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It’s Not Just What You Have, but Who You Know: Networks, Social Proximity to Elites, and Voting in State and Local Elections



Individual-level studies of electoral turnout and vote choice have focused largely on personal attributes as explanatory variables. We argue that scholars should also consider the social network in which individuals are embedded, which may influence voting through variation in individuals’ social proximity to elites. Our analysis rests on newly discovered historical records revealing the individual votes of all electors in the 1859 statewide elections in Alexandria, Virginia and the 1874 municipal elections in Newport, Kentucky, paired with archival work identifying the social relations of the cities’ populations. We also replicate our core findings using survey data from a modern municipal election. We show that individuals more socially proximate to elites turn out at a higher rate and individuals more socially proximate to a given political party’s elites vote disproportionately for that party. These results suggest an overlooked social component of voting and provide a rare nineteenth-century test of modern voting theories.


Corresponding author

Matthew T. Pietryka is Assistant Professor at Florida State University, Department of Political Science, Florida State University, 531 Bellamy Building, Tallahassee, Florida 32306 (
Donald A. DeBats is Professor of American Studies and Professor of Politics at Flinders University, GPO Box 2100, Adelaide 5001, South Australia (


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We thank Sarah John, Wayne Lawrence, Sue Hesch, Anne Harrington, Beth Prior, and Leonie Hardcastle for invaluable help in creating the nineteenth century databases. We thank Daniel Maliniak, Patrick Miller, and Ron Rapoport for sharing their survey and supplemental data from the 2010 Williamsburg election. For thoughtful suggestions, we thank Quintin Beazer, Bill Berry, Bill Claggett, Erik Engstrom, Brad Gomez, Bob Huckfeldt, Dennis Langley, Oana Lup, Jessica Parsons, John Barry Ryan, Editor Martinez-Ebers, and four anonymous reviewers. This research also benefited from feedback during presentations at Florida State University, the 2015 Political Networks Conference, and the 2014 Midwest Political Science Association Annual Meeting. This research was funded by grants from the National Endowment for the Humanities, the Virginia Foundation for the Humanities, Flinders University, and the Australian Research Council.



