Element contents
Networks in the Public Sector
A Multilevel Framework and Systematic Review
Published online by Cambridge University Press: 18 August 2022
Summary
Networks contain complex patterns of dependency and require multiple levels of analysis to explain their formation, structure, and outcomes. In this Element, the authors develop the Multilevel Network Framework. The framework serves as (i) a conceptual tool to think more deeply about network dynamics, (ii) a research tool to assist in connecting data, theory, and empirical models, and (iii) a diagnostic tool to analyze and categorize bodies of research. The authors then systematically review the network literature in public administration, management, and policy. They apply the Multilevel Network Framework to categorize the literature; identify significant gaps; examine micro, macro and cross-level relations; and examine relevant mechanisms and theories. Overall this Element helps readers to (i) understand and classify network research, (ii) use appropriate theoretical frameworks to examine network-related problems, (iii) understand how networks emerge and produce effects at different levels of analysis, and (iv) select appropriate empirical models.
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- Online ISBN: 9781009104241Publisher: Cambridge University PressPrint publication: 25 August 2022
References
Abell, P., Felin, T., & Foss, N. J. (2014). Microfoundations of Social Theory. A Response to Jepperson and Meyer. Sociologica, 8(2), 1–12.Google Scholar
Agranoff, R., & McGuire, M. (2001). Big Questions in Public Network Management Research. Journal of Public Administration Research and Theory, 11(3), 295–326.CrossRefGoogle Scholar
Aguinis, H., Boyd, B. K., Pierce, C. A., & Short, J. C. (2011). Walking New Avenues in Management Research Methods and Theories: Bridging Micro and Macro Domains. Journal of Management, 37(2), 395–403. http://doi.org/10.1177/0149206310382456Google Scholar
Akkerman, A., Torenvlied, R., & Schalk, J. (2012). Two-level Effects of Interorganizational Network Collaboration on Graduate Satisfaction: A Comparison of Five Intercollege Networks in Dutch Higher Education. The American Review of Public Administration, 42(6), 654–677.CrossRefGoogle Scholar
Aldrich, D. P. & Meyer, M. A. (2015). Social capital and community resilience. American Behavioral Scientist, 59(2), 254–269.CrossRefGoogle Scholar
Alpert, L., Gainsborough, J. F., & Wallis, A. (2006). Building the Capacity to Act Regionally: Formationof the Regional Transportation Authority in South Florida. Urban Affairs Review, 42(2), 143–168. http://doi.org/10.1177/1078087406291591CrossRefGoogle Scholar
Anderson, C. J., Wasserman, S., & Crouch, B. (1999). A p* Primer: Logit Models for Social Networks. Social Networks, 21(1), 37–66.CrossRefGoogle Scholar
Andrew, S. A. (2009). Regional Integration Through Contracting Networks: An Empirical Analysis of Institutional Collection Action Framework. Urban Affairs Review, 44(3), 378–402. http://doi.org/10.1177/1078087408323941CrossRefGoogle Scholar
Ansell, C., & Gash, A. (2008). Collaborative Governance in Theory and Practice. Journal of Public Administration Research and Theory, 18(4), 543–571. http://doi.org/10.1093/jopart/mum032Google Scholar
Arnold, G., Nguyen Long, L. A., & Gottlieb, M. (2017). Social Networks and Policy Entrepreneurship: How Relationships Shape Municipal Decision Making about High-Volume Hydraulic Fracturing. Policy Studies Journal, 45(3), 414–441. https://doi.org/10.1111/psj.12175CrossRefGoogle Scholar
Atouba, Y. C., & Shumate, M. (2015). International Nonprofit Collaboration: Examining the Role of Homophily. Nonprofit and Voluntary Sector Quarterly, 44(3), 587–608. http://doi.org/10.1177/0899764014524991Google Scholar
Baum, J. A. C., Shipilov, A. V., & Rowley, T. J. (2003). Where do small worlds come from? Industrial and Corporate Change, 12(4), 697–725. http://doi.org/10.1093/icc/12.4.697CrossRefGoogle Scholar
Berardo, R., & Lubell, M. (2016). Understanding What Shapes a Polycentric Governance System. Public Administration Review, 76(5), 738–751. http://doi.org/10.1111/puar.12532Google Scholar
Berardo, R., & Scholz, J. T. (2010). Self-Organizing Policy Networks: Risk, Partner Selection, and Cooperation in Estuaries. American Journal of Political Science, 54(3), 632–649. http://doi.org/10.1111/j.1540-5907.2010.00451.xCrossRefGoogle Scholar
