Abstract
A majority of school-based prevention programs target the modification of setting-level social dynamics, either explicitly (e.g., by changing schools’ organizational, cultural or instructional systems that influence children’s relationships), or implicitly (e.g., by altering behavioral norms designed to influence children’s social affiliations and interactions). Yet, in outcome analyses of these programs, the rich and complicated set of peer network dynamics is often reduced to an aggregation of individual characteristics or assessed with methods that do not account for the interdependencies of network data. In this paper, we present concepts and analytic methods from the field of social network analysis and illustrate their great value to prevention science—both as a source of tools for refining program theories and as methods that enable more sophisticated and focused tests of intervention effects. An additional goal is to inform discussions of the broader implications of social network analysis for public health efforts.
Similar content being viewed by others
Notes
In the sociological literature, social integration refers to the degree to which minority groups are integrated into the mainstream, but here we use the term more broadly to refer to the connectedness of a group of individuals without regard to their minority group status.
References
Alexander, C., Piazza, M., Mekos, D., & Valente, T. W. (2001). Peers, schools, and adolescent cigarette smoking. Journal of Adolescent Health, 29, 22–30.
Aronson, E., Blaney, N., Stephin, C., Sikes, J., & Snapp, M. (1978). The jigsaw classroom. Beverly Hills, CA: Sage.
Barabási, A. L. (2003). Linked: How everything is connected to everything else and what it means for business, science, and everyday life. New York: Plume.
Battistich, V., Schaps, E., Watson, M., & Solomon, D. (2000). Effects of the Child Development Project on students’ drug use and other problem behaviors. Journal of Primary Prevention, 21, 75–99.
Bearman, P. S., & Moody, J. (2004). Adolescent suicidality. American Journal of Public Health, 94, 89–95.
Bender-deMoll, S., & McFarland, D. A. (2006). The art and science of dynamic network visualization. Journal of Social Structure, Volume 7, Number 2.
Borgatti, S. M. (2005). Centrality and network flow. Social Networks, 27, 55–71.
Borgatti, S. M. (2009). NetDraw. MA: Analytic Technologies.
Borgatti, S. M., Everett, G., & Freeman, L. C. (2002). UCINET 6 for windows: Software for social network analysis. Natick, MA: Analytic Technologies.
Botvin, G. J., & Griffin, K. W. (2004). Life skills training: Empirical findings and future directions. Journal of Primary Prevention, 25, 211–232.
Burt, R. S. (1992). Structural holes: The social structure of competition. Cambridge, M: Harvard University Press.
Christakis, N. A., & Fowler, J. H. (2007). The spread of obesity in a large social network over 32 years. The New England Journal of Medicine, 357, 370–379.
Christakis, N. A., & Fowler, J. H. (2008). The collective dynamics of smoking in a large social network. The New England Journal of Medicine, 358, 2249–2258.
Cialdini, R. B., Kallgren, C. A., & Reno, R. R. (1991). A focus theory of normative conduct. Advances in Experimental Social Psychology, 24, 201–234.
Cohen, E. G., & Lotan, R. A. (1995). Producing equal-status interaction in the heterogenous classroom. American Educational Research Journal, 32, 99–120.
Conduct Problems Prevention Research Group. (1999). Initial impact of the Fast Track prevention trial for conduct problems: II. Classroom effects. Journal of Consulting and Clinical Psychology, 67, 648–657.
Couzin, J. (2009). News focus: Friendship as a health factor. Science, 323, 454–457.
De Nooy, W., Mrvar, A., & Batagelj, V. (2005). Exploratory social network analysis with Pajek. Cambridge, UK: Cambridge University Press.
Dishion, T. J., & Patterson, G. R. (1999). Model building in developmental psychopathology: A pragmatic approach to understanding and intervention. Journal of Clinical Child Psychology, 28, 502–512.
Dishion, T. J., Andrews, D. W., & Crosby, L. (1995). Antisocial boys and their friends in early adolescence. Child Development, 66, 139–151.
Doreian, P. (1981). Estimating linear models with spatially distributed data. Sociological Methodology, 359–388.
Doreian, P. (1990). Network autocorrelation models: Problems and prospects. In D. A. Griffith (Ed.), Spatial statistics: Past, present, and future (pp. 369–389). Monograph 12, Ann Arbor, MI: Institute of Mathematical Geography.