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Ahn, T. K., Huckfeldt, Robert, Mayer, Alexander K., and Ryan, John Barry. 2013. “Expertise and Bias in Political Communication Networks.” American Journal of Political Science 57 (2): 357–73.
Ahn, T. K., Huckfeldt, Robert, and Ryan, John Barry. 2014. Experts, Activists, and Interdependent Citizens: Are Electorates Self-Educating? New York, NY: Cambridge University Press.
Ansolabehere, Stephen, and Hersh, Eitan. 2012. “Validation: What Big Data Reveal About Survey Misreporting and the Real Electorate.” Political Analysis 20 (4): 437–59.
Bartels, Larry M. 2000. “Partisanship and Voting Behavior, 1952–1996.” American Journal of Political Science 44 (1): 3550.
Berelson, Bernard R., Lazarsfeld, Paul F., and McPhee, William N.. 1954. Voting: A Study of Opinion Formation in a Presidential Campaign. Chicago: University of Chicago Press.
Bohmer, David. 1977. “The Causes of Electoral Alignments: Some Considerations on How Partisan Behavior is Shaped.” In Law, Society, and Politics in Early Maryland: Proceedings of the First Conference on Maryland History, eds. Land, Aubrey C., Carr, Lois Green, and Papemfuse, Edward P.. Baltimore: John Hopkins University Press.
Bohmer, David. 1978. “The Maryland Electorate and the Concept of a Party System in the Early National Period.” In The History of American Electoral Behavior, eds. Silbey, Joel H. and Bogue, Allan G.. pp. 146–73.
Bond, Robert M., Fariss, Christopher J., Jones, Jason J., Kramer, Adam D. I., Marlow, Cameron, Settle, Jaime E., and Fowler, James H.. 2012. “A 61-million-person Experiment in Social Influence and Political Mobilization.” Nature (London). Princeton New Jersey: Princeton University Press, 489 (7415): 295–8.
Borgatti, Stephen P. 2005. “Centrality and Network Flow.” Social Networks 27 (1): 5571.
Bourke, Paul F., and DeBats, Donald A.. 1977. “Identifiable Voting in Nineteenth-Century America: Toward a Comparison of Britain and the United States Before the Secret Ballot.” Perspectives in American History 11: 259–88.
Bourke, Paul F., and DeBats, Donald A.. 1980. “Individuals and Aggregates: A Note on Historical Data and Assumptions.” Social Science History 4 (2): 229–50.
Bourke, Paul F., and DeBats, Donald A.. 1985. “Restoring Politics to Political History.” The Journal of Interdisciplinary History 15 (3): 459–66.
Bourke, Paul F., and DeBats, Donald A.. 1987. “The Structures of Political Involvement in the Nineteenth Century: A Frontier Case.” Perspectives in American History 3: 207–38.
Bourke, Paul, and DeBats, Donald A.. 1995. Washington County: Politics and Community in Antebellum America. Baltimore: Johns Hopkins University Press.
Bourke, Paul, DeBats, Donald, and Phelan, Thomas. 2001. “Comparing Individual-Level Returns with Aggregates a Historical Appraisal of the King Solution.” Historical Methods: A Journal of Quantitative and Interdisciplinary History 34 (3): 127–34.
Bowler, Shaun, Donovan, Todd, and Snipp, Joseph. 1993. “Local Sources of Information and Voter Choice in State Elections Microlevel Foundations of the ”Friends and Neighbors” Effect.” American Politics Quarterly 21 (4): 473–89.
Brody, Richard A., and Sniderman, Paul M.. 1977. “From Life Space to Polling Place: The Relevance of Personal Concerns for Voting Behavior.” British Journal of Political Science 7 (03): 337–60.
Campbell, David E. 2013. “Social Networks and Political Participation.” Annual Review of Political Science 16 (1): 3348.
Campbell, Angus, Converse, Philip E., Miller, Warren E., and Stokes, Donald E.. 1960. The American Voter. New York: John Wiley and Sons.
Campbell, David E., Green, John C., and Layman, Geoffrey C.. 2011. “The Party Faithful: Partisan Images, Candidate Religion, and the Electoral Impact of Party Identification.” American Journal of Political Science 55 (1): 4258.
Carlson, Taylor N., and Settle, Jaime E.. 2016. “Political Chameleons: An Exploration of Conformity in Political Discussions.” Political Behavior 38 (4): 817–59.
Clausen, Aage R. 1968. “Response Validity: Vote Report.” Public Opinion Quarterly 32 (4): 588606.
Cormen, Thomas H., Leiserson, Charles E., Rivest, Ronald L., and Stein, Clifford. 2009. Introduction to Algorithms. Cambridge, Massachusetts: MIT Press.
DeBats, Donald Arthur. 2004. The Politics of German Americans: Three Case Studies from an Industrial Age. In German-American Immigration and Ethnicity in Comparative Perspective, eds. Helbich, W. and Kamphoefner, Walter D.. Madison: MaxKade Institute for German-American Studies, University of Wisconsin Press.
DeBats, Donald A. 2008. “A Tale of Two Cities: Using Tax Records to Develop GIS Files for Mapping and Understanding Nineteenth-Century U.S. Cities.” Historical Methods: A Journal of Quantitative and Interdisciplinary History 41 (1): 1738.
DeBats, Donald A. 2009. “Using GIS and Individual-Level Data for Whole Communities A Path Toward the Reconciliation of Political and Social History.” Social Science Computer Review 27 (3): 313–30.
DeBats, Donald A. 2011. “Political Consequences of Spatial Organization.” Social Science History 35 (4): 505–41.
