Extraneous factors in judicial decisions
Open accessAbstract
Are judicial rulings based solely on laws and facts? Legal formalism holds that judges apply legal reasons to the facts of a case in a rational, mechanical, and deliberative manner. In contrast, legal realists argue that the rational application of legal reasons does not sufficiently explain the decisions of judges and that psychological, political, and social factors influence judicial rulings. We test the common caricature of realism that justice is “what the judge ate for breakfast” in sequential parole decisions made by experienced judges. We record the judges’ two daily food breaks, which result in segmenting the deliberations of the day into three distinct “decision sessions.” We find that the percentage of favorable rulings drops gradually from ≈65% to nearly zero within each decision session and returns abruptly to ≈65% after a break. Our findings suggest that judicial rulings can be swayed by extraneous variables that should have no bearing on legal decisions.
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Category C (Level 8) relates to human nature, the architecture of human cognition, and human emotional needs, such as top-down cognitive processes, selective attention, the need for closure, and confirmation bias.
“Finally, Category C (Level 8), has nothing to do with the specific case or the specific person doing the work, but relates to human nature, the architecture of human cognition, as well as human emotional needs, as briefly discussed earlier this can relate to top-down cognitive processes, selective attention, the need for closure, confirmation bias, etc. (e.g., Danziger et al., 2011; Nickerson, 199”
From Biased and biasing: the hidden bias cascade and bias snowball effects (2025) · cites this paper as Danziger et al., 2011
The Discussion reports that judges’ decisions can be influenced by legally irrelevant factors and suggests that decision simplification may apply to human decision-making more generally. That supports using this paper as an example of general cognitive influences, but it does not address the specific processes listed—top-down processing, selective attention, need for closure, or confirmation bias—or human emotional needs. (LLM, conf=0.85)
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Cites
Self-regulation and depletion of limited resources: Does self-control resemble a muscle?
Muraven, M., & Baumeister, R. F. (2000) · Psychological Bulletin · doi:10.1037/0033-2909.126.2.247 · Cited by 4,510 · see citing works
Ego depletion and the strength model of self-control: a meta-analysis
Hagger, M. S., Wood, C., Stiff, C., & Chatzisarantis, N. L. D. (2010) · Psychological Bulletin · doi:10.1037/a0019486 · Cited by 2,265 · see citing works
Restoring the self: Positive affect helps improve self-regulation following ego depletion
Tice, D. M., Baumeister, R. F., Shmueli, D., & Muraven, M. (2007) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2006.05.007 · Cited by 836 · see citing works
Englich, B., Mussweiler, T., & Strack, F. (2006) · Personality and Social Psychology Bulletin · doi:10.1177/0146167205282152 · Cited by 554 · see citing works
After Depletion: The Replenishment of the Self's Regulatory Resources
Tyler, J. M., & Burns, K. C. (2008) · Self and Identity · doi:10.1080/15298860701799997 · Cited by 263 · see citing works
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Research works printed but not linked: 19
- [1]Leiter B. In: The Blackwell Guide to Philosophy of Law and Legal Theory. Edmundson W, Golding M, editors. Oxford: Blackwell; 2005. pp. 50–66. [Google Scholar]
- [2]Neuborne B. Of sausage factories and syllogism machines: Formalism, realism and exclusionary selection techniques. NYU L Rev. 1992;67:419–449. [Google Scholar]
- [3]Holmes OW. The Common Law. Boston: Little, Brown; 1881. [Google Scholar]
- [4]Frank J. Law and the Modern Mind. New York: Brentano's; 1930. [Google Scholar]
- [5]Kozinski A. What I ate for breakfast and other mysteries of judicial decision making. Loyola LA L Rev. 1993;26:993. [Google Scholar]
- [7]Pocheptsova A, Amir O, Dhar R, Baumeister RF. Deciding without resources: Resource depletion and choice in context. J Mkt Res. 2009;46:344–355. [Google Scholar]
- [8]Vohs KD, et al. Making choices impairs subsequent self-control: A limited-resource account of decision making, self-regulation, and active initiative. J Pers Soc Psychol. 2008;94:883–898. doi: 10.1037/0022-3514.94.5.883. [DOI] [PubMed] [Google Scholar] · DOI · Paper page
- [9]Levav J, Heitmann H, Herrmann A, Iyengar SS. Order in product customization decisions: Evidence from field experiments. J Polit Econ. 2010;118:274–299. [Google Scholar]
- [10]Kaplan R, Kaplan S. The Experience of Nature: A Psychological Perspective. Cambridge Univ Press, New York; 1989. [Google Scholar]
- [13]Gailliot MT, Baumeister RF. The physiology of willpower: Linking blood glucose to self-control. Pers Soc Psychol Rev. 2007;11:303–327. doi: 10.1177/1088868307303030. [DOI] [PubMed] [Google Scholar] · DOI
- [15]Steffensmeier D, Britt CL. Judges'race and judicial decision making: Do black judges sentence differently. Soc Sci Q. 2001;82:749–764. [Google Scholar]
