Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

Toward a predictive model of moral concern

Bibliographic Data

ID9007656
AuthorsBastian Jaeger (Tilburg University, corresponding author), Matti Wilks (0000-0003-3814-3763, University of Edinburgh), Caspar Van Lissa (0000-0002-0808-5024, Tilburg University)
Year2026
Volume124
Pages104880-104880
Publication date2026-01-17
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueJournal of Experimental Social Psychology (JOURNAL)
Journal identifiersISSN: 0022-1031 • E-ISSN: 1096-0465
PublisherElsevier BV (PUBLISHER)
DOI10.1016/j.jesp.2026.104880
OpenAlexW7124581457
LanguageEN
References cited41

At the heart of many contentious debates (e.g., on abortion, immigration, or meat consumption, is the question of how much we ought to weigh the welfare and interests of different entities. Previous research has identified numerous characteristics that predict how much concern people show toward different entities, such as empathy or perceived similarity. However, many of these characteristics are correlated, making it difficult to disentangle their unique relation to moral concern, and there is little evidence on the relative importance of different characteristics. We aim to address these issues and move the field toward an integrative model of moral concern. We reviewed the literature to identify hypothesized predictors of moral concern. We will then use a machine learning approach to simultaneously test all identified predictors and build an integrative and parsimonious predictive model ( n = 800 U.S. participants). Our findings will provide insights into (1) how accurately we can predict moral concern with the characteristics that were identified in previous research, and (2) which characteristics are most important for predicting moral concern

Defining Issues Test · Empathy · Field (mathematics · Moral disengagement · Morality · Relation (database · Social cognitive theory of morality · Test (biology · Death Anxiety and Social Exclusion · Ethics in Business and Education · Psychology of Moral and Emotional Judgment

  • Factors influencing human attitudes to animals and their welfare

    Open Access•James A Serpell, JA Serpell•Animal Welfare•2004

  • Why do right-wing adherents engage in more animal exploitation and meat consumption?

    Open Access•Kristof Dhont, Gordon Hodson•Personality and Individual…•2014

  • Social dominance orientation connects prejudicial human–human and human–animal relations

    Kristof Dhont, Gordon Hodson et al.•Personality and Individual…•2014

  • Beyond sacrificial harm

    Open Access•Guy Kahane, Jim A C Everett et al.•Psychological Review•2018

  • Dimensions of Mind Perception

    Open Access•Heather M Gray, Kurt Gray et al.•Science•2007

  • Common Ideological Roots of Speciesism and Generalized Ethnic Prejudice

    Open Access•Kristof Dhont, Gordon Hodson et al.•European Journal of Personality•2016

  • The Nomological Net of the Hexaco Model of Personality

    Open Access•Ingo Zettler, Isabel Thielmann et al.•Perspectives on Psychological…•2020

  • Which Facial Features Are Central in Impression Formation

    Open Access•B Jaeger, Alisha Lola Jones et al.•Social Psychological and…•2022

  • When Meat Gets Personal, Animals’ Minds Matter Less

    Open Access•Jared Piazza, Steve Loughnan•Social Psychological and…•2016

  • You're Inferior and Not Worth Our Concern

    Open Access•Jim Sidanius, Nour S Kteily et al.•Journal of Personality•2013

  • Who gives? Characteristics of those who have taken the Giving What We Can pledge

    Open Access•Matti Wilks, Jessica McCurdy et al.•Journal of Personality•2024

  • Are empathy and concern psychologically distinct

    Matthew R Jordan, Dorit Amir et al.•Emotion•2016

  • Investigating right wing authoritarianism with a very short authoritarianism scale

    Open Access•Boris Bizumic, John Duckitt•Journal of Social and Political…•2018

  • The 24-item Brief Hexaco Inventory (BHI)

    Reinout E De Vries•Journal of Research in Personality•2013

  • An analysis of five measures of global human identification

    Open Access•Sam Mcfarland, William Hornsby et al.•European Journal of Social…•2015

  • Longitudinal effects of human supremacy beliefs and vegetarianism threat on moral exclusion (vs. inclusion) of animals

    Open Access•Ana C Leite, Kristof Dhont et al.•European Journal of Social…•2019

  • Predicting Protection

    Open Access•Susan Opotow•Journal of Social Issues•1994

  • Moral Emotions and Social Activism

    Open Access•Harold A Herzog, Lauren Leigh Golden•Journal of Social Issues•2009

  • Moral expansiveness

    Charlie R Crimston, Paul G Bain et al.•Journal of Personality and Social…•2016

  • Microbes, mating, and morality

    Joshua M Tybur, D Lieberman et al.•Journal of Personality and Social…•2009

  • The moral standing of animals

    Lucius Caviola, Jim A C Everett et al.•Journal of Personality and Social…•2019

  • The nature of social dominance orientation

    Arnold K Ho, Jim Sidanius et al.•Journal of Personality and Social…•2015

  • Experimental Approaches to Moral Standing

    Open Access•Geoffrey P Goodwin•Philosophy Compass•2015

  • Empathy and attitudes to animals

    N Taylor, T D Signal et al.•Anthrozoös•2005

  • Personality, empathy and attitudes to animal welfare

    A Furnham, Chris Mcmanus et al.•Anthrozoös•2003

  • The Moral Divide Between High- and Low-Status Animals

    Open Access•Victoria C Krings, Kristof Dhont et al.•Anthrozoös•2021

Citation velocityhistorical
Highly citedNo

Tools

Open DOIOpen Access
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae