Industry Data
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Vehicle emissions of CO, NOx and HCs?

There has been a remarkable reduction in the negative air quality impacts of combustion vehicles since 1970, as quantified in this data-file and over time. Vehicle emissions of CO, NOx and HCs have all fallen by 20-60x over the past 50-years, to 5 grams/mile, 0.2 grams/mile and 0.3 grams per mile, respectively.
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Vehicle depreciation rates: EVs versus ICEs?

This data-file quantifies the cost per mile of vehicle ownership across different categories by correlating second hand car prices with their accumulated mileage. Hybrids and regular passenger cars are most economical. SUVs and EVs are 2x more expensive. Hydrogen vehicles depreciate fastest and will have lost over 90% of their value after 100,000 miles.
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Electric vehicle cost breakdown by component?

This data-file disaggregates the $30k total cost of a typical new ICE and the c$45k total cost of a typical new EV, as a sum-of-the-parts, across 25 cost lines. Drivetrain costs are similar at $8-9k each. The key challenge for the EV is the battery. The electric vehicle cost breakdown shows promise for improving power…
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Electricity demand for electric vehicles?

Global electricity demand for electric vehicles will rise from 120TWH in 2025 to 350 TWH in 2030 and 1,600 TWH in 2050, adds c5% upside to recent global electricity demand. This data-file quantifies electricity demand for EVs by region and over time, including data into the real-world fuel economy of EVs.
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Transaction prices for power generation assets?

Transaction prices for power generation assets are tabulated in this data-file, capturing 65 deals for gas plants, wind, solar, hydro and nuclear, globally and over time. Median prices are c$1,000/kW, but range from $2,500 in the upper decile.
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US gas pipeline capex over time?

US gas pipeline capex ran at $12bn pa in 2023, but likely needs to treble to reach net zero by 2050, mainly to support 1GTpa of CCS. Midstream capex for natural gas, CO2 transportation and hydrogen production are forecast out to 2050 in this data-file. Numbers can be stress-tested in the model.
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Japan oil demand: breakdown over time?

Japan’s oil demand peaked at 5.8Mbpd in 1996, and has since declined at -2.0% per year to 3.4Mbpd in 2023. To some, this trajectory may be a harbinger of events to come in broader global oil markets? While to others, Japan has unique features that do not generalize globally? Hence this report and data-file…
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Electric vehicles: total cost of ownership?

Electric vehicles’ total cost of ownership remains 30% higher than ICE vehicles, at $7,700 per year, versus $6,000 per year, all based on 2024 data, for 50 vehicles. Electric vehicle up-front prices are 55% higher, insurance costs are 30% higher, while energy costs are 60% lower. 20 different pricing metrics are compared and contrasted in…
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Pumped hydro: generation profile?

Pumped hydro facilities can provide long-duration storage, but the utilization rate is low, and thus the costs are high, according to today’s case study within the Snowy hydro complex in Australia. Tumut-3 can store energy for weeks-months, then generate 1.8 GW for 40+ hours, but it is only charging/dischaging at 12% of its nameplate capacity.
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