Renewable Energy

MIT study ties utility-scale solar to lower US power prices, rooftop solar to higher ones

Mira KovalenkoOctober 13, 20265 min read23 views

At a glance

  • A working paper covering 1998–2023 finds renewable portfolio standards have a near-zero effect on residential prices, with utility-scale solar linked to roughly 8% lower prices per 10-point gain in generation share, while rooftop solar correlates with higher bills.
  • MIT researchers report that renewable portfolio standards and utility-scale renewables are not associated with higher US residential electricity prices, with utility-scale solar strongly linked to lower prices. Rooftop solar, by contrast, correlates with higher prices, which the authors partly attribute to rate structures that shift fixed costs onto other customers.
A conceptual split illustration showing large ground-mounted solar arrays on one side and rooftop solar panels on suburban homes on the other, joined by power lines under clear daylight.

Renewable portfolio standards (RPS) and utility-scale renewables are not associated with higher residential electricity prices in the United States, while rooftop solar is, according to new research from the Massachusetts Institute of Technology (MIT).

Fischer J. Espiritu Argosino and Christopher R. Knittel of the MIT Center for Energy and Environmental Policy Research (CEEPR) built a state-utility panel covering 1998 to 2023, linking residential prices, RPS stringency, generation mixes and utility spending using data from the US Energy Information Administration (EIA), the Federal Energy Regulatory Commission (FERC) and Lawrence Berkeley National Laboratory (LBNL).

What the model found

Writing in a summary of the paper, the researchers said their two-way fixed effects regression model controls for unobserved differences across years and between states. On that basis, they reported that RPSs have virtually zero impact on residential prices, while utility-scale renewables are modestly associated with lower prices, with utility-scale solar strongly linked to lower prices.

Based on the paper's regression coefficients, which measure generation shares relative to coal, a 10-percentage-point rise in utility-scale solar's share of generation is associated with residential prices just over 8% lower. By contrast, a 5-percentage-point rise in rooftop solar's share is associated with prices roughly 16% higher.

The authors cautioned that the results are correlations and said further work will apply “more rigorous econometric techniques to further strengthen the causal interpretation of these estimates.”

Why utility-scale solar differs

The researchers offered a possible explanation for the utility-scale result. “One explanation is that large solar plants may reduce network congestion and place downward pressure on overall generation costs because they do not require fuel inputs,” they said.

A second model, which also controls for differences between utilities, found utility-scale solar strongly associated with lower transmission, distribution and total operation and maintenance (O&M) costs.

Rooftop solar and cost shifting

For rooftop solar, the researchers suggested tariff design may partly explain the higher-price association. “One possible reason for this is that current rate structures in some states shift fixed costs associated with rooftop solar from the owners onto other ratepayers,” they said. “In effect, this means that those without rooftop solar often fund those who do through an additional volumetric rate.”

Rooftop solar was also strongly correlated with higher distribution O&M costs. “One reason for this is that the distribution network was not designed for bidirectional power flows,” the researchers said.

Context and prior findings

CEEPR does not peer-review working papers before posting them. The researchers described their findings in “Renewables and Electricity Affordability: Untangling Correlation from Causation,” published as MIT CEEPR Working Paper 2025-22.

A June 2025 LBNL study led by Ryan Wiser reached a similar conclusion on utility-scale renewables. It found that the roughly 75% of US utility-scale wind and solar built outside RPS programs had no broadly discernible upward effect on retail prices.

The rooftop solar finding feeds into a long-running dispute over cost-shifting in California. The California Public Utilities Commission's Public Advocates Office has estimated an $8.5 billion cost shift from rooftop solar customers to other ratepayers. A 2025 report by M.Cubed Consulting and the California Solar and Storage Association found instead that rooftop solar delivered a $1.5 billion net benefit to all California ratepayers. Solar advocates have also argued that rising transmission and distribution spending is a larger driver of rate increases.

Policy implications

The researchers framed the results as a guide for policy. “Policymakers can secure an affordable energy future by improving the integration of low-cost renewables while implementing more equitable cost recovery strategies,” they said.

Reported by Mira Kovalenko, Renewable Procurement and Lifecycle Editor.