Cause of the synchronized 2018–2019 modularity peak and collapse

Determine whether the synchronized peak and collapse in modularity around 2018–2019 in the ego-networks of China, Great Britain, and the United States was caused primarily by exogenous geopolitical shocks, endogenous network changes, or a feedback between the two, and identify the operative causal mechanisms.

Background

The authors observe an unexpected, sharp, and synchronized peak followed by a collapse in ego-network modularity for the U.S., Great Britain, and China around 2018–2019. This was not predicted by their structural framework and suggests a system-wide disruption.

They outline possible explanations—geopolitical shocks, endogenous network dynamics, or both—but explicitly state that their data cannot adjudicate among these possibilities, calling for further study.

References

Critically, this shock could represent network changes related to geopolitical changes, geopolitical deterioration producing network disruption, or both operating in a feedback loop; our data cannot adjudicate among these possibilities.

Network Evolution and National Interests: Global Scientific Reorganization and the Rise of Scientific Nationalism  (2603.27350 - Wagner et al., 28 Mar 2026) in Discussion: What the hypothesis did not anticipate