Energy Systems Analysis Data and Tools
Explore our free data and tools for assessing, analyzing, optimizing, and modeling technologies.
Search or sort the table below to find a specific data source, model, or tool. For additional resources, view the full list of NREL data and tools or the NREL Data Catalog.
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| Data, Tool, or Model | Primary Use | Energy Technology or Source | Primary Geographic Area | Publicly Available | System Cost Analysis | System Performance Analysis |
|---|---|---|---|---|---|---|
| Speed to Power Data Viewer | Early-stage data center siting analysis | All | National | Yes | No | No |
| Annual Technology Baseline (ATB) | Cost and performance projections | Battery storage, coal, geothermal, hydropower, natural gas, nuclear, PV, concentrating solar power, wind | Site-specific, state, national | Checked | Checked | Checked |
| Bioenergy Scenario Model (BSM) - OpenEI | Domestic fuels supply-chain model | Biomass | National | Checked | ||
| Cambium | Structured data sets of hourly cost, emission, and operational data | Battery storage, biomass, coal, concentrating solar power, geothermal, hydropower, natural gas, nuclear, PV, oil-gas-steam, pumped hydro storage, wind | State, national | Checked | Checked | Checked |
| Circular Economy Lifecycle Assessment and Visualization Framework (CELAVI) | Models impacts of clean energy supply chains during circular transitions | Wind, solar | Site-specific, state, national | Checked | ||
| Cost of Renewable Energy Spreadsheet Tool (CREST) | Economic, cash-flow model | Biomass, fuel cells, geothermal, PV, concentrating solar power, wind | State, national | Checked | Checked | |
| Technology Characterization and Evaluation (Tyche) | Evaluate impacts of research and development investments on technology progress under uncertainty | Any | NA | Checked | Checked | Checked |
| Distributed Generation Market Demand (dGen) Model | U.S. customer adoption model | Battery storage, distributed energy resources, geothermal, PV, wind | Site-specific, state, national | Checked | ||
| Demand-Side Grid (dsgrid) Toolkit | Electricity load model | PV, wind | National | |||
| Electric Vehicle Infrastructure Projection Tool (EVI-Pro) Lite | Electric vehicle charging demand and load profile projections | Electric vehicles | Site-specific, state | Checked | Checked | |
| Energy Data Books | Annual energy-sector data | Fossil fuels, renewable energy | National, global | Checked | ||
| Geospatial Data Science Data and Tools | Geographic information system tools and maps | Biomass, geothermal, hydropower, marine, hydrokinetic, PV, concentrating solar power, wind | Site-specific, state, national | Checked | ||
| Geothermal Data Repository - OpenEI | Geothermal data sets | Geothermal | Site-specific, state, national | Checked | Checked | Checked |
| Greenhouse Gas Life Cycle Emissions Assessment Model (GLEAM) | Life cycle greenhouse gas emissions | Electricity generation and storage technologies | Any | Checked | ||
| Holistic Electricity Model (HEM) | Stakeholder-centric electricity systems model | PV, Electric power systems and components | NA | Checked | ||
| Jobs & Economic Development Impact (JEDI) Models | Power generation economic model | Coal, geothermal, marine, hydrokinetic, natural gas, concentrating solar power | Site-specific, state | Checked | ||
| Justice Underpinning Science and Technology Research (JUST-R) | Justice considerations for early-stage energy technologies | NA | Site-specific, state | Checked | ||
| Land-based Balance of System Systems Engineering (LandBOSSE) Model - GitHub | Balance-of-system cost model | Wind | Checked | Checked | ||
| Low-Income Energy Affordability Data (LEAD) Tool - U.S. Department of Energy | Low-income household energy model | Coal, fuel oil, natural gas, wood, solar | Site-specific, state, national | Checked | ||
| Procurement Analysis Tool (PAT) | Utility-scale energy procurement | All | National | Checked | ||
| SolarAPP | Automate and deliver instant permitting for solar | Residential Photovoltaics | National | Checked | ||
| Solar TRACE | Transparency into permitting, inspection, and interconnection data | Residential Photovoltaics | National | Checked | ||
