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China's clean-heating pilots cut winter PM2.5 most on the worst pollution days

Across 88 clean-heating pilot cities in northern China, heating-season PM2.5 fell by 3.01 micrograms per cubic metre on average, and by 5.96 on the most polluted days.

The study evaluated 88 clean-heating pilot cities in northern China between 2013 and 2023, comparing weather-adjusted daily PM2.5 against modelled cities without the policy. Heating-season PM2.5 fell by 3.01 micrograms per cubic metre on average, and by 5.96 on the most polluted days. Applying an exposure-response model to the cleaner days gave an estimated 12,454 fewer deaths, more than half of them in a tenth of the cities.

Why it is interesting: The average fall understates the policy, as a quarter of improved days carried nearly half the modelled benefit.

Source
Journal of Environmental Management, 16 September 2026
Paper
Distribution-sensitive assessment of air-quality and health benefits from clean-heating pilots in northern China
Authors
Bao JL, Cong RG
DOI
10.1016/j.jenvman.2026.130960
Type
Peer-reviewed article
Design
Quasi-experimental evaluation of 88 clean-heating pilot cities in northern China, 2013-2023, using weather-normalised daily PM2.5 and augmented synthetic control, with a modelled short-term mortality impact assessment
Verdict
Refines prior evidence
Driver
A changing climate
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