Abstract
Social networks show striking structural regularities1,2, and both theory and evidence suggest that networks may have facilitated the development of large-scale cooperation in humans3,4,5,6,7. Here, we characterize the social networks of the Hadza, a population of hunter-gatherers in Tanzania8. We show that Hadza networks have important properties also seen in modernized social networks, including a skewed degree distribution, degree assortativity, transitivity, reciprocity, geographic decay and homophily. We demonstrate that Hadza camps exhibit high between-group and low within-group variation in public goods game donations. Network ties are also more likely between people who give the same amount, and the similarity in cooperative behaviour extends up to two degrees of separation. Social distance appears to be as important as genetic relatedness and physical proximity in explaining assortativity in cooperation. Our results suggest that certain elements of social network structure may have been present at an early point in human history. Also, early humans may have formed ties with both kin and non-kin, based in part on their tendency to cooperate. Social networks may thus have contributed to the emergence of cooperation.
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References
- 1.
Onnela, J. P. et al. Structure and tie strengths in mobile communication networks. Proc. Natl Acad. Sci. USA 104, 7332–7336 (2007)
- 2.
Barabási, A. L. & Albert, R. Emergence of scaling in random networks. Science 286, 509–512 (1999)
- 3.
Nowak, M. A., Tarnita, C. & Wilson, E. O. The evolution of eusociality. Nature 466, 1057–1062 (2010)
- 4.
Boyd, R. & Richerson, P. J. The evolution of reciprocity in sizable groups. J. Theor. Biol. 132, 337–356 (1988)
- 5.
Eshel, I. & Cavalli-Sforza, L. L. Assortment of encounters and evolution of cooperativeness. Proc. Natl Acad. Sci. USA 79, 1331–1335 (1982)
- 6.
Bowles, S. Group competition, reproductive levelling, and the evolution of human altruism. Science 314, 1569–1572 (2006)
- 7.
Ohtsuki, H., Hauert, C., Lieberman, E. & Nowak, M. A. A simple rule for the evolution of cooperation on graphs and social networks. Nature 441, 502–505 (2006)
- 8.
Marlowe, F. W. The Hadza: Hunter-gatherers of Tanzania (University of California Press, 2010)
- 9.
Hruschka, D. J. Friendship: Development, Ecology, and Evolution of a Relationship (University of California Press, 2010)
- 10.
Boyd, R. & Richerson, P. J. Why culture is common but cultural evolution is rare. Proc. Br. Acad. 88, 73–93 (1996)
- 11.
Badham, J. & Stocker, R. The impact of network clustering and assortativity on epidemic behaviour. Theor. Popul. Biol. 77, 71–75 (2010)
- 12.
Krebs, D. Empathy and altruism. J. Pers. Soc. Psychol. 32, 1134–1146 (1975)
- 13.
Fowler, J. H., Dawes, C. T. & Christakis, N. A. Model of genetic variation in human social networks. Proc. Natl Acad. Sci. USA 106, 1720–1724 (2009)
- 14.
Fowler, J. H., Settle, J. E. & Christakis, N. A. Correlated genotypes in friendship networks. Proc. Natl Acad. Sci. USA 108, 1993–1997 (2011)
- 15.
Boyd, R. & Richerson, P. J. The evolution of indirect reciprocity. Soc. Networks 11, 213–236 (1989)
- 16.
Bowles, S. & Gintis, H. The evolution of strong reciprocity: cooperation in heterogeneous populations. Theor. Popul. Biol. 65, 17–28 (2004)
- 17.
Hamilton, M. J. et al. The complex structure of hunter–gatherer social networks. Proc. R. Soc. Lond. B 274, 2195–2203 (2007)
- 18.
Hill, K. R. et al. Co-residence patterns in hunter-gatherer societies show unique human social structure. Science 331, 1286–1289 (2011)
- 19.
Gurven, M., Hill, K. & Kaplan, H. From forest to reservation: transitions in food sharing behavior among the Ache of Paraguay. J. Anthropol. Res. 58, 93–120 (2002)
- 20.
Onnela, J. P., Arbesman, S., Gonzalez, M. C., Barabasi, A. L. & Christakis, N. A. Geographic constraints on social network groups. PLoS ONE 6, e16939 (2011)
- 21.
Smith, E. A. et al. Wealth transmission and inequality among hunter-gatherers. Curr. Anthropol. 51, 19–34 (2010)
- 22.
Fehr, E. & Fischbacher, U. The nature of human altruism. Nature 425, 785–791 (2003)
- 23.
Davis, J. A. Clustering and hierarchy in inter-personal relations: testing two graph theoretical models in 742 sociomatrices. Am. Sociol. Rev. 35, 843–851 (1970)
- 24.
Kaplan, H. & Gurven, M. in Moral Sentiments and Material Interests: The Foundations of Cooperation in Economic Life (eds Gintis, H., Bowles, S., Boyd, R. & Fehr, E.) 75–113 (MIT Press, 2005)
- 25.