Berardo, R., Fischer, M., & Hamilton, M. (2020). Collaborative Governance and the Challenges of Network-Based Research. The American Review of Public Administration, 50(8), 898–913. http://doi.org/10.1177/0275074020927792Google Scholar
Bernard, H. R., & Killworth, P. D. (1977). Informant Accuracy in Social Network Data II. Human Communication Research, 4(1), 3–18.Google Scholar
Bernard, H. R., Killworth, P. D., & Sailer, L. (1982). Informant Accuracy in Social-Network Data V. An Experimental Attempt to Predict Actual Communication from Recall Data. Social Science Research, 11(1), 30–66.Google Scholar
Bernick, E., & Krueger, S. (2010). An Assessment of Journal Quality in Public Administration. International Journal of Public Administration, 33(2), 98–106. http://doi.org/10.1080/01900690903188891Google Scholar
Bitektine, A., & Haack, P. (2015). The “Macro” and the “Micro” of Legitimacy: Toward a Multilevel Theory of the Legitimacy Process. Academy of Management Review, 40(1), 49–75. http://doi.org/10.5465/amr.2013.0318Google Scholar
Bodin, Ö., Sandström, A., & Crona, B. (2017). Collaborative Networks for Effective Ecosystem-Based Management: A Set of Working Hypotheses. Policy Studies Journal, 45(2), 289–314. http://doi.org/10.1111/psj.12146CrossRefGoogle Scholar
Borgatti, S. P., & Cross, R. (2003). A Relational View of Information Seeking and Learning in Social Networks. Management Science, 49(4), 432–445. http://doi.org/10.1287/mnsc.49.4.432.14428Google Scholar
Borgatti, S. P., Everett, M. G., & Johnson, J. C. (2013). Analyzing Social Networks. Thousand Oaks, CA: SAGE.Google Scholar
Borgatti, S. P., & Halgin, D. S. (2011). On Network Theory. Organization Science, 22(5), 1168–1181. http://doi.org/10.1287/orsc.1100.0641Google Scholar
Borgatti, S. P., & Lopez-Kidwell, V. (2011). Network Theory. In Scott, J. & Carrington, P. J. (Eds.), The SAGE Handbook of Social Network Analysis (pp. 40–54). Thousand Oaks, CA: SAGE.Google Scholar
Brands, R. A. (2013). Cognitive Social Structures in Social Network Research: A Review. Journal of Organizational Behavior, 34(S1), S82-S103. http://doi.org/https://doi.org/10.1002/job.1890CrossRefGoogle Scholar
Brass, D. J. (1995). A Social Network Perspective on Human Resources Management. Research in Personnel and Human Resources Management, 13(1), 39–79.Google Scholar
Bunger, A. C. (2013). Administrative Coordination in Nonprofit Human Service Delivery Networks: The Role of Competition and Trust. Nonprofit and Voluntary Sector Quarterly, 42(6), 1155–1175. http://doi.org/10.1177/0899764012451369CrossRefGoogle ScholarPubMed
Burt, R. S. (1992). Structural Holes: The Social Structure of Competition. Cambridge, MA: Harvard University Press.Google Scholar
Burt, R. S. (2004). Structural Holes and Good Ideas. American Journal of Sociology, 110(2), 349–399. http://doi.org/10.1086/421787CrossRefGoogle Scholar
Butts, C. T. (2003). Network Inference, Error, and Informant (in)accuracy: A Bayesian Approach. Social Networks, 25(2), 103–140.Google Scholar
Butts, C. T. (2008). A Relational Event Framework for Social Action. Sociological Methodology, 38(1), 155–200. https://doi.org/10.1111/j.1467-9531.2008.00203.xGoogle Scholar
Cao, X., & Prakash, A. (2011). Growing Exports by Signaling Product Quality: Trade Competition and the Cross-National Diffusion of Iso 9000 Quality Standards. Journal of Policy Analysis and Management, 30(1), 111–135. https://doi.org/10.1002/pam.20546Google Scholar
Carboni, J. L., Saz-Carranza, A., Raab, J., & Isett, K. R. (2019). Taking Dimensions of Purpose-Oriented Networks Seriously. Perspectives on Public Management and Governance, 2(3), 187–201. http://doi.org/10.1093/ppmgov/gvz011Google Scholar
Chami, G. F., Ahnert, S. E., Kabatereine, N. B., & Tukahebwa, E. M. (2017). Social Network Fragmentation and Community Health. Proceedings of the National Academy of Sciences, 114(36), E7425-E7431. http://doi.org/10.1073/pnas.1700166114Google Scholar
Chapman, C. L., & Varda, D. M. (2017). Nonprofit Resource Contribution and Mission Alignment in Interorganizational, Cross-Sector Public Health Networks. Nonprofit and Voluntary Sector Quarterly, 46(5), 1052–1072. http://doi.org/10.1177/0899764017713875CrossRefGoogle Scholar
