Solar PV Data Analysis & Performance Tracking

Solar performance data is rich, standardized, and publicly available in ways that few other energy technologies can match. EC JRC PVGIS provides hourly irradiance estimates for any rooftop in Europe and Africa. NREL's PVWatts covers the US and global locations. NREL's PV Fleet Performance Data Initiative publishes degradation statistics across thousands of real systems. The AM1.5G reference spectrum defines the photon distribution against which every commercial panel is rated.

This category makes that data accessible and actionable. We explain how to use PVGIS and PVWatts to generate accurate baseline forecasts for any system configuration, how to calculate and track performance ratios over time, how to use year-over-year production comparisons to separate degradation from weather variation, and how to apply spectral correction factors to understand differences in yield between high- and low-UV climates.

Where original analysis is possible - comparing PVGIS forecasts against measured production data, modeling tilt/azimuth yield penalties, or quantifying soiling rates from monitoring time series - we document the methodology so results can be reproduced and critiqued. Numbers without methodology are marketing; data analysis with visible workings is a tool you can actually use.

Data sources include NREL's PV fleet performance database, EC JRC PVGIS, and peer-reviewed journals.

Performance ratio (PR) is calculated as actual kWh produced divided by peak system kWp multiplied by total plane-of-array irradiation in kWh/m2. A PR above 0.80 indicates a healthy, well-maintained system. Values between 0.70 and 0.80 suggest moderate losses - often soiling, a misconfigured MPPT channel, or a single underperforming string. PR below 0.70 signals a fault worth investigating: inverter clipping, bypass diode failure, or significant shading that wasn't accounted for at design stage.