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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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,…
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Capital goods market sizes: by category, by country?

This data-file tabulates globally traded capital goods market sizes, based on the values of products exported from different countries-regions. Specifically, commodity Code 84 represents machinery and mechanical appliances, worth $2.5trn pa in 2023. About half of that represents classic capital goods categories, as decomposed in the chart above. Our top five conclusions follow below.
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Early-stage companies: growth versus projections?

Early-stage companies’ growth versus projections is assessed in this data-file, tabulating the performance of 20 new energies SPACs from 2020-21. The average of these companies was projecting that its revenues would explode to $1.3bn by 2024, but in reality, revenue only trebled to $110M. On average, 2024 EBITDA also missed aspirations from 2020-21 by $350M.…
Content by Category
- Batteries (96)
- Biofuels (44)
- Carbon Intensity (48)
- CCS (64)
- CO2 Removals (9)
- Coal (44)
- Commentary (65)
- Company Diligence (105)
- Data Models (929)
- Decarbonization (163)
- Demand (132)
- Digital (92)
- Downstream (47)
- Economic Model (222)
- Energy Efficiency (76)
- Hydrogen (63)
- Industry Data (311)
- LNG (56)
- Materials (86)
- Metals (89)
- Midstream (45)
- Natural Gas (163)
- Nature (76)
- Nuclear (28)
- Oil (179)
- Patents (39)
- Plastics (44)
- Power Grids (157)
- Renewables (153)
- Screen (139)
- Semiconductors (36)
- Shale (58)
- Solar (73)
- Supply-Demand (53)
- Vehicles (94)
- Video (24)
- Wind (46)
- Written Research (411)