Chen, B., Ma, J., Feiock, R., & Suo, L. (2019). Factors Influencing Participation in Bilateral Interprovincial Agreements: Evidence from China’s Pan Pearl River Delta. Urban Affairs Review, 55(3), 923–949. http://doi.org/10.1177/1078087418825002CrossRefGoogle Scholar
Considine, M., Lewis, J. M., & Alexander, D. (2009). Networks, Innovation and Public Policy: Politicians, Bureaucrats and the Pathways to Change inside Government. Houndsmills: Palgrave Macmillan.CrossRefGoogle Scholar
Contractor, N. S., Wasserman, S., & Faust, K. (2006). Testing Multitheoretical, Multilevel Hypotheses About Organizational Networks: An Analytic Framework and Empirical Example. Academy of Management Review, 31(3), 681–703.Google Scholar
Cranmer, S. J., Desmarais, B. A., & Morgan, J. W. (2021). Inferential Network Analysis. Cambridge: Cambridge University Press.Google Scholar
Crespi, M. (2020). Examining Physician Referral Networks and Hospital Performance. (Doctoral Thesis). Pittsburgh: Carnegie Mellon University.Google Scholar
Dekker, D., Krackhardt, D., & Snijders, T., A. B. (2007). Sensitivity of MRQAP Tests to Collinearity and Autocorrelation Conditions. Psychometrika, 72(4), 563–581.Google Scholar
Dekker, K., Völker, B., Lelieveldt, H., & Torenvlied, R. (2010). Civic Engagement in Urban Neighborhoods: Does the Network of Civic Organizations Influence Participation in Neighborhood Projects? Journal of Urban Affairs, 32(5), 609–632. https://doi.org/10.1111/j.1467-9906.2010.00524.xGoogle Scholar
Deutsch, M. (1949). A Theory of Co-operation and Competition. Human Relations, 2(2), 129–152. http://doi.org/10.1177/001872674900200204Google Scholar
Doreian, P., Teuter, K., & Wang, C.-H. (1984). Network Autocorrelation Models. Sociological Methods & Research, 13(2), 155–200. http://doi.org/10.1177/0049124184013002001Google Scholar
Edmondson, A. (1999). Psychological Safety and Learning Behavior in Work Teams. Administrative Science Quarterly, 44(2), 350–383. http://doi.org/10.2307/2666999Google Scholar
Emerson, K., & Nabatchi, T. (2015). Collaborative Governance Regimes. Washington, DC: Georgetown University Press.Google Scholar
Faulk, L., Willems, J., McGinnis Johnson, J., & Stewart, A. J. (2016). Network Connections and Competitively Awarded Funding: The Impacts of Board Network Structures and Status Interlocks on Nonprofit Organizations’ Foundation Grant Acquisition. Public Management Review, 18(10), 1425–1455. http://doi.org/10.1080/14719037.2015.1112421Google Scholar
Forrester, J. P., & Watson, S. S. (1994). An Assessment of Public Administration Journals: The Perspective of Editors and Editorial Board Members. Public Administration Review, 54(5), 474–482. http://doi.org/10.2307/976433Google Scholar
Frank, K. A., & Xu, R. (2020). Causal Inference for Social Network Analysis. In Light, R. & Moody, J. (Eds.), The Oxford Handbook of Social Networks (pp. 288–310). New York: Oxford University Press.Google Scholar
Freeman, Linton (2004). The Development of Social Network Analysis: A Study in the Sociology of Science. Vancouver: Empirical Press.Google Scholar
Friedkin, N. E., & Johnsen, E. C. (2011). Social Influence Network Theory: A Sociological Examination of Small Group Dynamics. Cambridge: Cambridge University Press.Google Scholar
Hambrick, R. S Jr.., & Rog, D. J. (2000). The Pursuit of Coordination: The Organizational Dimension in the Response to Homelessness. Policy Studies Journal, 28(2), 353–364. https://doi.org/10.1111/j.1541-0072.2000.tb02035.xCrossRefGoogle Scholar
Henry, A. D., Lubell, M., & McCoy, M. (2011). Belief Systems and Social Capital as Drivers of Policy Network Structure: The Case of California Regional Planning. Journal of Public Administration Research and Theory, 21(3), 419–444. http://doi.org/10.1093/jopart/muq042Google Scholar
Hox, J. J. (2010). Multilevel Analysis : Techniques and Applications (2nd ed.). New York: Routledge.Google Scholar
Hu, Q., Medina, A., Siciliano, M. D., & Wang, W. (2022). Network Structures and Network Effects Across Management and Policy Contexts: A Systematic Review. American Society for Public Administration Annual Conference, 1–20. https://doi.org/10.1111/padm.12835Google Scholar
Huang, K. (2014). Knowledge Sharing in a Third-Party-Governed Health and Human Services Network. Public Administration Review, 74(5), 587–598. https://doi.org/10.1111/puar.12222Google Scholar
