Forgiveness takes place on an attitudinal continuum from hostility to friendliness: Toward a closer union of forgiveness theory and measurement
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Abstract
Researchers commonly conceptualize forgiveness as a rich complex of psychological changes involving attitudes, emotions, and behaviors. Psychometric work with the measures developed to capture this conceptual richness, however, often points to a simpler picture of the psychological dimensions in which forgiveness takes place. In an effort to better unite forgiveness theory and measurement, we evaluate several psychometric models for common measures of forgiveness. In doing so, we study people from the United States and Japan to understand forgiveness in both nonclose and close relationships. In addition, we assess the predictive utility of these models for several behavioral outcomes that traditionally have been linked to forgiveness motives. Finally, we use the methods of item response theory, which place person abilities and item responses on the same metric and, thus, help us draw psychological inferences from the ordering of item difficulties. Our results highlight models based on correlated factors models and bifactor (S-1) models. The bifactor (S-1) model evinced particular utility: Its general factor consistently predicts variation in relevant criterion measures, including 4 different experimental economic games (when played with a transgressor), and also suffuses a second self-report measure of forgiveness. Moreover, the general factor of the bifactor (S-1) model identifies a single psychological dimension that runs from hostility to friendliness while also pointing to other sources of variance that may be conceived of as method factors. Taken together, these results suggest that forgiveness can be usefully conceptualized as prosocial change along a single attitudinal continuum that ranges from hostility to friendliness. (PsycInfo Database Record (c) 2020 APA, all rights reserved).
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Forgiveness can be usefully conceptualized as prosocial change along a single attitudinal continuum that ranges from hostility to friendliness.
“A recent study in samples from the United States and Japan found that “forgiveness can be usefully conceptualized as prosocial change along a single attitudinal continuum that ranges from hostility to friendliness” [43].”
From Forgiveness as a Mediator between Psychological Suzhi and Prosocial Behavior in Chinese Adolescents (2022) · cites this paper as [43]
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Cites
Evaluating Goodness-of-Fit Indexes for Testing Measurement Invariance
Cheung, G. W., & Rensvold, R. B. (2002) · Structural Equation Modeling: A Multidisciplinary Journal · doi:10.1207/s15328007sem0902_5 · Cited by 16,280 · see citing works
Trust, Reciprocity, and Social History
Berg, J., Dickhaut, J., & McCabe, K. (1995) · Games and Economic Behavior · doi:10.1006/game.1995.1027 · Cited by 5,548 · see citing works
Third-party punishment and social norms
Fehr, E., & Fischbacher, U. (2004) · Evolution and Human Behavior · doi:10.1016/s1090-5138(04)00005-4 · Cited by 2,417 · see citing works
Fairness in Simple Bargaining Experiments
Forsythe, R. S., Horowitz, J. L., Savin, N. E., & Sefton, M. (1994) · Games and Economic Behavior · doi:10.1006/game.1994.1021 · Cited by 2,383 · see citing works
The Rediscovery of Bifactor Measurement Models
Reise, S. P. (2012) · Multivariate Behavioral Research · doi:10.1080/00273171.2012.715555 · Cited by 2,112 · see citing works
Borsboom, D., Mellenbergh, G. J., & van Heerden, J. (2004) · Psychological Review · doi:10.1037/0033-295x.111.4.1061 · Cited by 1,733 · see citing works
Evaluating Bifactor Models: Calculating and Interpreting Statistical Indices
Rodriguez, A., Reise, S. P., & Haviland, M. G. (2016) · Psychological Methods · doi:10.1037/met0000045 · Cited by 1,599 · see citing works
Interpersonal forgiving in close relationships: II: Theoretical elaboration and measurement
McCullough, M. E., Rachal, K. C., Sandage, S. J., Worthington, E. L., Brown, S. W., & Hight, T. L. (1998) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.75.6.1586 · Cited by 1,435 · see citing works
Self-citationApproach-avoidance motivation in personality: Approach and avoidance temperaments and goals.
Elliot, A. J., & Thrash, T. M. (2002) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.82.5.804 · Cited by 1,259 · see citing works
Forgiveness: Theory, research, and practice.
