魔鬼、细节与数据

The devil, the detail, and the data

Journal of the Royal Statistical Society. Series A: Statistics in Society · 2024
被引 4
ABS 3

中文导读

本文通过气候变化、新冠疫情、官方统计和人工智能等案例,强调理解数据生成过程和数据元数据的重要性,并指出统计学家和数据专业人员应倡导规范的数据生成。

Abstract

Abstract Digitalization has created a world awash with data from sources almost unimaginable 50 years ago. Using recent examples from climate change, the COVID-19 pandemic, official statistics, and artificial intelligence, the address will illustrate the importance of understanding the data generating process and the data about the data. It will be argued that statisticians and other data professionals have an increasingly important role to play as advocates for well-defined and well documented data generation—particularly as the distinction between inputs and outputs becomes blurred. For the Society, this does not represent a shift away from statistics, rather it re-establishes the link to our roots.

统计学数据科学数据生成过程