Hugg, V. G. (2020). Public Service-Function Types and Interlocal Agreement Network Structure: A Longitudinal Study of Iowa. Urban Affairs Review, 56(4), 1293–1315. https://doi.org/10.1177/1078087419843189Google Scholar
Iorio, A. (2022). Brokers in Disguise: The Joint Effect of Actual Brokerage and Socially Perceived Brokerage on Network Advantage. Administrative Science Quarterly. https://doi.org/10.1177/00018392221092242Google Scholar
Jepperson, R., & Meyer, J. W. (2011). Multiple Levels of Analysis and the Limitations of Methodological Individualisms. Sociological Theory, 29(1), 54–73. https://doi.org/10.1111/j.1467-9558.2010.01387.xGoogle Scholar
Jokisaari, M., & Vuori, J. (2009). The Role of Reference Groups and Network Position in the Timing of Employment Service Adoption. Journal of Public Administration Research and Theory, 20(1), 137–156. https://doi.org/10.1093/jopart/mun039Google Scholar
Kammerer, M., & Namhata, C. (2018). What Drives the Adoption of Climate Change Mitigation Policy? A Dynamic Network Approach to Policy Diffusion. Policy Sciences, 51(4), 477–513. https://doi.org/10.1007/s11077-018-9332-6CrossRefGoogle Scholar
Kapucu, N. (2006). Interagency Communication Networks During Emergencies: Boundary Spanners in Multiagency Coordination. The American Review of Public Administration, 36(2), 207–225. https://doi.org/10.1177/0275074005280605CrossRefGoogle Scholar
Kapucu, N., & Garayev, V. (2016). Structure and Network Performance: Horizontal and Vertical Networks in Emergency Management. Administration & Society, 48(8), 931–961. https://doi.org/10.1177/0095399714541270Google Scholar
Kapucu, N., & Hu, Q. (2020). Network Governance: Theories, Frameworks, and Applications. New York: Routledge.CrossRefGoogle Scholar
Kapucu, N., Hu, Q., & Khosa, S. (2017). The State of Network Research in Public Administration. Administration & Society, 49(8), 1087–1120. https://doi.org/10.1177/0095399714555752Google Scholar
Kilduff, M., & Brass, D. J. (2010). Organizational Social Network Research: Core Ideas and Key Debates. The Academy of Management Annals, 4(1), 317–357. https://doi.org/10.1080/19416520.2010.494827CrossRefGoogle Scholar
Kilduff, M., & Krackhardt, D. (1994). Bringing the Individual Back in: A Structural Analysis of the Internal Market for Reputation in Organizations. Academy of Management Journal, 37(1), 87–108. https://doi.org/10.2307/256771Google Scholar
Kilduff, M., & Krackhardt, D. (2008). Interpersonal Networks in Organizations: Cognition, Personality, Dynamics, and Culture. Cambridge: Cambridge University Press.Google Scholar
Killworth, P., & Bernard, H. (1976). Informant Accuracy in Social Network Data. Human Organization, 35(3), 269–286.Google Scholar
Klaster, E., Wilderom, C. P. M., & Muntslag, D. R. (2017). Balancing Relations and Results in Regional Networks of Public-Policy Implementation. Journal of Public Administration Research and Theory, 27(4), 676–691. https://doi.org/10.1093/jopart/mux015Google Scholar
Klein, K. J., & Kozlowski, S. W. (2000). Multilevel Theory, Research, and Methods in Organizations: Foundations, Extensions, and New Directions. San Francisco: Jossey-Bass.Google Scholar
Koliba, C., Meek, J. W., & Zia, A. (2011). Governance Networks in Public Administration and Public Policy. Boca Raton: CRC Press.Google Scholar
Koliba, C., Wiltshire, S., Scheinert, S. et al. (2017). The Critical Role of Information Sharing to the Value Proposition of a Food Systems Network. Public Management Review, 19(3), 284–304. https://doi.org/10.1080/14719037.2016.1209235Google Scholar
Koskinen, J., & Snijders, T. A. (2022). Multilevel Longitudinal Analysis of Social Networks. arXiv preprint arXiv:2201.12713.Google Scholar
Krackhardt, D. (1988). Predicting With Networks: Nonparametric Multiple Regression Analysis of Dyadic Data. Social Networks, 10, 359–381.Google Scholar
Krackhardt, D. (1990). Assessing the Political Landscape: Structure, Cognition, and Power in Organizations. Administrative Science Quarterly, 35(2), 342–369.Google Scholar
Krackhardt, D. (1994). Graph Theoretical Dimensions of Informal Organizations. In Carley, K. & Prietula, M. (Eds.), Computational Organizational Theory (pp. 89–111). Hillsdale, NJ: Lawrence Erlbaum Associates.Google Scholar
