How the tool works, and the data behind it.
The Goal: Can solar panels plus battery storage, on their own, deliver constant round-the-clock "baseload" power 24/7/365 — and at what cost? This tool tests that question at thousands of locations worldwide.
Solar & Weather Data: NASA POWER (Prediction of Worldwide Energy Resources)
Population Data: NASA Socioeconomic Data and Applications Center (SEDAC), Gridded Population of the World (GPW), v4
Electricity Consumption Data: Chen, J., Gao, M., Cheng, S., Hou, W., Song, M., Liu, X., Liu, Y., & Shan, Y. (2022). Global 1 km × 1 km gridded revised real gross domestic product and electricity consumption during 1992-2019 based on calibrated nighttime light data. Scientific Data, 9, 202. https://doi.org/10.6084/m9.figshare.17004523
Power Plant Data: Global Energy Monitor, Global Coal Plant Tracker, Global Oil & Gas Plant Tracker, Global Bioenergy Plant Tracker, Global Nuclear Plant Tracker, December 2024 release. Data available under Creative Commons Attribution 4.0 International License.
Solar Potential (PVOUT): Global Solar Atlas (World Bank Group / Solargis). Used in the Potential Map to estimate realistic annual generation per area.
Grid Reliability & Electricity Access: High Resolution Electricity Access (HREA), University of Michigan. Min, B., O'Keeffe, Z., Abidoye, B., Gaba, K. M., Monroe, T., Stewart, B. P., Baugh, K., & Sánchez-Andrade Nuño, B. (2024). Lost in the dark: A survey of energy poverty from space. Joule, 8, 1–17. https://doi.org/10.1016/j.joule.2024.05.001. Data: hrea.isr.umich.edu/data.html. Used in the Supply-Demand Matching demand layers.
Cost of Capital (WACC): Country-level WACC from Hatton, L., Staffell, I., Jansen, M. et al. Historical and future projected costs of capital for ten energy technologies across 176 countries. Sci Data 12, 1912 (2025). https://doi.org/10.1038/s41597-025-06177-0. Local mode assigns the nearest available country WACC per Voronoi cell.
Local CAPEX Assumptions: Regional solar/battery CAPEX assumptions from IRENA/IEA/BNEF. Local mode maps each Voronoi cell to a region and interpolates 2024/2035/2050 values by year.
Diesel Prices: Retail diesel pump prices (World Bank / GlobalPetrolPrices), clamped to a global unsubsidized floor. Used for the optional diesel-backup comparison.
Created by the Electrotech Revolution team, 2026.
Population by Latitude · Capacity Factor by Latitude
Distribution of grid reliability weighted by population
Solar capacity factor or LCOE distribution with grid reliability context