Model validation: A bibliometric analysis of the literature

Eker S ORCID: https://orcid.org/0000-0003-2264-132X, Rovenskaya E, Langan S ORCID: https://orcid.org/0000-0003-0742-3658, & Obersteiner M ORCID: https://orcid.org/0000-0001-6981-2769 (2019). Model validation: A bibliometric analysis of the literature. Environmental Modelling & Software 117: 43-54. DOI:10.1016/j.envsoft.2019.03.009.

[img] Text
1-s2.0-S1364815218312763-main.pdf - Accepted Version
Restricted to Repository staff only until 26 March 2021.
Available under License Creative Commons Attribution Non-commercial No Derivatives.

Download (5MB)

Abstract

Validation is a crucial step in environmental and economic modeling that establishes the reliability of models to be used in decision-making contexts. It is often said that validation approaches proposed in the literature are not widely adopted, and different modeling fields do not benefit from each other. This study analyses a broad academic literature on model validation, mainly in environmental and decision sciences, by using an innovative combination of bibliometric and text-mining tools. The results show that a data-driven validation practice is prevalent. Although most publications in the studied dataset resemble each other, the most-cited ones tend to be different from the rest in terms of their abstracts’ content. Furthermore, the validation practices in different modeling areas are distinct, and do not extensively cite each other. In future, validation approaches can extend beyond data-oriented reliability for a wider acceptance of modeling in decision-making, and can synthesize the methods and views from various fields.

Item Type: Article
Uncontrolled Keywords: Model validation; Model evaluation; Model testing; Citation analysis; Text-mining analysis
Research Programs: Advanced Systems Analysis (ASA)
Evolution and Ecology (EEP)
Ecosystems Services and Management (ESM)
Water (WAT)
Depositing User: Luke Kirwan
Date Deposited: 26 Mar 2019 09:18
Last Modified: 25 Apr 2019 10:09
URI: http://pure.iiasa.ac.at/15811

Actions (login required)

View Item View Item

International Institute for Applied Systems Analysis (IIASA)
Schlossplatz 1, A-2361 Laxenburg, Austria
Phone: (+43 2236) 807 0 Fax:(+43 2236) 71 313