Krackhardt, D. (2003). Constraints on the Interactive Organization as an Ideal Type. In Cross, R., Parker, A., & Sasson, L. (Eds.), Networks in the Knowledge Economy. Oxford University Press, Oxford (pp. 324–335). New York: Oxford University Press.Google Scholar
Krackhardt, D. (2010). Social Networks. In Levine, J. M. & Hogg, M. A. (Eds.), Encyclopedia of Group Processes and Intergroup Relations (pp. 817–821). Los Angeles, CA: SAGE.Google Scholar
Krackhardt, D., & Brass, D. J. (1994). Intraorganizational Networks: The Micro Side. In Wasserman, S. & Galaskiewicz, J. (Eds.), Advances in Social Network Analysis: Research in the Social and Behavioral Sciences. Thousand Oaks, CA: SAGE.Google Scholar
Krackhardt, D., & Kilduff, M. (1999). Whether Closer or Far: Social Distance Effects on Perceived Balance in Friendship Networks. Journal of Personality and Social Psychology, 76(5), 770–782.Google Scholar
Krackhardt, D., & Stern, R. N. (1988). Informal Networks and Organizational Crises: An Experimental Simulation. Social Psychology Quarterly, 51(2), 123–140. https://doi.org/10.2307/2786835Google Scholar
Lazega, E. (2001). The Collegial Phenomenon: The Social Mechanisms of Cooperation Among Peers in a Corporate Law Partnership. Oxford: Oxford University Press.Google Scholar
Lazega, E., & Krackhardt, D. (2000). Spreading and Shifting Costs of Lateral Control Among Peers: A Structural Analysis at the Individual Level. Quality & Quantity, 34, 153–175. https://doi.org/10.1023/A:1004759418226Google Scholar
Lazega, E., & Snijders, T. A. (2015). Multilevel Network Analysis for the Social Sciences: Theory, Methods and Applications (Vol. 12). New York: Springer.Google Scholar
Lee, J., Rethemeyer, R. K., & Park, H. H. (2018).How Does Policy Funding Context Matter to Networks? Resource Dependence, Advocacy Mobilization, and Network Structures. Journal of Public Administration Research and Theory, 28(3), 388–405. https://doi.org/10.1093/jopart/muy016Google Scholar
Lee, Y. (2011). Economic Development Networks Among Local Governments. International Review of Public Administration, 16(1), 113–134. https://doi.org/10.1080/12264431.2011.10805188Google Scholar
Lee, Jooho. (2013). Exploring the role of knowledge networks in perceived e-government: A comparative case study of two local governments in Korea. The American Review of Public Administration, 43(1), 89–108.Google Scholar
Leenders, R. T. A. J. (2002). Modeling Social Influence Through Network Autocorrelation: Constructing the Weight Matrix. Social Networks, 24(1), 21–47.Google Scholar
LeRoux, K., & Carr, J. B. (2010). Prospects for Centralizing Services in an Urban County: Evidence from Eight Self‐Organized Networks of Local Public Services. Journal of Urban Affairs, 32(4), 449–470. https://doi.org/10.1111/j.1467-9906.2010.00512.xCrossRefGoogle Scholar
Light, R., & Moody, J. (2020). Network Basics: Points, Lines, and Positions. In Light, R. & Moody, J. (Eds.), The Oxford Handbook of Social Networks (pp. 17–33). New York: Oxford University Press.Google Scholar
Lusher, D., Koskinen, J., & Robins, G. (2013). Exponential Random Graph Models for Social Networks: Theory, Methods, and Applications. New York: Cambridge University Press.Google Scholar
Marcum, C. S., Bevc, C. A., & Butts, C. T. (2012). Mechanisms of Control in Emergent Interorganizational Networks. Policy Studies Journal, 40(3), 516–546. https://doi.org/10.1111/j.1541-0072.2012.00463.xGoogle Scholar
Markovic, J. (2017). Contingencies and Organizing Principles in Public Networks. Public Management Review, 19(3), 361–380. https://doi.org/10.1080/14719037.2016.1209237Google Scholar
Maroulis, S. (2017). The Role of Social Network Structure in Street-Level Innovation. The American Review of Public Administration, 47(4), 419–430. https://doi.org/10.1177/0275074015611745CrossRefGoogle Scholar
Mayhew, B. H. (1980). Structuralism Versus Individualism: Part 1, Shadowboxing in the Dark*. Social Forces, 59(2), 335–375. https://doi.org/10.1093/sf/59.2.335Google Scholar
Medina, A., Siciliano, M. D., Hu, Q., & Wang, W. (2021). Network Effects Research: A Systematic Review of Theoretical Mechanisms and Measures. (Working Paper).Google Scholar
Moher, D., Liberati, A., Tetzlaff, J., & Altman, D. G. (2009). Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement. Annals of Internal Medicine, 151(4), 264–269.Google Scholar
