Data Collection
A discussion of network data collection, with an emphasis on surveys. I recommend skimming the "BKS informant accuracy research stream" in the Additional Readings section below. It may not win a Nobel prize, but it is a decent example of how science works. We also discuss key elements of research design, such as the choice between a whole network design and a personal network design.
Topics
Personal network surveys
Designing full network surveys
Providing value to respondents
Ethical issues
The construction of a dataset
Slides in Class
Research design & data collection [pdf]
Related Slides
Feb 2 G&T slides
27 Jan slides
Handouts
Readings
Borgatti, S.P. and Molina, J-L. 2003. Ethical and strategic issues in organizational network analysis. Journal of Applied Behavioral Science. 39(3): 337-350. [pdf]
Borgatti, S.P. and Molina, J.L. 2005. Toward ethical guidelines for network research in organizations. Social Networks. 27(2): 107-117 [pdf]
Marsden, P.V. 1990. Network data and measurement. Annual Review of Sociology16:435-63. [pdf link]
Freeman, L.C., Romney, A.K., & Freeman, S. 1987. Cognitive structure and informant accuracy. American Anthropologist 89:310-325 [^pdf]
Krackhardt, D. 1987. Cognitive social structures. Social Networks 9:109-134 [pdf]
Uzzi, 1996. The sources and consequences of embeddedness... American Sociological Review. [pdf] (skim this for the ethnographic parts)
Additional Readings
Missing Data
Borgatti, S.P., Carley, K., and Krackhardt, D. 2006. Robustness of Centrality Measures under Conditions of Imperfect Data. Social Networks 28: 124–136. [pdf]
Gueorgi Kossinets, Effects of missing data in social networks, Social Networks Volume 28, Issue 3, , July 2006, Pages 247-268.[^pdf]
Ward, M.D., Hoff, P.D., and Lofdahl, C.L. (2003) "Identifying International Networks: Latent Spaces and Imputation," in Dynamic Social Network Modeling and Analysis: Workshop Summary and Papers , 345-359, Ronald Breiger, Kathleen Carley, and Philippa Pattison, eds., Washington, D.C., The National Academies Press. [pdf]
BKS Informant Accuracy stream
Killworth, Peter D. & Russell Bernard (1976) Informant accuracy in social network data. Human Organization, 35 : 269-286.
Bernard, H. R. &.D. Killworth (1977) Informant accuracy in social network data II. Human Communications Research, 4 : 3-18.
Killworth, Peter D. & Russell Bernard (1979) Informant accuracy in social network data III: A comparison of triadic structure in behavioural and cognitive data. Social Networks, 2 : 10-46.
Bernard, H. R., D. Killworth, & L. Sailer (1980) Informant accuracy in social network data IV: A comparison of clique-level structure in behavioral and cognitive network data. Social Networks, 2 : 191-218.
"A Note on Inferences Regarding Network Subgroups." Ronald S. Burt and Wm M. Bittner; Social Networks, 1981, 3(1), pp. 71-88. [pdf]
Bernard, H.R., Killworth, P. & Sailer, L. 1981. Summary of research on informant accuracy in network data, and on the reverse small world problem. Connections 4(2):11-25 [pdf of whole issue]
Romney and Faust, 1982. A.K. Romney and K. Faust , Predicting the structure of a communications network from recalled data. Social Networks 4 (1982), pp. 285–304. [pdf
Bernard, H. R., D. Killworth, & L. Sailer (1982) Informant accuracy in social network data V: An experimental attempt to predict actual communication from recall data. Social Science Research, 11 : 30-66.
Romney, A. Kimball and Susan Weller. 1984. Predicting informant accuracy from patterns of recall among individuals. Social Networks, 6:59 77.
Bernard, H. R., D. Killworth, D. Kronenfeld & L. Sailer (1985) On the validity of retrospective data: The problem of informant accuracy. Annual Review of Anthropology, 13: 495-517. Palo Alto : Stanford University Press
Cognitive Social Structures
Krackhardt, D. 1987. Cognitive social structures. Social Networks 9:109-134 [pdf]
Kilduff, Martin, and David Krackhardt 1994 * "Bringing the Individual Back In: A Structural Analysis of the Internal Market for Reputation in Organizations." Academy of Management Journal, 37: 87-108. [pdf]
Ece Kumbasar; A. Kimball Romney; William H. Batchelder The American Journal of Sociology, Vol. 100, No. 2. (Sep., 1994), pp. 477-505 [^pdf]
J.C. Johnson and M.K. Orbach. "Perceiving the Political Landscape: Ego Biases in Cognitive Political Networks". Social Networks 24 (2002) 291-310.
Sampling
Frank, O. (2005). Network sampling and model fitting. In P. J.Carrington, J. Scott, & S. Wasserman (Eds.), Models and methodsin social network analysis (pp. 31–56) New York: CambridgeUniversity Press.
Additional
Bernard, H. R., E.C. Johnsen, P.D. Killworth, C. McCarty, G.A. Shelley, & S. Robinson (1990) Comparing four different methods for measuring personal social networks. Social Networks, 12 : 179-216.
Brewer and Webster. 1999. Forgetting of friends and its effects on measuring friendship networks. Social Networks 21: 361-373.
DeSoto, Clinton B. 1960 "Learning a social structure." Journal of Abnormal and Social Psychology, 60: 417 421.
Lauman, Edward 0., Peter V. Marsden, and David Prensky 1983 "The boundary specification problem in network analysis." In Ronald S. Burt and Michael J. Miner (eds.), Applied Network Analysis: A Methodological Introduction: 18 34. Beverly Hills, CA: Sage. [google preview]
Peter V. Marsden, “Recent Developments in Network Measurement,” in P.J. Carrington, J. Scott, and S. Wasserman (eds.), Models and Methods in Social Network Analysis (Cambridge University Press, 2005), 8-30.
Shweder, R.A. and R.G. D'Andrade. 1980. "The systematic distortion hypothesis." New Directions for Methodology of Social and Behavioral Science 4: 37-58 [pdf]
Examples
Pp. 627-42 of Daniel A. McFarland, “Student Resistance: How the Formal and Informal Organization of Classrooms Facilitate Everyday Forms of Student Defiance.” American Journal of Sociology 107 (2001): 612-78.; much of the rest of the article is studied in Part VII of the course.
Esp. pp. 51-53 in Rob Cross, Wayne Baker, and Andrew Parker, “What Creates Energy in Organizations?” MIT Sloan Management Review 44 (Summer 2003): 51-56.
Mario Diani, pp. 175-85 of “Network Analysis,” in Bert Klandermans and Suzanne Staggenborg (eds.), Methods of Social Movement Research (University of Minnesota Press, 2002, pp. 173-200).
Elisabeth S. Clemens and Martin D. Hughes, pp. 209-14 of “Recovering Past Protest: Historical Research on Social Movements,” Klandermans & Staggenborg (ibid., pp. 201-30).
Paul Lichterman, pp. 138-39 of “Seeing Structure Happen: Theory-Driven Participant Observation,” in Klandermans & Staggenborg (ibid., pp. 118-45).
Esp. pp. 311-20 in Katherine Faust, B. Entwisle, R.R. Rindfuss, S.J. Walsh, & Y. Sawangdee, “Spatial Arrangement of Social and Economic Networks Among Villages in Nang Rong District, Thailand,” Social Networks 21(1999): 311-37.