DeBats, Donald A., and Lethbridge, Mark. 2005. “GIS and the City: Nineteenth-Century Residential Patterns.” Historical Geograph 33: 7898.
DeCanio, Samuel. 2007. “Religion and Nineteenth-Century Voting Behavior: A New Look at Some Old Data.” Journal of Politics 69 (2): 339–50.
Downs, Anthony. 1957. An Economic Theory of Democracy. New York: Harper and Row.
Eulau, Heinz. 1980. “The Columbia Studies of Personal Influence: Social Network Analysis.” Social Science History 4 (2): 207–28.
Eveland, William P., and Hively, Myiah Hutchens. 2009. “Political Discussion Frequency, Network Size, and Heterogeneity of Discussion as Predictors of Political Knowledge and Participation.” Journal of Communication 59 (2): 205–24.
Festinger, Leon. 1957. A Theory of Cognitive Dissonance. Stanford: Stanford University Press.
Festinger, Leon. 1964. Conflict, Decision, and Dissonance. Stanford: Stanford University Press.
Fowler, James H., Heaney, Michael T., Nickerson, David W., Padgett, John F., and Sinclair, Betsy. 2011. “Causality in Political Networks.” American Politics Research 39 (2): 437–80.
Fowler, James H., and Smirnov, Oleg. 2005. “Dynamic Parties and Social Turnout: An Agent Based Model.” American Journal of Sociology 110 (4): 1070–94.
Gelman, Andrew, Park, David, Shor, Boris, and Cortina, Jeronimo. 2009. Red State, Blue State, Rich State, Poor State: Why Americans Vote the Way They Do (Expanded Edition). Princeton: Princeton University Press.
Gerber, Alan S., Green, Donald P., and Larimer, Christopher W.. 2008. “Social Pressure and Voter Turnout: Evidence from a Large-Scale Field Experiment.” American Political Science Review 102 (01): 3348.
Gerber, Alan S., Green, Donald P., and Shachar, Ron. 2003. “Voting May Be Habit-Forming: Evidence from a Randomized Field Experiment.” American Journal of Political Science 47 (3): 540–50.
Gimpel, James G., Karnes, Kimberly A., McTague, John, and Pearson-Merkowitz, Shanna. 2008. “Distance-Decay in the Political Geography of Friends-and-Neighbors Voting.” Political Geography 27 (2): 231–52.
Hammarberg, Melvyn. 1977. The Indiana Voter: The Historical Dynamics of Party Allegiance During the 1870s. Chicago: University of Chicago Press.
Heckman, James A. 1979. “Sample Selection Bias as a Specification Error.” Econometrica 47 (1): 153–61.
Holbrook, Allyson L., and Krosnick, Jon A.. 2010. “Social Desirability Bias in Voter Turnout Reports Tests using the Item Count Technique.” Public Opinion Quarterly 74 (1): 3767.
Honaker, James, King, Gary, Blackwell, Matthew, et al. 2011. “Amelia II: A Program for Missing Data.” Journal of Statistical Software 45 (7): 147.
Huckfeldt, R. Robert. 1983. “Social Contexts, Social Networks, and Urban Neighborhoods: Environmental Constraints on Friendship Choice.” American Journal of Sociology 89 (3): 651–69.
Huckfeldt, Robert, Beck, Paul Allen, Dalton, Russell J., and Levine, Jeffrey. 1995. “Political Environments, Cohesive Social Groups, and the Communication of Public Opinion.” American Journal of Political Science 39 (4): 1025–54.
Huckfeldt, R., Johnson, P. E., and Sprague, J.. 2002. “Political Environments, Political Dynamics, and the Survival of Disagreement.” The Journal of Politics 64 (01): 121.
Huckfeldt, R. Robert, Johnson, Paul E., and Sprague, John D.. 2004. Political Disagreement: The Survival of Diverse Opinions within Communication Networks. New York: Cambridge University Press.
Huckfeldt, Robert, Pietryka, Matthew T., and Reilly, Jack. 2014. “Noise, Bias, and Expertise in Political Communication Networks.” Social Networks 36: 110–21.
Huckfeldt, Robert, and Sprague, John. 1995. Citizens, Politics, and Social Communication: Information and Influence in an Election Campaign. New York: Cambridge University Press.
Key, V. O. 1949. Southern Politics in State and Nation. New York: A. Knopf.
Killworth, Peter D., Johnsen, Eugene C., McCarty, Christopher, Shelley, Gene Ann, and Bernard, H. Russell. 1998. “A Social Network Approach to Estimating Seroprevalence in the United States.” Social Networks 20 (1): 2350.
King, Gary, Honaker, James, Joseph, Anne, and Scheve, Kenneth. 2001. “Analyzing Incomplete Political Science Data: An Alternative Algorithm for Multiple Imputation.” American Political Science Review 95 (1): 4969.
Klofstad, Casey. 2010. Civic Talk: Peers, Politics, and the Future of Democracy. Philadelphia, PA: Temple University Press.
Langton, Kenneth P., and Rapoport, Ronald. 1976. “Religion and Leftist Mobilization in Chile.” Comparative Political Studies 9 (3): 277308.
Lazarsfeld, Paul F. 1948. People’s Choice: How the Voter Makes Up His Mind in a Presidential Campaign. New York: Columbia University Press.
Leighley, Jan E., and Nagler, Jonathan. 1992. “Individual and Systemic Influences on Turnout - Who Votes, 1984.” Journal of Politics 54: 718–40.
Makse, Todd, and Sokhey, Anand E.. 2012. “Yard Sign Displays and the Enthusiasm Gap in the 2008 and 2010 Elections.” PS: Political Science & Politics 45 (04): 694–9.