Cole, T. & Teboul, B. J. C. Non-zero-sum collaboration. reciprocity, and the preference for similarity: developing an adaptive model of close relational functioning. Personal Relationships 11, 135–160 (2004)
- 26.
Brent, L. J. H., Lehmann, J. & Ramos-Fernández, G. Social network analysis in the study of nonhuman primates: a historical perspective. Am. J. Primatol. 73, 720–730 (2011)
- 27.
Whitehead, H. Analyzing Animal Societies: Quantitative Methods for Vertebrate Social Analysis (University of Chicago Press, 2008)
- 28.
Nowak, M. A. Five rules for the evolution of cooperation. Science 314, 1560–1563 (2006)
- 29.
Rand, D., Arbesman, S. & Christakis, N. A. Dynamic social networks promote cooperation in experiments with humans. Proc. Natl Acad. Sci. USA 108, http://dx.doi.org/10.1073/pnas.1108243108 (2011)
- 30.
Fowler, J. H. & Christakis, N. A. Cooperative behavior cascades in human social networks. Proc. Natl Acad. Sci. USA 107, 5334–5338 (2010)
- 31.
Berbesque, J. C. & Marlowe, F. W. Sex differences in food preferences of Hadza hunter-gatherers. Evol. Psychol. 7, 601–616 (2009)
- 32.
Henrich, J. et al. In search of Homo economicus: behavioral experiments in 15 small-scale societies. Am. Econ. Rev. 91, 73–78 (2001)
- 33.
Campbell, K. E. & Lee, B. A. Name generators in surveys of personal networks. Soc. Networks 13, 203–221 (1991)
- 34.
Hawkes, K., O’Connell, J. F. & Blurton Jones, N. Hadza meat sharing. Evol. Hum. Behav. 22, 113–142 (2001)
- 35.
Smith, E. A. in Hunter Gatherers Vol. 1 History, Evolution and Social Change (eds Ingold, T., Riches, D. & Woodburn, J.) 222–251 (Berg, 1988)
- 36.
Liang, K. Y. & Zeger, S. Longitudinal data analysis using generalized linear models. Biometrika 73, 13–22 (1986)
- 37.
Schildcrout, J. S. Regression analysis of longitudinal binary data with time-dependent environmental covariates: bias and efficiency. Biostatistics 6, 633–652 (2005)
Acknowledgements
This work was supported by grant P01-AG031093 from the National Institute on Aging and by the Science of Generosity Initiative of the University of Notre Dame (supported by the John Templeton Foundation). We are grateful for comments from S. Bowles, D. Eisenberg, F. Fu, H. Gintis, J. Henrich, P. Hooper, D. Hruschka, M. Nowak, D. Rand, P. Richerson and C. Tarnita. We thank A. Mabulla, I. Mabulla, M. Peterson, C. Bauchner and L. Meneades for help with data collection and preparation. We are grateful to D. Stafford and A. Hughes for sharing data regarding two villages in Honduras, as used in the Supplementary Information.
Author information
Affiliations
Institute for Quantitative Social Science, Harvard University, Cambridge, Massachusetts 02138, USA
- Coren L. Apicella
- & Nicholas A. Christakis
Department of Health Care Policy, Harvard Medical School, Boston, Massachusetts 02115, USA
- Coren L. Apicella
- & Nicholas A. Christakis
Department of Anthropology, Cambridge University, Cambridge, CB2 3DZ, UK
- Frank W. Marlowe
Medical Genetics Division, University of California, San Diego, California 92093, USA
- James H. Fowler
Political Science Department, University of California, San Diego, California 92093, USA
- James H. Fowler
Department of Sociology, Harvard University, Cambridge, Massachusetts 02138, USA
- Nicholas A. Christakis
Department of Medicine, Harvard Medical School, Boston, Massachusetts 02115, USA
- Nicholas A. Christakis
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Contributions
C.L.A., J.H.F. and N.A.C. designed the study and experiments. C.L.A. and F.W.M. collected data. C.L.A., J.H.F. and N.A.C. analysed the data. C.L.A., J.H.F. and N.A.C. wrote the manuscript. F.W.M. provided technical support. J.H.F. and N.A.C. secured funding.
Competing interests
The authors declare no competing financial interests.
Corresponding author
Correspondence to Nicholas A. Christakis.
Supplementary information
PDF files
- 1.
Supplementary Information
This file contains Supplementary Methods, Supplementary Statistics and Results, Supplementary Tables 1-51, Supplementary Figures 1-13 with legends and Supplementary References.
Videos
- 1.
Supplementary Movie 1
This file contains a 3-D movie of the male and female campmate social networks - see page 9 of the Supplementary Information file for full legend.
- 2.
Supplementary Movie 2
This file contains a 3-D movie of the male and female campmate social networks - see page 9 of the Supplementary Information file for full legend.
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