We examine the introduction of automatic air pollution monitoring, which is a central feature of China’s “war on pollution.” Exploiting 654 regression discontinuity designs based on city-level variation in the day that monitoring was automated, we find that reported PM10 concentrations increased by 35% immediately post–automation and were sustained. City-level variation in underreporting is negatively correlated with income per capita and positively correlated with true pre-automation PM10 concentrations. Further, automation’s introduction increased online searches for face masks and air filters, suggesting that the biased and imperfect pre-automation information imposed welfare costs by leading to suboptimal purchases of protective goods.

More on this topic

BFI Working Paper·Jan 6, 2026

Green Waste

Ingvil Gaarder, Morten Grindaker, Tom G. Meling, and Magne Mogstad
Topics: Energy & Environment
BFI Working Paper·Jan 6, 2026

Renewable Energy Expansion: Key Challenges and Emerging Opportunities

Koichiro Ito
Topics: Energy & Environment
BFI Working Paper·Oct 21, 2025

Option Value of Apex Predators: Evidence from a River Discontinuity

Eyal Frank, Anouch Missirian, Dominic P. Parker, and Jennifer L. Raynor
Topics: Energy & Environment