Ellickson, P, Miller, L, Robyn, A, Wildflower, L. & Zellman, G. (2000). Project Alert. Best Foundation.
Ennett, S. T., & Bauman, K. E. (1993). Peer group structure and adolescent cigarette smoking: A social network analysis. Journal of Health and Social Behavior, 34, 226–236.
Farmer, T. W. (2000). Social dynamics of aggressive and disruptive behavior in school: Implications for behavior consultation. Journal of Educational and Psychological Consultation, 11, 299–322.
Feinberg, M. E., Riggs, N. R., & Greenberg, M. T. (2005). Social networks and community prevention coalitions. Journal of Primary Prevention, 26, 279–298.
Felner, R. D., Brand, S., Adan, A. M., Mulhall, P. F., Flowers, N., Sartain, B., et al. (1993). Restructuring the ecology of the school as an approach to prevention during school transitions. Prevention in Human Services, 10, 103–136.
Freeman, L. C. (1979). Centrality in social networks: Conceptual clarification. Social Networks, 1, 215–39.
Friedkin, N. E. (1998). Structural theory of social influence. Cambridge, UK: Cambridge University Press.
Girvan, M., & Newman, M. E. J. (2002). Community structure in social and biological networks. Proceedings of the National Academies of Science, 99, 7821–7826.
Greenberg, M. T., Kusche, C. A., Cook, E. T., & Quamma, J. P. (1995). Promoting emotional competence in school-aged children: The effects of the PATHS curriculum. Development and Psychopathology, 7, 117–136.
Handcock, M. S., Hunter, D. R., Butts, C. T., Goodreau, S. M., & Morris, M. (2003). statnet: An R package for the Modeling of Social Networks. http://www.csde.washington.edu/statnet.
Hanish, L. D., & Rodkin, P. C. (2007). Bridging children’s social development and social network analysis. In P. C. Rodkin & L. D. Hanish (Eds.), Social network analysis and children’s peer relationships (pp. 1–8). San Francisco: Jossey-Bass.
Hansen, W. B., & Dusenbury, L. (2004). All Stars Plus: A competence and motivation enhancement approach to prevention. Health Education, 104, 371–381.
Hawley, P. H., Little, T. D., & Pasupathi, M. (2002). Winning friends and influencing peers: Strategies of peer influence in late childhood. International Journal of Behavioral Development, 26, 466–474.
Haynie, D. L. (2001). Delinquent peers revisited: Does network structure matter? American Journal of Sociology, 106, 1013–1057.
Henry, D., Guerra, N., Huesmann, R., Tolan, P., Van Acker, R., & Eron, L. (2000). Normative influences on aggression in urban elementary school classrooms. American Journal of Community Psychology, 28(1), 59–81.
Huisman, M., & van Duijn, M. A. J. (2005). Software for social network analysis. In P. J. Carrington, J. Scott, & S. Wasserman (Eds.), Models and methods in social network analysis (pp. 270–316). Cambridge, UK: Cambridge University Press.
Ialongo, N., Poduska, J., Werthamer, L., & Kellam, S. (2001). The distal impact of two first-grade preventive interventions on conduct problems and disorder in early adolescence. Journal of Emotional and Behavioral Disorders, 9, 146–160.
Merton, R. K., & Kitt, A. S. (1950). Contributions to the theory of reference-group behavior. In G. E. Swanson, T. M. Newcomb, & E. L. Hartley (Eds.), Readings in social psychology (2nd ed., pp. 430–444). New York: Hold, Rinehart, and Winston.
Mikami, A. Y., Boucher, M. A., & Humphreys, K. (2005). Prevention of peer rejection through a classroom-level intervention in middle school. Journal of Primary Prevention, 26, 5–23.
Miller-Johnson, S., & Costanzo, P. (2004). If you can’t beat ‘em. .. induce them to join you: Peer-based interventions during adolescence. In J. B. Kupersmidt & K. A. Dodge (Eds.), Children’s peer relations: From development to intervention. (pp. 209–222). Washington, DC: American Psychological Association.
Molgaard, V., Kumpfer, K., & Fleming, E. (1997). Strengthening Families Program. Ames: Iowa State Univ. Research Foundation.
