equipment, CNC machines, aerospace and med-tech. This data-file estimates the costs of servo-motors, based on underlying controller costs, motor costs and reduction gear costs. Hence we have attempted a simple servo motor cost calculator.
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Global commodity demand: sensitivity to GDP?
Global commodity demand is levered to GDP. Specifically, for each +/- 1% acceleration or deceleration in global GDP, commodity demand tends to accelerate or decelerate by +/- 1.4%, with a 70% R-squared, across 25 examples that are indexed in this data-file. Oil demand sensitivity to GDP is particularly interesting.
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Radioactivity of materials: energy, Rare Earths and nuclear?
This data-file captures the radioactivity of materials: ranging from 10Bq/kg in sea-water, to 100Bq/kg in humans, to 300Bq/kg in Brazil nuts (the most radioactivity food), to 1,000Bq/kg in coal ash, 2,000Bq/kg in copper tailings, 0.5-1MBq/kg in Rare Earth concentrates and tailings, to 4M Bq/kg in uranium ore, 0.2 bn Bq/kg in nuclear fuel and 10-100…
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Peak power demand by region (and case studies)
This data-file tracks the timing and magnitude of peak power demand, across different grids in the North Hemisphere, with case studies. This matters for grid-planning, gas peakers and batteries. In the US, peak demand is typically driven by high AC loads in summer heatwaves. In Europe’s milder climate, only c10% of homes have AC, and…
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Global commodity trade: by product by region?
Commodities comprise over $6trn of of the world’s $33trn pa in global trade, or around 20%, alongside $10trn in services, $2trn of electronic goods, $1trn in cars, $1trn in mechanical capital goods. This data-file breaks down global commodity imports and exports, by country and by region.
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US electricity demand: by sector, by use, over time?
US electricity sales reached 4,000 TWH in 2024, rising +2.3% YoY, and bringing the trailing ten-year CAGR to 0.5% pa. The current breakdown is 38% residential, 36% commercial, 26% industrial. All three are now growing. To help understand load growth, this data-file is a breakdown of US electricity demand by sector, by use and over…
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