McCullough, M. E., Pargäment, K. I., & Thoresen, C. E. (2000) · Guilford Press eBooks · Cited by 1,256 · see citing works
Self-citationOn structural equation modeling with data that are not missing completely at random
Muthén, B., Kaplan, D., & Hollis, M. (1987) · Psychometrika · doi:10.1007/bf02294365 · Cited by 883 · see citing works
Holzinger, K. J., & Swineford, F. (1937) · Psychometrika · doi:10.1007/bf02287965 · Cited by 771 · see citing works
The road to forgiveness: A meta-analytic synthesis of its situational and dispositional correlates
Fehr, R., Gelfand, M. J., & Nag, M. (2010) · Psychological Bulletin · doi:10.1037/a0019993 · Cited by 749 · see citing works
McCullough, M. E., Fincham, F. D., & Tsang, J.-A. C. (2003) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.84.3.540 · Cited by 686 · see citing works
Self-citationMore effective choice in the prisoner's dilemma
Axelrod, R. (1980) · Journal of Conflict Resolution · doi:10.1177/002200278002400301 · Cited by 616 · see citing works
Bohner, G., & Wänke, M. (2014) · Psychology Press eBooks · doi:10.4324/9781315784786 · Cited by 584 · see citing works
Children's reactions to apologies.
Darby, B. W., & Schlenker, B. R. (1982) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.43.4.742 · Cited by 479 · see citing works
Too Proud to Let Go: Narcissistic Entitlement as a Barrier to Forgiveness.
Exline, J. J., Baumeister, R. F., Bushman, B. J., Campbell, W. K., & Finkel, E. J. (2004) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.87.6.894 · Cited by 465 · see citing works
Anomalous results in G-factor models: Explanations and alternatives.
Eid, M., Geiser, C., Koch, T., & Heene, M. (2016) · Psychological Methods · doi:10.1037/met0000083 · Cited by 441 · see citing works
Methods of Research in Social Psychology.
Singleton, R. A., Carlsmith, J. M., Ellsworth, P. C., & Aronson, E. (1977) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2064798 · Cited by 437 · see citing works
Humans display a ‘cooperative phenotype’ that is domain general and temporally stable
Peysakhovich, A., Nowak, M. A., & Rand, D. G. (2014) · Nature Communications · doi:10.1038/ncomms5939 · Cited by 426 · see citing works
Measuring interpersonal forgiveness in late adolescence and middle adulthood
Subkoviak, M. J., Enright, R. D., Wu, C., Gassin, E. A., Freedman, S. R., Olson, L. M., & Sarinopoulos, I. C. (1995) · Journal of Adolescence · doi:10.1006/jado.1995.1045 · Cited by 395 · see citing works
Writing about the benefits of an interpersonal transgression facilitates forgiveness.
McCullough, M. E., Root, L. M., & Cohen, A. D. (2006) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.74.5.887 · Cited by 390 · see citing works
Self-citationMethods of research in social psychology
Carlsmith, M. (1976) · Medical Entomology and Zoology · Cited by 384 · see citing works
Estimating the Reliability of a Single-Item Measure
Wanous, J. P., & Reichers, A. E. (1996) · Psychological Reports · doi:10.2466/pr0.1996.78.2.631 · Cited by 380 · see citing works
Toward a formalized account of attitudes: The Causal Attitude Network (CAN) model.
Dalege, J., Borsboom, D., van Harreveld, F., van den Berg, H., Conner, M. T., & van der Maas, H. L. J. (2015) · Psychological Review · doi:10.1037/a0039802 · Cited by 376 · see citing works
McCullough, M. E., & Hoyt, W. T. (2002) · Personality and Social Psychology Bulletin · doi:10.1177/014616702237583 · Cited by 367 · see citing works
Self-citationRumination, emotion, and forgiveness: Three longitudinal studies.