Moody, J. (2000). SPAN: SAS Programs for Analyzing Networks. Vers. 3.0. Duke University, Durham, NC.
Moody, J., & White, D. R. (2003). Social cohesion and embeddedness: A hierarchical conception of social groups. American Sociological Review, 68, 103–27.
Newcomb, T. M. (1950). Social psychology. New York: Dryden.
Offord, D. R. (2000). Selection of levels of prevention. Addictive Behaviors, 25, 833–842.
Olweus, D. (1993). Bullying at school: What we know and what we can do. Oxford, UK: Blackwell.
Penuel, W. R., Frank, K. A., & Krause, A. (2006). The distribution of resources and expertise and the implementation of schoolwide reform initiatives. International Conference on Learning Sciences, 522–528.
Pianta, R. C., La Paro, K. M., & Hamre, B. K. (2007). The Classroom Assessment Scoring System (CLASS). Baltimore, MD: Brookes Publishing.
Porter, M. A., Onnela, J.-P., & Mucha, P. J. (2009). Communities in networks. Notices of the AMS, 56, 1082–1097.
Rodkin, P. C., Farmer, T. W., Pearl, R., & Van Acker, R. (2006). They’re cool: Social status and peer group supports for aggressive boys and girls. Social Development, 15, 175–204.
Sage, N. A., & Kindermann, T. A. (1999). Peer networks, behavior contingencies, and children’s engagement in the classroom. Merrill-Palmer-Quarterly, 45, 143–171.
Shinn, M., & Rapkin, B. D. (2000). Cross-level analysis without cross-ups. In J. Rappaport & E. Seidman (Eds.), Handbook of community psychology (pp. 669–695). New York: Kluwer Academic/Plenum.
Shinn, M., & Yoshikawa, H. (2008). Toward positive youth development: Transforming schools and community programs. New York: Oxford University Press.
Snijders, T. A. B., Steglich, C. E. G., & Schweinberger, M. (2007). Modeling the co-evolution of networks and behavior. In K. van Montfort, H. Oud, & A. Satorra (Eds.), Longitudinal models in the behavioral and related sciences (pp. 41–71). Mahwah, NJ: Erlbaum.
Spoth, R., Redmond, C., Shin, C., & Azevedo, K. (2004). Brief family intervention effects on adolescent substance initiation: School-level growth curve analyses 6 years following baseline. Journal of Consulting and Clinical Psychology, 72, 535–542.
Stevens, R. J., & Slavin, R. E. (1995). The cooperative elementary school: Effects on student achievement, attitudes, and social relations. American Educational Research Journal, 25, 527–554.
Tseng, V., & Seidman, E. (2007). A systems framework for understanding social settings. American Journal of Community Psychology, 39, 217–228.
Valente, T. W. (1995). Network models of the diffusion of innovations. Cresskill, NJ: Hampton.
Valente, T. W. (2010). Social networks and health. Oxford: Oxford University Press.
Valente, T. W., Chou, C. P., & Pentz, M. A. (2007). Community coalition networks as systems: Effects of network change on adoption of evidence-based prevention. American Journal of Public Health, 97, 880–886.
Valente, T. W., Coronges, K., Lakon, C., & Costenbader, E. (2008). How correlated are network centrality measures? Connections, 28, 16–26.
Valente, T. W., Hoffman, B. R., Ritt-Olson, A., Lichtman, K., & Johnson, C. A. (2003). The effects of a social-network method for group assignment strategies on peer-led tobacco prevention programs in schools. American Journal of Public Health, 93, 1837–1843.
Wasserman, S., & Faust, K. (1994). Social network analysis. Cambridge, UK: Cambridge University Press.
Watts, D. J. (2003). Six degrees: The science of a connected age. New York: Norton.
Author information
Authors and Affiliations
Corresponding author
Additional information
Support for this research was provided by the National Institute on Drug Abuse (RO1-DA018225) and the William T. Grant Foundation (8316). The content is solely the responsibility of the authors and does not necessarily represent the official views of any of the funding sources.
Rights and permissions
About this article
Cite this article
Gest, S.D., Osgood, D.W., Feinberg, M.E. et al. Strengthening Prevention Program Theories and Evaluations: Contributions from Social Network Analysis. Prev Sci 12, 349–360 (2011). https://doi.org/10.1007/s11121-011-0229-2
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11121-011-0229-2