Eurasian cooling in response to Arctic sea-ice loss is not proved by maximum covariance analysis
Giuseppe Zappa, Theodore G. Shepherd, Paulo Ceppi

TL;DR
This paper critically examines the claim that Arctic sea-ice loss causes Eurasian cooling, demonstrating that previous analyses using maximum covariance analysis are inconclusive and that atmospheric forcing likely drives sea-ice variability.
Contribution
The study challenges prior findings by showing that maximum covariance analysis does not prove causality from sea-ice loss to Eurasian cooling, emphasizing the importance of proper interpretation.
Findings
Maximum covariance analysis can be misinterpreted in climate studies.
Atmospheric forcing is more likely to drive sea-ice variability than vice versa.
Previous claims of Arctic sea-ice impact on Eurasian climate are not conclusively supported.
Abstract
The extent to which the ongoing decline in Arctic sea ice affects mid-latitude climate has received great attention and polarised opinions. The basic issue is whether the inter-annual variability in Arctic sea ice is the cause of, or the response to, variability in mid-latitude atmospheric circulation. A recent paper by Mori et al. (M19) claims to have reconciled previous conflicting studies by showing that a consistent mid-latitude climate response to inter-annual sea-ice anomalies can be identified in both the ERA-Interim reanalysis, taken as observations, and in an ensemble of atmosphere-only (AMIP) climate model simulations. We here demonstrate that such a conclusion cannot be drawn, due to issues with the interpretation of the maximum covariance analysis performed. After applying the M19 approach to the output from a simple statistical model, we conclude that a predominant…
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