#2496. Local mortality estimates during the COVID-19 pandemic in Italy
October 2026 | publication date |
Proposal available till | 30-05-2025 |
4 total number of authors per manuscript | 3510 $ |
The title of the journal is available only for the authors who have already paid for |
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Journal’s subject area: |
Demography;
Economics and Econometrics; |
Places in the authors’ list:
1 place - free (for sale)
2 place - free (for sale)
3 place - free (for sale)
4 place - free (for sale)
Abstract:
The article analyzes the mortality rate in Italy during a pandemic. The study builds on a machine learning management approach to build a more realistic counterfactual death scenario in the absence of COVID-19. The results show that supervised machine learning methods outperform the official method by significantly improving the accuracy of local mortality predictions in “normal” years, especially in small and medium-sized municipalities.
Keywords:
Coronavirus; COVID-19; Italy; Local mortality; Machine learning
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