Calibrating statistical tools

Improving the measure of Humanity's influence on the climate

authored by
Corey Dethier
Abstract

Over the last twenty-five years, climate scientists working on the attribution of climate change to humans have developed increasingly sophisticated statistical models in a process that can be understood as a kind of calibration: the gradual changes to the statistical models employed in attribution studies served as iterative revisions to a measurement(-like) procedure motivated primarily by the aim of neutralizing particularly troublesome sources of error or uncertainty. This practice is in keeping with recent work on the evaluation of models more generally that views models as tools for particular tasks: what drives the process is the desire for models that provide more reliable grounds for inference rather than accuracy to the underlying mechanisms of data generation.

Organisation(s)
Graduiertenkolleg 2073/1
Type
Article
Journal
Studies in History and Philosophy of Science
Volume
94
Pages
158-166
No. of pages
9
ISSN
0039-3681
Publication date
08.2022
Publication status
Published
Peer reviewed
Yes
ASJC Scopus subject areas
History, History and Philosophy of Science
Sustainable Development Goals
SDG 13 - Climate Action
Electronic version(s)
https://doi.org/10.1016/j.shpsa.2022.06.010 (Access: Closed)