Mismatch between scientific theories and statistical models

Behavioral and Brain Sciences 45 (2022)
  Copy   BIBTEX

Abstract

Yarkoni recommends that psychology researchers should take care to align their statistical models to the verbal theories they are studying and testing. This principle applies not just to qualitative theories in psychology but also to more quantitative sciences: there, too, mismatch between open-ended theories and specific statistical models have led to confusion.

Links

PhilArchive



    Upload a copy of this work     Papers currently archived: 93,867

External links

Setup an account with your affiliations in order to access resources via your University's proxy server

Through your library

Similar books and articles

Testing Scientific Theories Through Validating Computer Models.Michael L. Cohen - 2000 - Dissertation, University of Maryland, College Park
Programs, models, theories, and reality.Robert I. Damper - 2001 - Behavioral and Brain Sciences 24 (6):1055-1056.
The Diversity of Models in Statistical Mechanics: Views about the Structure of Scientific Theories.Anouk Barberousse - 2003 - In Benedikt Löwe, Thoralf Räsch & Wolfgang Malzkorn (eds.), Foundations of the Formal Sciences II. Kluwer Academic Publishers. pp. 1--23.
The generalizability crisis.Tal Yarkoni - 2022 - Behavioral and Brain Sciences 45:1-37.
Four reasons why the science of psychology is still in trouble.Kim J. Vicente - 1998 - Behavioral and Brain Sciences 21 (2):224-225.
Are connectionist models just statistical pattern classifiers?Richard M. Golden - 1990 - Behavioral and Brain Sciences 13 (3):494-495.
Additional requirements for a balanced social psychology.Siu L. Chow - 2004 - Behavioral and Brain Sciences 27 (3):329-331.
Relevant features and statistical models of generalization.James E. Corter - 1986 - Behavioral and Brain Sciences 9 (4):653-654.

Analytics

Added to PP
2022-04-09

Downloads
7 (#1,404,117)

6 months
5 (#836,928)

Historical graph of downloads
How can I increase my downloads?

Citations of this work

There are no shortcuts to theory.Berna Devezer - 2024 - Behavioral and Brain Sciences 47:e38.

Add more citations

References found in this work

The Logic of Scientific Discovery.Karl Popper - 1959 - Studia Logica 9:262-265.
Philosophical Papers.Imre Lakatos, John Worrall & Gregory Currie - 1979 - Philosophy 54 (208):247-249.

Add more references