McCullough, M. E., Bono, G., & Root, L. M. (2007) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.92.3.490 · Cited by 362 · see citing works
Self-citationEvaluation of the psychometric properties of two forgiveness scales
Rye, M. S., Loiacono, D. M., Folck, C. D., Olszewski, B. T., Heim, T. A., & Madia, B. P. (2001) · Current Psychology · doi:10.1007/s12144-001-1011-6 · Cited by 343 · see citing works
Forgiveness, Feeling Connected to Others, and Well-Being: Two Longitudinal Studies
Bono, G., McCullough, M. E., & Root, L. M. (2007) · Personality and Social Psychology Bulletin · doi:10.1177/0146167207310025 · Cited by 313 · see citing works
Self-citationAlbarracín, D., & Shavitt, S. (2017) · Annual Review of Psychology · doi:10.1146/annurev-psych-122216-011911 · Cited by 307 · see citing works
Third Party Punishment and Social NormsPreprint
Fehr, E., & Fischbacher, U. (2004) · SSRN Electronic Journal · doi:10.2139/ssrn.495443 · Cited by 279 · see citing works
Exploring Personality with the Interpersonal Circumplex
Gurtman, M. B. (2009) · Social and Personality Psychology Compass · doi:10.1111/j.1751-9004.2009.00172.x · Cited by 271 · see citing works
Reise, S. P., Kim, D. S., Mansolf, M. A., & Widaman, K. F. (2016) · Multivariate Behavioral Research · doi:10.1080/00273171.2016.1243461 · Cited by 182 · see citing works
The Longitudinal Association Between Forgiveness and Relationship Closeness and Commitment
Tsang, J.-A. C., McCullough, M. E., & Fincham, F. D. (2006) · Journal of Social and Clinical Psychology · doi:10.1521/jscp.2006.25.4.448 · Cited by 181 · see citing works
Self-citationAttributions of blame and forgiveness in romantic relationships: A policy-capturing study.
Boon, S. D., & Sulsky, L. M. (1997) · Journal of social behavior and personality · Cited by 181 · see citing works
Collectivism, Forgiveness, and Social Harmony
Hook, J. N., Worthington, E. L., & Utsey, S. O. (2008) · The Counseling Psychologist · doi:10.1177/0011000008326546 · Cited by 175 · see citing works
Approach—Avoidance Motivation and Information Processing: A Cross-Cultural Analysis
Hamamura, T., Meijer, Z., Heine, S. J., Kamaya, K., & Hori, I. (2009) · Personality and Social Psychology Bulletin · doi:10.1177/0146167208329512 · Cited by 175 · see citing works
Do sincere apologies need to be costly? Test of a costly signaling model of apology
Ohtsubo, Y., & Watanabe, E. (2008) · Evolution and Human Behavior · doi:10.1016/j.evolhumbehav.2008.09.004 · Cited by 166 · see citing works
Self-citationMcCullough, M. E., Luna, L. M. R., Berry, J. W., Tabak, B. A., & Bono, G. (2010) · Emotion · doi:10.1037/a0019349 · Cited by 148 · see citing works
Self-citationConciliatory gestures promote forgiveness and reduce anger in humans
McCullough, M. E., Pedersen, E. J., Tabak, B. A., & Carter, E. C. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1405072111 · Cited by 133 · see citing works
Self-citationFrontiers in test validity theory: measurement, causation, and meaning
(2013) · Choice Reviews Online · doi:10.5860/choice.51-2153 · Cited by 131 · see citing works
Geiser, C., Eid, M., & Nußbeck, F. W. (2008) · Psychological Methods · doi:10.1037/1082-989x.13.1.49 · Cited by 114 · see citing works
Davis, D. E., Hook, J. N., Tongeren, D. R. V., DeBlaere, C., Rice, K. G., & Worthington, E. L. (2015) · Journal of Counseling Psychology · doi:10.1037/cou0000054 · Cited by 93 · see citing works
Putting revenge and forgiveness in an evolutionary context
McCullough, M. E., Kurzban, R., & Tabak, B. A. (2012) · Behavioral and Brain Sciences · doi:10.1017/s0140525x12001513 · Cited by 92 · see citing works
Self-citationNational Differences in Extraversion and Neuroticism
Lynn, R., & Hampson, S. L. (1975) · British Journal of Social and Clinical Psychology · doi:10.1111/j.2044-8260.1975.tb00175.x · Cited by 82 · see citing works
Collectivistic Self‐Construal and Forgiveness
Hook, J. N., Worthington, E. L., Utsey, S. O., Davis, D. E., & Burnette, J. L. (2012) · Counseling and Values · doi:10.1002/j.2161-007x.2012.00012.x · Cited by 77 · see citing works
Self-citationTabak, B. A., McCullough, M. E., Luna, L. M. R., Bono, G., & Berry, J. W. (2011) · Journal of Personality · doi:10.1111/j.1467-6494.2011.00728.x · Cited by 70 · see citing works
Self-citationBehavioral methods of assessing forgiveness
Dorn, K., Hook, J. N., Davis, D. E., Tongeren, D. R. V., & Worthington, E. L. (2013) · The Journal of Positive Psychology · doi:10.1080/17439760.2013.844267 · Cited by 70 · see citing works
Communication Apprehension Among Japanese Students In Native and Second Language
McCroskey, J. C., Gudykunst, W. B., & Nishida, T. (1985) · Communication Research Reports · doi:10.1080/17464099.1985.12289912 · Cited by 68 · see citing works
Carlisle, R. D., Tsang, J.-A. C., Ahmad, N. Y., Worthington, E. L., Witvliet, C. V., & Wade, N. G. (2012) · The Journal of Positive Psychology · doi:10.1080/17439760.2012.690444 · Cited by 58 · see citing works
Palmiotto, M. J., & Kinnison, N. (2017) · Routledge eBooks · doi:10.1201/b13989-12 · Cited by 58 · see citing works
Harper, Q., Worthington, E. L., Griffin, B. J., Lavelock, C. R., Hook, J. N., Vrana, S. R., & Greer, C. L. (2014) · Journal of Clinical Psychology · doi:10.1002/jclp.22079 · Cited by 57 · see citing works
Worthington, E. L., Lavelock, C. R., Witvliet, C. V., Rye, M. S., Tsang, J.-A. C., & Toussaint, L. L. (2014) · Elsevier eBooks · doi:10.1016/b978-0-12-386915-9.00017-6 · Cited by 56 · see citing works
Are costly apologies universally perceived as being sincere?
