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 et al. (2025), Scientific Data 12, 1912. 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