Industry Data
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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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Commodity prices: metals, materials and chemicals?
Annual commodity prices are tabulated in this database for 70 materials commodities; covering steel prices, other metal prices, chemicals prices, polymer prices, all with data going back to 2012. 2022 was a record year for commodities. The average material commodity traded 25% above its 10-year average and 60% of all material commodities made ten-year highs.
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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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Carbon markets: by category over time?
This data-file quantifies global carbon markets by category over time, including the EU ETS as an example of a compliance market, RECs, CCS and VERRA-certified “carbon credits”, across categories such as REDD, reforestation and other “carbon offsets”. We also draw analogies with charitable giving and forecast carbon markets out to 2050.
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Shale water costs: transport, treatment and disposal?
Shale water costs might average $0.3/bbl for filtering and recycling, $0.4/bbl to procure new water, $1/bbl for disposal and $3/bbl for full treatment back to agricultural/cooling-quality water. There is variability in water properties and throughout shale basins. This data-file aggregates disclosures into shale water costs.
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Load profiles in power grids?
Load profiles depict how the power running through a particular cross-section of the grid varies over time, ranging from individual homes, through giant GVA-scale transmission lines. Load profile data are unfortunately not widely available, however, we have aggregated a dozen case studies from technical papers, in this data-file, to help decision-makers with grid-modeling.
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Wind turbine capacity factors: by country, by facility?
Wind turbine capacity factors average 26% globally. But they vary from c20% in non-windy countries to 45% in the windiest countries. And they also vary within countries, with a normal distribution and a standard deviation of 7-12%. This data-file maps capacity factors of wind power generation.
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European coal generation by facility and coal plant closures?
Europe generated 350TWH of electricity from coal in 2023, having halved over the prior decade, and potentially declining to zero around 2040. We have recently been wondering whether this phase-back of coal is compatible with geopolitical priorities or the need to keep pace with the rise of AI. Hence this data-file tracks European coal generation…
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Labor costs of coal production: labor productivity and salaries?
This data-file estimates the labor costs of coal production, as a function of labor productivities and salaries, by region and over time. As a global average, across the 3M global coal mine employees captured in the data-file, labor productivity runs at 2,500 tons of coal per employee per year, average salary is $14k pp pa,…
Content by Category
- Batteries (86)
- Biofuels (42)
- Carbon Intensity (49)
- CCS (63)
- CO2 Removals (9)
- Coal (38)
- Company Diligence (90)
- Data Models (816)
- Decarbonization (159)
- Demand (108)
- Digital (56)
- Downstream (44)
- Economic Model (197)
- Energy Efficiency (75)
- Hydrogen (63)
- Industry Data (273)
- LNG (48)
- Materials (79)
- Metals (71)
- Midstream (43)
- Natural Gas (146)
- Nature (76)
- Nuclear (22)
- Oil (162)
- Patents (38)
- Plastics (44)
- Power Grids (122)
- Renewables (149)
- Screen (112)
- Semiconductors (30)
- Shale (51)
- Solar (67)
- Supply-Demand (45)
- Vehicles (90)
- Wind (43)
- Written Research (344)