Monge, P. R., & Contractor, N. S. (2003). Theories of Communication Networks. New York: Oxford University Press.Google Scholar
Mosley, J. E., & Jarpe, M. (2019). How Structural Variations in Collaborative Governance Networks Influence Advocacy Involvement and Outcomes. Public Administration Review, 79(5), 629–640. https://doi.org/10.1111/puar.13037Google Scholar
Nisar, M. A., & Maroulis, S. (2017). Foundations of Relating: Theory and Evidence on the Formation of Street-Level Bureaucrats’ Workplace Networks. Public Administration Review, 77(6), 829–839. https://doi.org/10.1111/puar.12719Google Scholar
North, D. C. (1991). Institutions. Journal of Economic Perspectives, 5(1), 97–112. https://doi.org/10.1257/jep.5.1.97Google Scholar
Nowell, B. (2009). Out of Sync and Unaware? Exploring the Effects of Problem Frame Alignment and Discordance in Community Collaboratives. Journal of Public Administration Research and Theory, 20(1), 91–116. https://doi.org/10.1093/jopart/mup006Google Scholar
Nowell, B., & Kenis, P. (2019). Purpose-Oriented Networks: The Architecture of Complexity. Perspectives on Public Management and Governance, 2(3), 169–173. https://doi.org/10.1093/ppmgov/gvz012Google Scholar
Nowell, B., & Milward, B. H. (2022). Apples to Apples: A Taxonomy of Networks in Public Management and Policy. Cambridge: Cambridge University Press. https://doi.org/10.1017/9781108987646CrossRefGoogle Scholar
Nowell, B., Steelman, T., Velez, A.-L. K., & Yang, Z. (2018). The Structure of Effective Governance of Disaster Response Networks: Insights From the Field. The American Review of Public Administration, 48(7), 699–715. https://doi.org/10.1177/0275074017724225Google Scholar
Ofem, B., Arya, B., & Borgatti, S. P. (2018). The Drivers of Collaborative Success Between Rural Economic Development Organizations. Nonprofit and Voluntary Sector Quarterly, 47(6), 1113–1134. https://doi.org/10.1177/0899764018783084Google Scholar
Ostrom, E. (2009). A General Framework for Analyzing Sustainability of Social-Ecological Systems. Science, 325(5939), 419–422. https://doi.org/10.1126/science.1172133Google Scholar
Parsons, B. M. (2020). The Effects of Risk, Beliefs, and Trust in Education Policy Networks: The Case of Autism and Special Education. Policy Studies Journal, 48(1), 38–63. https://doi.org/10.1111/psj.12246Google Scholar
Payne, G. T., Moore, C. B., Griffis, S. E., & Autry, C. W. (2011). Multilevel Challenges and Opportunities in Social Capital Research. Journal of Management, 37(2), 491–520.Google Scholar
Perry, B. L., Pescosolido, B. A., & Borgatti, S. P. (2018). Egocentric Network Analysis: Foundations, Methods, and Models. Cambridge: Cambridge University Press.Google Scholar
Pfeffer, J., & Sutton, R. I. (2000). The Knowing-Doing Gap: How Smart Companies Turn Knowledge Into Action. Boston, MA: Harvard Business School Press.Google Scholar
Provan, K. G., & Milward, B. H. (1995). A Preliminary Theory of Interorganizational Network Effectiveness: A Comparative Study of Four Community Mental Health Systems. Administrative Science Quarterly, 40(1), 1–33.Google Scholar
Provan, K. G., & Milward, H. B. (2001). Do Networks Really Work? A Framework for Evaluating Public-Sector Organizational Networks. Public Administration Review, 61(4), 414–423. https://doi.org/10.1111/0033-3352.00045Google Scholar
Provan, K. G., Huang, K., & Milward, B. H. (2009). The Evolution of Structural Embeddedness and Organizational Social Outcomes in a Centrally Governed Health and Human Services Network. Journal of Public Administration Research and Theory, 19(4), 873–893.Google Scholar
Provan, K. G., Beagles, J. E., Mercken, L., & Leischow, S. J. (2013). Awareness of Evidence-Based Practices by Organizations in a Publicly Funded Smoking Cessation Network. Journal of Public Administration Research and Theory, 23(1), 133–153. https://doi.org/10.1093/jopart/mus011Google Scholar
Putnam, R. D. (1995). Bowling Alone: America’s Declining Social Capital. Journal of Democracy, 6(1), 65–78.Google Scholar
Raab, J., & Milward, H. B. (2003). Dark Networks as Problems. J Public Adm Res Theory, 13(4), 413–439. https://doi.org/10.1093/jopart/mug029Google Scholar
Raab, J., Mannak, R. S., & Cambré, B. (2015). Combining Structure, Governance, and Context: A Configurational Approach to Network Effectiveness. Journal of Public Administration Research and Theory, 25(2), 479–511. https://doi.org/10.1093/jopart/mut039Google Scholar