Ohtsubo, Y., Watanabe, E., Kim, J., Kulas, J., Muluk, H., Nazar, G., Wang, F., & Zhang, J. (2012) · Journal of Evolutionary Psychology · doi:10.1556/jep.10.2012.4.3 · Cited by 51 · see citing works
Self-citationWilhelm, O., Kaltwasser, L., & Hildebrandt, A. (2017) · Social Psychological and Personality Science · doi:10.1177/1948550617707021 · Cited by 51 · see citing works
Just world beliefs and forgiveness: The mediating role of implicit theories of relationships
Bartholomaeus, J. D., & Strelan, P. (2016) · Personality and Individual Differences · doi:10.1016/j.paid.2016.02.081 · Cited by 45 · see citing works
Forgiveness and Interpersonal Relationships: A Nepalese Investigation
Watkins, D., Hui, E. K. P., Luo, W., Regmi, M. P., Worthington, E. L., Hook, J. N., & Davis, D. E. (2011) · The Journal of Social Psychology · doi:10.1080/00224540903368541 · Cited by 39 · see citing works
Ohtsubo, Y., Matsunaga, M., Tanaka, H., Suzuki, K., Kobayashi, F., Shibata, E., Hori, R., Umemura, T., & Ohira, H. (2018) · Evolution and Human Behavior · doi:10.1016/j.evolhumbehav.2018.01.004 · Cited by 38 · see citing works
Self-citationOffender variables: Unique predictors of Benevolence, Avoidance, and Revenge?
Carmody, P. C., & Gordon, K. C. (2011) · Personality and Individual Differences · doi:10.1016/j.paid.2010.12.037 · Cited by 37 · see citing works
Does Cooperation in the Laboratory Reflect the Operation of A Broad Trait?
McAuliffe, W. H. B., Forster, D. E., Pedersen, E. J., & McCullough, M. E. (2018) · European Journal of Personality · doi:10.1002/per.2180 · Cited by 33 · see citing works
Self-citationForgiveness in the Treatment of Borderline Personality Disorder: A Quasi‐Experimental Study
Sandage, S. J., Long, B. B., Moen, R., Jankowski, P. J., Worthington, E. L., Wade, N. G., & Rye, M. S. (2015) · Journal of Clinical Psychology · doi:10.1002/jclp.22185 · Cited by 32 · see citing works
Kurniati, N. M. T., Worthington, E. L., Poerwandari, E. K., Ginanjar, A. S., & Dwiwardani, C. (2017) · Asian Journal Of Social Psychology · doi:10.1111/ajsp.12173 · Cited by 32 · see citing works
The Neural Systems of Forgiveness: An Evolutionary Psychological Perspective
Billingsley, J., & Losin, E. A. R. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00737 · Cited by 29 · see citing works
Self-citationLocation Indices for Ordinal Polytomous Items Based on Item Response Theory
Ali, U. S., Chang, H., & Anderson, C. J. (2015) · ETS Research Report Series · doi:10.1002/ets2.12065 · Cited by 22 · see citing works
Further Validation of the Dutch Version of the Enright Forgiveness Inventory
Orathinkal, J., Vansteenwegen, A., Enright, R. D., et al. (2006) · Community Mental Health Journal · doi:10.1007/s10597-006-9065-4 · Cited by 22 · see citing works
Forgiveness and Cohesion in Familial Perceptions of Alcohol Misuse
Scherer, M., Worthington, E. L., Hook, J. N., et al. (2012) · Journal of Counseling & Development · doi:10.1111/j.1556-6676.2012.00021.x · Cited by 17 · see citing works
An Evolutionary Perspective on Forgiveness
Billingsley, J., Burnette, J. L., & McCullough, M. E. (2019) · Routledge eBooks · doi:10.4324/9781351123341-6 · Cited by 17 · see citing works
Self-citationAssociation of Culture with Shyness among Japanese and American University Students
