Since BWE exists regardless of COVID-19, distinguishing between endogenous BWEs and those induced by external shocks of COVID-19 remains challenging

RESEARCH METHODOLOGY This research is propelled by a dual motive: to seek empirical evidence of the BWE amidst the pandemic by examining industry-level panel data, to assess the ability of time series analysis to forecast the BWE in term · 1992

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Impact of COVID-19 on The Bullwhip Effect Across U.S. Industries

econ.GN · 2025-06-04 · conditional · novelty 5.0

Using LSTM forecasts as a no-pandemic baseline, the study reports that many U.S. industries showed actual bullwhip amplification during 2020-2023 that the forecasts did not predict.

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Impact of COVID-19 on The Bullwhip Effect Across U.S. Industries econ.GN · 2025-06-04 · conditional · none · ref 4
Using LSTM forecasts as a no-pandemic baseline, the study reports that many U.S. industries showed actual bullwhip amplification during 2020-2023 that the forecasts did not predict.

Since BWE exists regardless of COVID-19, distinguishing between endogenous BWEs and those induced by external shocks of COVID-19 remains challenging

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