Research in progress

Working Papers

How Hospital Staffing Adjusts to Weather-Driven Demand Shocks? Evidence from One Thousand Hospitals in China

ADB Economics Working Paper Series No. 780 (2025)

With Wanrui Wu and Gordon Liu.

ADB working paper Request latest draft
Abstract

Hospitals in many countries operate close to capacity, so short-run surges in demand can generate congestion and threaten care quality. Yet there is limited evidence on how hospitals adjust physician staffing in response to such shocks and whether these adjustments protect patients. Using daily data from 1,113 public hospitals in China from 2013–2022 linked to hospital-centered weather fluctuations, we study how temperature-driven demand shocks affect emergency department (ED) inpatient workload, staffing, and outcomes. Relative to 12–15°C days, ED inpatient admissions fall by 11.6% below −6°C and rise by 8.0% above 30°C, implying a nearly linear temperature-utilization relationship. On very hot days, physicians treating new ED inpatients increase by 2.3%, driven almost entirely by junior doctors, while senior staffing does not change systematically. Admissions per physician rise only about one quarter as much as total admissions, indicating that staffing adjustments substantially attenuate workload shocks. Despite large swings in demand, we find no statistically significant effects on in-hospital mortality, length of stay, or waiting time to first surgery, and total healthcare expenditure on hot days rises mainly through higher out-of-pocket payments. These results show that hospitals buffer acute demand shocks by reallocating work toward junior physicians, maintaining short-run quality and throughput even when demand fluctuates sharply.

Prenatal Air Pollution Exposure and Early-Childhood Cognition: The Role of Micronutrient Powder Intervention

Revise and Resubmit, Journal of the Association of Environmental and Resource Economists

With Xuqian Ma, Lingling Hou, and Renfu Luo.

Request paper
Presentations

2024 CAERE Annual Conference, 4th Meeting of the Asian Workshop on Econometrics and Health Economics, 2024 Pacific Conference for Development Economics; Asian Development Bank Institute; Sichuan University, University of Sussex, and Peking University.

Transboundary Water Quality Regulations: Multitasking, Misaligned Incentives, and Pollution Redistribution

Working Paper

Request paper
Presentations

2020 EEA Annual Congress, 2021 Chinese Economist Society Annual Meeting, 2021 EAERE Annual Conference, 2021 Econometric Society European Winter Meeting, 2023 CCER Summer Institute; Peking University and Jinan University.

Market vs. Planning: Emission Abatement under Incomplete Information and with Local Externalities

Working Paper

With Guojun He and Yang Xie.

Request paper Research demo
Presentations

2023 AERE Summer Conference, 2023 ESEM, 2022 ASSA Meeting, EPIC Conference on Counting the Costs and Addressing the Impacts of Climate Change, 4th Forum for China's Energy, Environment and Climate Change Economics; Asian Development Bank, Chinese University of Hong Kong, Hong Kong University of Science and Technology, National University of Singapore, Peking University, Renmin University, Shanghai University of Finance and Economics, Stanford University, University of Hong Kong, and Xiamen University.