65th ISI World Statistics Congress 2025

65th ISI World Statistics Congress 2025

Using Machine Learning in the Production of Official Statistics: Progress, Potential, and Challenges

Conference

65th ISI World Statistics Congress 2025

Format: IPS Abstract - WSC 2025

Keywords: machine learning, official-statistics

Session: IPS 1025 - Machine Learning, Explainability and Statistics

Wednesday 8 October 2 p.m. - 3:40 p.m. (Europe/Amsterdam)

Abstract

Machine learning has found increasing applications in official statistics. Response propensity models have been used to inform sampling and data collection. Some machine learning models provide insights for imputation. Other models provide the foundation for producing official statistics. In this presentation, the current role of machine learning in the production of official statistics, its potential for future uses, and the challenges associated with their use will be highlighted.