Abstract
A large sample (initially 33,000 cases representing a ten percent trial) of university alumni giving records for a large public university in the southwestern United States are analyzed by Formal Concept Analysis (FCA). This likely represents the initially attempt to perform analysis of such data by means of a machine learing technique. The variables employed include the gift amount to the university foundation (UF) as well as traditional demographic variables such as year of graduation, gender, ethnicity, marital status, etc. The UF serves as one of the institution’s non-profit, fund-raising organizations. It pursues substantial gifts that are designated for the educational or leadership programs of the giver’s choice. Although they process gifts of all sizes, the UF focus is on major gifts and endowments.
The Association Analysis (AA) of the given dataset is a two-step process. In the first step, the data items that ae frequently appear together (i.e. concepts) are systematically identified and in the second step, each concept is converted into a set of rules called association rules. The hypothesis examined in this paper is that the generosity of alumni toward his/her alma mater can be predicted using association rules obtained by applying the FCA approach.
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References
Brown, D. W., (2004) “What Research Tells Us about Planned Giving,” International Journal of Nonprofit and Voluntary Sector Marketing, 9(1): 86–95.
Clotfelter, C.T. (2001) “Who Are the Alumni Donors? Giving by Two Generations of Alumni from Selective Colleges,” Nonprofit Management & Leadership, 2(2): 119–138.
Deogun, J. S., J. S. Raghavan H. and Sever (1998) “Association Mining and Formal Concept Analysis, Proceedings of the Joint Conference in Information Science, 335–338.
Drye, T., G. Wetherill and Pinnock, A. (2001) “Donor Survival Analysis: An Alternative Perspective on Lifecycle Modelling,” Internatinal Journal of Nonprofit and Voluntary Sector Marketing, 6(4): 325–334.
Ganter, B. and R. Wille (1999), Formal Concept Analysis: Mathematical Foundations, Berlin: Springer-Verlag.
Han, J. and M. Kamber (2005) Data mining, Concepts and Techniques, Morgan Kaufmann Publishers, 2nd Edition.
Johnson, M.S. and Garbarino, E. (2001) “Customers of Performing Arts Organizations: Are Subscribers Different from Nonsubscribers?” International Journal of Nonprofit and Voluntary Sector Marketing, 6(1): 61–77.
Key, J. (2001) “Enhancing Fundraising Success with Custom Data Modeling,” International Journal of Nonprofit and Voluntary Sector Marketing, 6(4): 335–346.
Lindahl, W.E. and Winship, C. (1992) “Predictive Models for Raising and Major Gift Fundraising,” Nonprofit Management & Leadership, 3(1): 43–64.
Shelley, L. and Polonsky, M.J. (2002) “Do Charitable Causes Need to Segment Their Current Donor Base on Demographic Factors?: An Australian Examination,” International Journal of Nonprofit and Voluntary Sector Marketing, 7(1): 19–29.
Todd, S. and Lawson, R. (2001) “Lifestyle Segmentation and Museum/Gallery Visiting Behaviour,” International Journal of Nonprofit and Voluntary Sector Marketing, 6(4): 269–277.
Wille, R. (1982) “Restructuring Lattice Theory: An Approach Based on Hierarchies of Concepts,” in: Ordered Sets, I. Rivali, ed., Reidel Dordecht Publisher, Boston, 1982, 445–470.
Willemain, T. R., A. Goyal, M. van Deven and Thukral, I.S. (1994) “Alumni Giving: The Influences of Reunion, Class and Year,” Research in Higher Education, 35: 609–629
Wymer, W.W. Jr. (2003) “Differentiating Literacy Volunteers: A Segmentation Analysis for Target Marketing,” International Journal of Nonprofit and Voluntary Sector Marketing, 8(3): 267–285.
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© 2007 Springer-Verlag London Limited
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Hashemi, R.R., