
Why This Matters
During the COVID-19 pandemic, governments worldwide scrambled to adopt or lift restrictions with limited information about the virus and policy consequences. Understanding how and when governments copied each other helps explain the timing and coordination of costly public-health measures—and whether some restrictions stayed in place longer than necessary.
What Curini, Daniele, and Stanig Ask
Luigi Curini, Gianmarco Daniele, and Piero Stanig investigate whether non-pharmaceutical interventions (NPIs)—like business closures, gathering limits, and stay-at-home orders—spread across countries, and whether diffusion was symmetric when policies were tightened versus relaxed. The study focuses on OECD countries between January 2020 and March 2022 and links policy choices to neighboring countries' recent actions and to epidemic trends.
How They Studied It
The authors combine daily data on a country-level policy stringency index with measures of epidemic evolution for OECD countries over the pandemic period. They use spatial econometric methods to test whether a country’s stringency responds to the stringency observed in neighboring countries in preceding days, while accounting for domestic epidemic conditions. The analysis also examines heterogeneity by countries’ institutional quality.
What They Found
Policy Implications
These findings imply that during fast-moving crises governments are more likely to copy precautionary tightening than reopening decisions—especially where institutions are weaker—potentially prolonging restrictive measures. The results matter for crafting communication, coordination, and capacity-building strategies aimed at improving timely, evidence-based responses in future pandemics.

| Decision-Making in the Dark: The Asymmetric Spread of COVID-19 Policies was authored by Luigi Curini, Gianmarco Daniele and Piero Stanig. It was published by Sage in CPS in 2025. |