McClurg, Scott D. 2006. “The Electoral Relevance of Political Talk: Examining Disagreement and Expertise Effects in Social Networks on Political Participation.” American Journal of Political Science 50 (3): 737–54.
McCormick, Tyler H., Moussa, Amal, Ruf, Johannes, DiPrete, Thomas A., Gelman, Andrew, Teitler, Julien, and Zheng, Tian. 2013. “A Practical Guide to Measuring Social Structure Using Indirectly Observed Network Data.” Journal of Statistical Theory and Practice 7 (1): 120–32.
McLeod, Jack M., Scheufele, Dietram A., and Moy, Patricia. 1999. “Community, Communication, and Participation: The Role of Mass Media and Interpersonal Discussion in Local Political Participation.” Political Communication 16 (3): 315–36.
McPherson, Miller, Smith-Lovin, Lynn, and Cook, James M.. 2001. “Birds of a Feather: Homophily in Social Networks.” Annual Review of Sociology 27: 415–44.
Meredith, Marc. 2013. “Exploiting Friends-and-Neighbors to Estimate Coattail Effects.” American Political Science Review 107 (04): 742–65.
Miller, Patrick R., Bobkowski, Piotr S., Maliniak, Daniel, and Rapoport, Ronald B.. 2015. “Talking Politics on Facebook Network Centrality and Political Discussion Practices in Social Media.” Political Research Quarterly 68 (2): 377–91.
Miller, Warren E., and Shanks, J. Merrill. 1996. The New American Voter. Cambridge, MA: Harvard University Press.
Mutz, Diana Carole. 2006. Hearing the Other Side: Deliberative versus Participatory Democracy. New York, NY: Cambridge University Press.
Nickerson, David W. 2008. “Is Voting Contagious? Evidence from Two Field Experiments.” American Political Science Review 102 (01): 4957.
Nie, Norman H., Junn, Jane, and Stehlik-Barry, Kenneth. 1996. Education and Democratic Citizenship in America. Chicago: University of Chicago Press.
Oliver, J. Eric, and Ha, Shang E.. 2007. “Vote Choice in Suburban Elections.” American Political Science Review (03): 393408.
Panagopoulos, Costas. 2010. “Affect, Social Pressure and Prosocial Motivation: Field Experimental Evidence of the Mobilizing Effects of Pride, Shame and Publicizing Voting Behavior.” Political Behavior 32 (3): 369–86.
Richey, Sean. 2008. “The Autoregressive Influence of Social Network Political Knowledge on Voting Behaviour.” British Journal of Political Science 38 (03): 527–42.
Rolfe, Meredith. 2012. Voter Turnout: A Social Theory of Political Participation. New York: Cambridge University Press.
Rosenstone, Steven J., and Hansen, John Mark. 1993. Mobilization, Participation and Democracy in America. New York: Macmillan.
Rozett, John. 1977. “The Social Base of Party Conflict in the Age of Jackson.” Ph.D. dissertation. Ann Arbor: The University of Michigan.
Ryan, John Barry. 2011. “Social Networks as a Shortcut to Correct Voting.” American Journal of Political Science 55 (4): 753–66.
Sekhon, Jasjeet S. 2009. “Opiates for the Matches: Matching Methods for Causal Inference.” Annual Review of Political Science 12 (1): 487508.
Shortridge, Ray M. 1980. “Voter Turnout in the Midwest, 1840–1872.” Social Science Quarterly 60 (4): 617–29.
Siegel, David A. 2009. “Social Networks and Collective Action.” American Journal of Political Science 53 (1): 122–38.
Siegel, David A. 2013. “Social Networks and the Mass Media.” American Political Science Review 107 (04): 786805.
Sinclair, Betsy. 2012. The Social Citizen: Peer Networks and Political Behavior. Chicago: University of Chicago Press.
Sinclair, Betsy, McConnell, Margaret, and Michelson, Melissa R.. 2013. “Local Canvassing: The Efficacy of Grassroots Voter Mobilization.” Political Communication 30 (1): 4257.
Sokhey, Anand Edward, and McClurg, Scott D.. 2012. “Social Networks and Correct Voting.” The Journal of Politics 74 (03): 751–64.
Stokes, Donald E., and Miller, Warren E.. 1962. “Party Government and the Saliency of Congress.” Public Opinion Quarterly 77: 945–56.
Tatalovich, Raymond. 1975. “‘Friends and Neighbors’ Voting: Mississippi, 1943–73.” The Journal of Politics 37 (03): 807–14.
The American Association for Public Opinion Research. 2015. Standard Definitions: Final Dispositions of Case Codes and Outcome Rates for Surveys. 8th ed. AAPOR.
Tilly, Charles. 2007. Democracy. New York, NY: Cambridge University Press.
Tingsten, Herbert. 1963. Political Behavior: Studies in Election Statistics. Totowa, NJ: Bedminster Press. Originally published in 1937.
Trounstine, Jessica. 2009. Political Monopolies in American Cities: The Rise and Fall of Bosses and Reformers. Chicago: University of Chicago Press.
VanderWeele, Tyler J. 2011. “Sensitivity Analysis for Contagion Effects in Social Networks.” Sociological Methods & Research 40 (2): 240–55.
Verba, Sidney, Schlozman, Kay Lehman, and Brady, Henry E.. 1995. Voice and Equality: Civic Voluntarism in American Politics. Cambridge, MA: Harvard University Press.
Wolfinger, Raymond E., and Rosenstone, Steven J.. 1980. Who Votes? New Haven: Yale University Press.

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It’s Not Just What You Have, but Who You Know: Networks, Social Proximity to Elites, and Voting in State and Local Elections



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