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Schelling's Segregation Model

👥 Sociology By CampusDown Wiki Editorial Team Last updated
Schelling's segregation model, proposed by economist Thomas Schelling, shows that even if each person mildly prefers that only some neighbors belong to their own group, repeated moves can produce stark residential segregation overall.
Contents
  1. 1. How the model works
  2. 2. Tipping and agent-based modeling
  3. 3. Evidence and critiques
  4. 4. FAQ
  5. 5. References

How the model works

Thomas Schelling (1969, 1971) placed two kinds of coins at random on a checkerboard and applied a simple rule: a coin is "unhappy" if fewer than a certain share (say one-third) of its eight neighbors are of its own kind, and it moves to an empty square that satisfies it. Repeating this process transforms the board into large clusters of like coins, even though no one wants segregation and preferences are mild enough to accept mixed neighborhoods. Sakoda (1971) published a similar checkerboard model at the same time. The core message is that individual motives and collective outcomes can diverge, which Schelling generalized in Micromotives and Macrobehavior (1978). The model is often cited as a social-science example of emergence and self-organization.

Tipping and agent-based modeling

Schelling also analyzed "tipping," in which existing residents leave rapidly once a minority share in a neighborhood passes some threshold, a source of the tipping point concept. His model was a hand-run simulation from before widespread computing, yet it is regarded as a starting point for agent-based models that grow social patterns from individual rules, such as Epstein and Axtell's (1996) artificial societies. Zhang (2004) showed mathematically that segregation can be a stable equilibrium even when everyone most prefers mixed neighborhoods, and Vinković and Kirman (2006) offered a physical analogy to the coalescence of liquids with surface tension. Bruch and Mare (2006) argued that segregation can weaken when preferences change continuously rather than in steps with neighborhood composition, and Hatna and Benenson (2012) classified patterns beyond the integrated–segregated dichotomy.

Evidence and critiques

Card, Mas and Rothstein (2008) documented tipping in U.S. cities, where the white population drops sharply once the minority share exceeds a threshold. Clark and Fossett (2008) reported that Schelling-type segregation emerges when residential preferences measured in actual surveys are used. Massey and Denton (1993), by contrast, stressed that Black–white segregation in the United States resulted from institutional and structural discrimination such as redlining, real estate practices and public housing policy rather than individual preferences. The Schelling model therefore shows that segregation can arise even without discrimination; it is not evidence that preferences alone cause actual segregation. Today it is also used as a framework for residential clustering by political leaning (Bishop, 2008) and polarization in online communities.

FAQ

Does Schelling's model mean people want segregation?
No. It shows that even mild preferences that accept mixed living can, as individual moves accumulate, produce strong segregation that no one intended.
Does the model fully explain real residential segregation?
No. Real segregation is heavily shaped by structural factors such as lending and housing discrimination, income gaps and policy; the model isolates one mechanism, the effect of preferences.

Sources reviewed: 2026-10-26

References

  1. Schelling, T. C. (1969). Models of segregation. American Economic Review, 59(2), 488–493.
  2. Schelling, T. C. (1971). Dynamic models of segregation. Journal of Mathematical Sociology, 1(2), 143–186.
  3. Schelling, T. C. (1978). Micromotives and Macrobehavior. New York: W. W. Norton.
  4. Sakoda, J. M. (1971). The checkerboard model of social interaction. Journal of Mathematical Sociology, 1(1), 119–132.
  5. Massey, D. S., & Denton, N. A. (1993). American Apartheid: Segregation and the Making of the Underclass. Cambridge, MA: Harvard University Press.
  6. Epstein, J. M., & Axtell, R. (1996). Growing Artificial Societies: Social Science from the Bottom Up. Cambridge, MA: MIT Press.
  7. Zhang, J. (2004). A dynamic model of residential segregation. Journal of Mathematical Sociology, 28(3), 147–170.
  8. Clark, W. A. V., & Fossett, M. (2008). Understanding the social context of the Schelling segregation model. Proceedings of the National Academy of Sciences, 105(11), 4109–4114.
  9. Vinković, D., & Kirman, A. (2006). A physical analogue of the Schelling model. Proceedings of the National Academy of Sciences, 103(51), 19261–19265.
  10. Bruch, E. E., & Mare, R. D. (2006). Neighborhood choice and neighborhood change. American Journal of Sociology, 112(3), 667–709.
  11. Card, D., Mas, A., & Rothstein, J. (2008). Tipping and the dynamics of segregation. Quarterly Journal of Economics, 123(1), 177–218.
  12. Hatna, E., & Benenson, I. (2012). The Schelling model of ethnic residential dynamics: Beyond the integrated–segregated dichotomy of patterns. Journal of Artificial Societies and Social Simulation, 15(1), 6.
  13. Bishop, B. (2008). The Big Sort: Why the Clustering of Like-Minded America Is Tearing Us Apart. Boston: Houghton Mifflin.

Reports and materials that use this theory (Korean)

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Find more reports · Search '셸링의 분리모형' on CampusDown →
EmergenceWhat emergence is, its origins in Mill and Lewes's British emergentism, Anderson's "More Is Different," the philosophical debate over strong and weak emergence, examples from flocks, ants and markets, causal emergence, and the debate on emergent abilities in large language models.🔬 Natural SciencesSelf-OrganizationWhat self-organization is, its cybernetic origins, Prigogine's dissipative structures and Haken's synergetics, Turing's reaction–diffusion patterns, self-organized criticality, collective behavior and Hayek's spontaneous order.🔬 Natural SciencesTipping PointWhat a tipping point is, how Grodzins and Schelling used it to explain residential segregation, Granovetter's threshold model of collective behavior, Gladwell's popularization, climate tipping elements, and experiments on social conventions.👥 SociologyComplexity TheoryComplexity theory explained: systems of many interacting parts from which hard-to-predict order emerges. Emergence, self-organization, nonlinearity and path dependence, the Santa Fe Institute, Schelling's segregation model, applications in sociology and public administration, and limits.👥 SociologyCollective Action ProblemWhat the collective action problem is, Olson (1965) on group size and selective incentives, links to the prisoner's dilemma and the commons, Axelrod on repeated cooperation, Ostrom's self-governance, public-goods experiments and climate cooperation.🏛️ Politics & Public AdministrationPath DependenceWhat path dependence is, David's QWERTY case and Arthur's model of increasing returns and lock-in, North's institutional economics, critical junctures in political science and historical sociology, the Liebowitz–Margolis critique and organizational path dependence.📈 Economics

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This article was last updated on October 26, 2026. It is based on widely recognized original works and textbooks; when citing it in a paper, please check the original sources listed in the references.