Sakuragi, T. (2004) · Perceptual and Motor Skills · doi:10.2466/pms.98.3.803-813 · Cited by 16 · see citing works
Ohtsubo, Y., Yamaura, K., & Yagi, A. (2015) · Institutional Repositories DataBase (IRDB) · doi:10.14966/jssp.31.2_135 · Cited by 11 · see citing works
Self-citationPersuasion from majority and minority groups
Martin, R., Hewstone, M., Martin, P. Y., & Gardikiotis, A. (2008) · Research Explorer (The University of Manchester) · doi:10.4324/9780203838068 · Cited by 10 · see citing works
Recoder, S., Gámiz, M., Worthington, E. L., Davis, D. E., & Fernández-Capo, M. (2019) · Current Psychology · doi:10.1007/s12144-019-00368-w · Cited by 8 · see citing works
Apologies Promote Forgiveness and Restore Cooperation by Increasing Perceived Relationship ValuePreprint
Forster, D. E., Russell, M., Billingsley, J., et al. (2018) · doi:10.31234/osf.io/f28ya · Cited by 3 · see citing works
Self-citationCavalcanti, T. M., Coelho, G. L. D. H., Rezende, A. T., Vione, K., & Gouveia, V. V. (2018) · Applied Research in Quality of Life · doi:10.1007/s11482-018-9653-9
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Forgiveness as a Mediator between Psychological Suzhi and Prosocial Behavior in Chinese Adolescents
Chen, X., Zhao, H., & Zhang, D. (2022) · Behavioral Sciences · doi:10.3390/bs12090330 · Cited by 8 · see citing works
“A recent study in samples from the United States and Japan found that “forgiveness can be usefully conceptualized as prosocial change along a single attitudinal continuum that ranges from hostility to friendliness” [43].”
Background
- Authors
- Forster, D. E., Billingsley, J., Russell, V. M., McCauley, T. G., Smith, A., Burnette, J. L., Ohtsubo, Y., Schug, J., Lieberman, D., & McCullough, M. E.
- Affiliations
- University of Miami (US)
- North Carolina State University (US)
- Nagoya University (JP)
- Kobe University (JP)
- William & Mary (US)
- Corresponding author
- McCullough, Michael E.
- ORCID
- Venue
- Journal of Personality and Social Psychology
- Published
- 2020-10
- Volume
- 119
- Issue
- 4
- Pages
- 861-880
- ISSN
- 0022-3514 (ISSN-L)
- 1939-1315
- OpenAlex
- W2995928989
- Cited by
- 57
- References
- 74
- Citations by year
- 2026: 5 · 2025: 11 · 2024: 9 · 2023: 9 · 2022: 8 · 2021: 7 · 2020: 8
- FWCI
- 7.23
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Licence
- cc-by
- Locations
- Journal of Personality and Social Psychology (publishedVersion)
- PubMed (publishedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- PsyArXiv (OSF Preprints) (submittedVersion, cc-by)
- PsyArXiv (OSF Preprints) (submittedVersion)
- Funders
- John Templeton Foundation (29165)
- Japan Society for the Promotion of Science Summer Program (17036)
- Topics
- Social Sciences › Psychology › Social Psychology › Forgiveness and Related Behaviors
- Social Sciences › Sociology and Political Science › Social and Intergroup Psychology
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Keywords
- forgiveness, bifactor model, hostility, friendliness, economic games, transgressors, close relationships, methodological factors, item response theory
- MeSH terms
- Adult, Attitude, Emotions, Female, Hostility, Humans, Interpersonal Relations, Japan, Male, Motivation, Psychometrics, United States, Forgiveness
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