Ripley, R. M., Snijders, T. A. B., Boda, Z., Vörös, A., & Preciado, P. (2022). Manual for SIENA version 4.0 (version April 28, 2022). Oxford: University of Oxford.Google Scholar
Robins, G. (2015). Doing Social Network Research: Network-Based Research Design for Social Scientists. Thousand Oaks: SAGE.Google Scholar
Robins, G., Pattison, P., & Wasserman, S. (1999). Logit Models and Logistic Regressions for Social Networks: III. Valued Relations. Psychometrika, 64(3), 371–394.Google Scholar
Robins, G., Pattison, P., & Woolcock, J. (2005). Small and Other Worlds: Global Network Structures from Local Processes. American Journal of Sociology, 110(4), 894–936. https://doi.org/10.1086/427322Google Scholar
Sandström, A., & Carlsson, L. (2008). The Performance of Policy Networks: The Relation between Network Structure and Network Performance. Policy Studies Journal, 36(4), 497–524. https://doi.org/10.1111/j.1541-0072.2008.00281.xGoogle Scholar
Sarkar, A., Fienberg, S. E., & Krackhardt, D. (2010). Predicting Profitability Using Advice Branch Bank Networks. Statistical Methodology, 7, 429–444.Google Scholar
Schalk, J., Torenvlied, R., & Allen, J. (2009). Network Embeddedness and Public Agency Performance: The Strength of Strong Ties in Dutch Higher Education. Journal of Public Administration Research and Theory, 20(3), 629–653. https://doi.org/10.1093/jopart/mup018Google Scholar
Schelling, T. C. (1971). Dynamic Models of Segregation. Journal of Mathematical Sociology, 1(2), 143–186.Google Scholar
Scott, T. A., & Thomas, C. W. (2017). Winners and Losers in the Ecology of Games: Network Position, Connectivity, and the Benefits of Collaborative Governance Regimes. Journal of Public Administration Research and Theory, 27(4), 647–660.Google Scholar
Shrestha, M. K. (2013). Internal versus External Social Capital and the Success of Community Initiatives: A Case of Self-Organizing Collaborative Governance in Nepal. Public Administration Review, 73(1), 154–164. https://doi.org/10.1111/j.1540-6210.2012.02622.xGoogle Scholar
Shrestha, M. K. (2018). Network Structure, Strength of Relationships, and Communities’ Success in Project Implementation. Public Administration Review, 78(2), 284–294. https://doi.org/10.1111/puar.12787Google Scholar
Siciliano, M. D. (2015a). Advice Networks in Public Organizations: The Role of Structure, Internal Competition, and Individual Attributes. Public Administration Review, 75(4), 548–559. https://doi.org/10.1111/puar.12362Google Scholar
Siciliano, M. D. (2015b). Professional Networks and Street-Level Performance: How Public School Teachers’ Advice Networks Influence Student Performance. The American Review of Public Administration, 47(1), 79–101. https://doi.org/10.1177/0275074015577110CrossRefGoogle Scholar
Siciliano, M. D. (2017). Ignoring the Experts: Networks and Organizational Learning in the Public Sector. Journal of Public Administration Research and Theory, 27(1), 104–119. https://doi.org/10.1093/jopart/muw052Google Scholar
Siciliano, M. D., & Thompson, J. R. (2015). If You Are Committed, Then so Am I: The Role of Social Networks and Social Influence on Organizational Commitment. Administration & Society, 50(7), 916–946. https://doi.org/10.1177/0095399715617987Google Scholar
Siciliano, M. D., & Whetsell, T. A. (2021). Strategies of Network Intervention: A Pragmatic Approach to Policy Implementation and Public Problem Resolution through Network Science. arXiv preprint arXiv:2109.08197 [cs.SI]. https://arxiv.org/abs/2109.08197Google Scholar
Siciliano, M. D., & Wukich, C. (2017). Network Formation During Disasters: Exploring Micro-Level Interorganizational Processes and the Role of National Capacity. International Journal of Public Administration, 40(6), 490–503. https://doi.org/10.1080/01900692.2016.1140200Google Scholar
Siciliano, M. D., Carr, J. B., & Hugg, V. G. (2021). Analyzing the Effectiveness of Networks for Addressing Public Problems: Evidence from a Longitudinal Study. Public Administration Review, 81(5), 895–910. https://doi.org/10.1111/puar.13336Google Scholar
Siciliano, M. D., Wang, W., & Medina, A. (2021). Mechanisms of Network Formation in the Public Sector: A Systematic Review of the Literature. Perspectives on Public Management and Governance, 4(1), 63–81. https://doi.org/10.1093/ppmgov/gvaa017Google Scholar