| Simple Levelized Cost of Energy (LCOE) Calculator | Cost, operation, maintenance model | Renewable energy | Site-specific | Checked | Checked | Checked |
| Open Energy Data Initiative - OpenEI | High-value energy research datasets and analytics tools | Fossil fuels, renewable energy | Site-specific, state, national, international | Checked | Checked | Checked |
| Marine Hydrokinetic Data Repository - OpenEI | Marine and hydrokinetic technology database | Wave, tidal, current, and ocean thermal energy | Site-specific, state, national, international | Checked | Checked | Checked |
| Materials Flows through Industry (MFI) | Manufacturing supply-chain model | Fossil fuels, renewable energy | Checked | |||
| National Solar Radiation Database (NSRDB) | Hourly and half-hourly solar radiation measurements database | PV, concentrating solar power | National, international | Checked | ||
| Probabilistic Resource Adequacy Suite (PRAS) | Power system resource adequacy model | Electric power systems | Continental, regional | Checked | Checked | |
| PVWatts | Production and cost model | PV | Site-specific | Checked | Checked | Checked |
| Regulatory and Permitting Information Desktop (RAPID) Toolkit - OpenEI | Regulations and permitting information | Geothermal, hydropower, PV | Site-specific, state, national | Checked | ||
| Regional Energy Deployment System (ReEDS) Model | Electric power sector model | Fossil fuels, nuclear, renewable energy | Site-specific, state, national | Checked | ||
| Resource Planning Model (RPM) | Capacity expansion model | PV, wind | State, national | Checked | ||
| Renewable Energy Materials Properties Database | Techno-economic assessment model | PV, concentrating solar power, wind | Site-specific, state, national, international | Checked | Checked | Checked |
| Renewable Energy Potential (reV) Model | Techno-economic assessment model | PV, concentrating solar power, wind | Site-specific, state, national, international | Checked | Checked | Checked |
| REopt | Optimization model for cost savings, resilience, emissions reductions, and energy performance | PV, wind, battery storage, combined heat and power, heat pumps, and thermal energy storage | Site-specific, state, national, international | Checked | Checked | Checked |
| Sienna | Model individual and integrated infrastructure systems | Electric power systems and components | Checked | |||
| Scenario Evaluation, Regionalization and Analysis (SERA) Model | Transportation system model | Fuel cells, hydrogen | State, national | |||
| Standard Contracts and Securitization Resources | Contracts and securitization resources | PV | Site-specific | Checked | Checked | Checked |
| Standard Scenarios Outlook and Results Viewer | Annual U.S. power sector scenarios | Battery storage, geothermal, hydropower, nuclear, PV, concentrating solar power, wind | National | Checked | ||
| State and Local Planning for Energy (SLOPE) | Modeled energy data driving state and local energy planning | Energy efficiency by sector, renewable energy and fossil fuel technologies, and sustainable transportation data | City, County, State | Checked | ||
| Stochastic Energy Deployment System (SEDS) | U.S. energy economy model | Fossil fuels, renewable energy | National | Checked | ||
| Super-Resolution for Renewable Energy Resource Data With Climate Change Impacts (Sup3rCC) | Energy system modeling under climate change futures | Solar, wind, load | Contiguous United States | Checked | ||
| System Advisor Model (SAM) | Performance and cost model | Battery storage, biomass, geothermal, marine, PV, concentrating solar power, wind | Site-specific, state, national | Checked | Checked | Checked |
| Utility Rate Database (URDB) - OpenEI | Rate structure information | Distributed technologies | State, national | Checked | ||
| U.S. Life Cycle Inventory Database | Life cycle assessments | All | National | Checked | ||
| Waste-to-Energy System Simulation Model (WESyS) | U.S. waste-to-energy industry projections | Biomass, bioenergy | State, national | Checked | ||
| The Wind Prospector | Wind energy potential model | Wind | National | Checked |
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Last Updated Sept. 19, 2025