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    Capitalizing on a crisis: a computational analysis of all five million British firms during the Covid-19 pandemic by Muggleton, N, Rahal, C, Reeves, A

    Published 2025
    “…By employing an automated time series model selection procedure to generate counterfactuals, we show that Covid entrepreneurs were typically aged 35–49 (40.4%), men (73.1%), and had previously held roles in existing firms (59.4%). …”
    Journal article