Siciliano, M. D., Yenigun, D., & Ertan, G. (2012). Estimating Network Structure Via Random Sampling: Cognitive Social Structures and the Adaptive Threshold Method. Social Networks, 34(4), 585–600. http://dx.doi.org/10.1016/j.socnet.2012.06.004Google Scholar
Snijders, T. A. B. (2017). Stochastic Actor-Oriented Models for Network Dynamics. Annual Review of Statistics and Its Application, 4(1), 343–363. https://doi.org/10.1146/annurev-statistics-060116-054035Google Scholar
Snijders, T. A. B., & Steglich, C. E. G. (2015). Representing Micro–Macro Linkages by Actor-based Dynamic Network Models. Sociological Methods & Research, 44(2), 222–271. https://doi.org/10.1177/0049124113494573Google Scholar
Tasselli, S., Kilduff, M., & Menges, J. I. (2015). The Microfoundations of Organizational Social Networks: A Review and an Agenda for Future Research. Journal of Management, 41(5), 1361–1387. https://doi.org/10.1177/0149206315573996Google Scholar
Thurmaier, K., & Wood, C. (2002). Interlocal Agreements as Overlapping Social Networks: Picket–Fence Regionalism in Metropolitan Kansas City. Public Administration Review, 62(5), 585–598. https://doi.org/10.1111/1540-6210.00239Google Scholar
Turrini, A., Cristofoli, D., Frosini, F., & Nasi, G. (2010). Networking Literature About Determinants of Network Effectiveness. Public Administration, 88(2), 528–550. https://doi.org/10.1111/j.1467-9299.2009.01791.xGoogle Scholar
Uzzi, B., & Spiro, J. (2005). Collaboration and Creativity: The Small World Problem. American Journal of Sociology, 111(2), 447–504.Google Scholar
Valente, T. W. (2012). Network Interventions. Science, 337(6090), 49–53. https://doi.org/10.1126/science.1217330Google Scholar
Varda, D. M. (2011). A Network Perspective on State-Society Synergy to Increase Community-Level Social Capital. Nonprofit and Voluntary Sector Quarterly, 40(5), 896–923. https://doi.org/10.1177/0899764010378171CrossRefGoogle Scholar
Wang, C., Lizardo, O., & Hachen, D. S. (2021). Using Big Data to Examine the Effect of Urbanism on Social Networks. Journal of Urban Affairs, 43(1), 40–56. https://doi.org/10.1080/07352166.2018.1550350Google Scholar
Wang, P., Robins, G., Pattison, P., & Lazega, E. (2013). Exponential Random Graph Models for Multilevel Networks. Social Networks, 35(1), 96–115. https://doi.org/10.1016/j.socnet.2013.01.004Google Scholar
Wang, P., Robins, G., Pattison, P., & Lazega, E. (2016). Social Selection Models for Multilevel Networks. Social Networks, 44, 346–362. https://doi.org/10.1016/j.socnet.2014.12.003Google Scholar
Wang, W. (2016). Exploring the Determinants of Network Effectiveness: The Case of Neighborhood Governance Networks in Beijing. Journal of Public Administration Research and Theory, 26(2), 375–388. https://doi.org/10.1093/jopart/muv017Google Scholar
Wasserman, S., & Pattison, P. (1996). Logit Models and Logistic Regressions for Social Networks: I. An Introduction to Markov Graphs and p*. Psychometrika, 61(3), 401–425.Google Scholar
Wellman, B., & Berkowitz, S. D. (Eds.). (1988). Social Structures: A Network Approach. Cambridge: Cambridge University Press.Google Scholar
Whetsell, T. A., Siciliano, M. D., Witkowski, K. G. K., & Leiblein, M. J. (2020). Government as Network Catalyst: Accelerating Self-Organization in a Strategic Industry. Journal of Public Administration Research and Theory, 30(3), 448–464. https://doi.org/10.1093/jopart/muaa002Google Scholar
Yi, H. (2018). Network Structure and Governance Performance: What Makes a Difference? Public Administration Review, 78(2), 195–205. https://doi.org/10.1111/puar.12886Google Scholar
Yi, H., Berry, F. S., & Chen, W. (2018). Management Innovation and Policy Diffusion through Leadership Transfer Networks: An Agent Network Diffusion Model. Journal of Public Administration Research and Theory, 28(4), 457–474. https://doi.org/10.1093/jopart/muy031Google Scholar
Ylikoski, P. (2016). Thinking with the Coleman Boat. The IAS Working Paper Series. Linkoping UniversityGoogle Scholar
Zappa, P., & Lomi, A. (2015). The Analysis of Multilevel Networks in Organizations: Models and Empirical Tests. Organizational Research Methods, 18(3), 542–569. https://doi.org/10.1177/1094428115579225Google Scholar
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