Describing model relations: The case of the capital asset pricing model (CAPM) family in financial economics.
Economics
Explanation
Families of models
Finance
Models
Robustness
Journal
Studies in history and philosophy of science
ISSN: 0039-3681
Titre abrégé: Stud Hist Philos Sci
Pays: England
ID NLM: 1250602
Informations de publication
Date de publication:
02 2023
02 2023
Historique:
received:
18
12
2021
revised:
21
09
2022
accepted:
14
12
2022
medline:
11
4
2023
pubmed:
14
1
2023
entrez:
13
1
2023
Statut:
ppublish
Résumé
The description of how individual models in families of models are related to each other is crucial for the general philosophical understanding of model-based scientific practice. We focus on the Capital Asset Pricing Models (CAPM) family, a cornerstone in financial economics, to provide a descriptive analysis of model relations within a family. We introduce the concepts of theoretical and empirical complementarity to characterise model relations. Our complementarity analysis of model relations has two types of payoff. Specifically regarding the CAPM, our analysis reveals why this model family, which has been empirically contested, has yet remained popular and important: the different models that have been added over time have made new empirically and theoretically complementary contributions to the model family. More generally, our analysis reveals the dynamic character of model-based scientific practice. Characterising relations between models as theoretically and/or empirically complementary yields three hitherto underappreciated lessons: (i) actual modelling purposes are not always primarily epistemic, (ii) a model's individual import is relative, not absolute, and (iii) there is an important interplay between theory and data models. Faithfully characterising scientific modelling in this way facilitates subsequent analysis of models' epistemic import.
Identifiants
pubmed: 36638558
pii: S0039-3681(22)00179-0
doi: 10.1016/j.shpsa.2022.12.002
pii:
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
91-100Informations de copyright
Copyright © 2022 The Author(s). Published by Elsevier Ltd.. All rights reserved.