- [16]Gazal-Eyal O, Sulitzeanu-Kenan R. Let my people go: Ethnic in-group bias in judicial decisions-Evidence from a randomized natural experiment. Journal of Empir Leg Stud. 2010;7:403–428. [Google Scholar]
- [17]Blair IV, Judd CM, Chapleau KM. The influence of Afrocentric facial features in criminal sentencing. Psychol Sci. 2004;15:674–679. doi: 10.1111/j.0956-7976.2004.00739.x. [DOI] [PubMed] [Google Scholar] · DOI
- [18]Spohn C.C. In: Criminal Justice 2000: Vol. 3. Policies, Processes, and Decisions of the Criminal Justice System. Horney J, editor. Washington, DC: US Department of Justice; 2000. pp. 427–501. [Google Scholar]
- [19]Guthrie C, Rachlinski JJ, Wistrich AJ. Inside the judicial mind. Cornell Law Rev. 2001;86:777–830. [Google Scholar]
- [20]Guthrie C, Rachlinski JJ, Wistrich AJ. Blinking on the bench: How judges decide cases. Cornell Law Rev. 2007;93:1–44. [Google Scholar]
- [21]Vidmar N. The psychology of trial judging. Curr Dir Psychol Sci. 2011;20:58–62. [Google Scholar]
- [22]Northcraft GB, Neale MA. Experts, amateurs, and real estate: An anchoring-and-adjustment perspective on property pricing decisions. Organ Behav Hum Decis Process. 1987;39:228–241. [Google Scholar]
- [24]Dhami MK. Psychological models of professional decision making. Psychol Sci. 2003;14:175–180. doi: 10.1111/1467-9280.01438. [DOI] [PubMed] [Google Scholar] · DOI
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Sorted by citations
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Frey, C. B., & Osborne, M. A. (2017) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2016.08.019 · Cited by 8,727 · see citing works
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The strength model of self-regulation: conclusions from the second decade of willpower research
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Kruglanski, A. W., Bélanger, J. J., Chen, X., Köpetz, C., Pierro, A., & Mannetti, L. (2012) · Psychological Review · doi:10.1037/a0025488 · Cited by 318 · see citing works
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Berthet, V. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.802439 · Cited by 191 · see citing works
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Zerilli, J., Knott, A., Maclaurin, J., & Gavaghan, C. (2019) · Minds and Machines · doi:10.1007/s11023-019-09513-7 · Cited by 145 · see citing works
Oswald, M. (2018) · Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences · doi:10.1098/rsta.2017.0359 · Cited by 132 · see citing works
A global horizon scan of the future impacts of robotics and autonomous systems on urban ecosystems
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Tolan, S., Miron, M., Gómez, E., & Castillo, C. (2019) · Proceedings of the Seventeenth International Conference on Artificial Intelligence and Law · doi:10.1145/3322640.3326705 · Cited by 75 · see citing works
Fairness, accountability and transparency: Notes on algorithmic decision-making in criminal justice
Chiao, V. (2019) · International Journal of Law in Context · doi:10.1017/s1744552319000077 · Cited by 72 · see citing works
The difficulties of systematic reviews
Westgate, M. J., & Lindenmayer, D. B. (2017) · Conservation Biology · doi:10.1111/cobi.12890 · Cited by 62 · see citing works
Single-case experimental research designs.
Kazdin, A. E. (2015) · Methodological issues and strategies in clinical research (4th ed.). · doi:10.1037/14805-029 · Cited by 39 · see citing works
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Choi, S., Kim, N., Kim, J., & Kang, H. (2021) · SSRN Electronic Journal · doi:10.2139/ssrn.3893835 · Cited by 30 · see citing works
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Dror, I. E. (2025) · Behavioral Sciences · doi:10.3390/bs15040490 · Cited by 29 · see citing works
Toward a science of human–AI teaming for decision making: a complementarity framework
Gonzalez, C., Donahue, K., Goldstein, D. G., Heidari, H., Jalali, M. S., Schelble, B., Singh, A., & Woolley, A. W. (2026) · PNAS Nexus · doi:10.1093/pnasnexus/pgag030 · Cited by 33 · see citing works
Salahshour, M., Oberhauser, V., & Smerlak, M. (2022) · PLOS ONE · doi:10.1371/journal.pone.0263028 · Cited by 9 · see citing works
- Authors
- Danziger, S., Levav, J., & Avnaim-Pesso, L.
- Affiliations
- Ben-Gurion University of the Negev (IL)
- Columbia University (US)
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2011-04-11
- Volume
- 108
- Issue
- 17
- Pages
- 6889-6892
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC3084045
- OpenAlex
- W1991486227
- Cited by
- 1,431
- References
- 5
- Citations by year
- 2026: 63 · 2025: 111 · 2024: 157 · 2023: 143 · 2022: 113 · 2021: 142 · 2020: 112 · 2019: 144 · 2018: 89 · 2017: 87 · 2016: 72 · 2015: 59 · 2014: 59 · 2013: 38 · 2012: 27
- FWCI
- 24.48
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Social Sciences › Law › Judicial and Constitutional Studies
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Law, Economics, and Judicial Systems
- Keywords
- judicial decision-making, legal realism, legal formalism, parole decisions, judicial behavior, extraneous factors, judicial bias, psychology of judges
- MeSH terms
- Choice Behavior, Cognition, Mental Fatigue, Feeding Behavior, Female, Humans, Jurisprudence, Male, Time Factors, Workload
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