Lake effect or data mirage? How accounting for technology differences at utility scale solar energy facilities can change data interpretation

Abstract As the fastest growing energy source in the United States, utility scale solar energy (USSE) features prominently in the scientific literature, particularly regarding the ‘lake effect hypothesis’, which posits that water birds perceive USSE as water bodies, are subsequently attracted to them, and experience mortality as a result. Policymakers and environmental regulators rely on research to evaluate and publicly disclose the impacts of emerging technologies on wildlife and to craft appropriate avoidance, minimization, and mitigation measures. We completed a literature review and summarized data from two papers to better understand how technology type influences conclusions regarding bird mortality at USSE facilities. We found 16 papers addressing bird mortality at USSE primarily from the United States where authors pooled data across fixed-tilt and single-axis tracker panel photovoltaic (PV) facilities, despite fixed-tilt facilities trending substantially downward in installed capacity in the U.S. in the last 10 years. Our summary revealed that data to support the lake effect hypothesis is sparse when data from fixed-tilt panel facilities developed prior to the commercial transition to anti-reflective coating (ARC) are separated from tracker panel facilities. A dataset from a single fixed-tilt PV facility built prior to the ARC transition was used in eight papers and cited by 14 of the 16 papers that discussed aquatic bird mortality. This single dataset underpins the entire lake effect hypothesis discussion in the scientific literature. Despite this facility being unrepresentative of current USSE facilities, conclusions drawn from these data have been broadly applied to all PV USSE facilities. Overall, our findings show that it is important for researchers to separate data by technology type, and for regulators to understand that avian mortality trends associated with older solar facilities might not be applicable to modern USSE installations.

Authors

Institutions

Publication Details

Journal
Environmental Research Letters
Published
2025-11-12
DOI
https://doi.org/10.1088/1748-9326/ae1e91
Primary Topic
Photovoltaic Systems and Sustainability
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Lake effect or data mirage? How accounting for technology differences at utility scale solar energy facilities can change data interpretation

Karl L. Kosciuch, M. J. Mitchell, Daniel Riser-Espinoza
Environmental Research Letters
Photovoltaic Systems and Sustainability
article

Lake effect or data mirage? How accounting for technology differences at utility scale solar energy facilities can change data interpretation

Karl L. Kosciuch, M. J. Mitchell, Daniel Riser-Espinoza
article en

Abstract

Abstract As the fastest growing energy source in the United States, utility scale solar energy (USSE) features prominently in the scientific literature, particularly regarding the ‘lake effect hypothesis’, which posits that water birds perceive USSE as water bodies, are subsequently attracted to them, and experience mortality as a result. Policymakers and environmental regulators rely on research to evaluate and publicly disclose the impacts of emerging technologies on wildlife and to craft appropriate avoidance, minimization, and mitigation measures. We completed a literature review and summarized data from two papers to better understand how technology type influences conclusions regarding bird mortality at USSE facilities. We found 16 papers addressing bird mortality at USSE primarily from the United States where authors pooled data across fixed-tilt and single-axis tracker panel photovoltaic (PV) facilities, despite fixed-tilt facilities trending substantially downward in installed capacity in the U.S. in the last 10 years. Our summary revealed that data to support the lake effect hypothesis is sparse when data from fixed-tilt panel facilities developed prior to the commercial transition to anti-reflective coating (ARC) are separated from tracker panel facilities. A dataset from a single fixed-tilt PV facility built prior to the ARC transition was used in eight papers and cited by 14 of the 16 papers that discussed aquatic bird mortality. This single dataset underpins the entire lake effect hypothesis discussion in the scientific literature. Despite this facility being unrepresentative of current USSE facilities, conclusions drawn from these data have been broadly applied to all PV USSE facilities. Overall, our findings show that it is important for researchers to separate data by technology type, and for regulators to understand that avian mortality trends associated with older solar facilities might not be applicable to modern USSE installations.

Environmental Research LettersVol. 20(12)
Intersect ENT (United States) (US), Western EcoSystems Technology (United States) (US), Tetra Tech (United States) (US)
Openalex Percentile: Top 68%
Photovoltaic Systems and Sustainability
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.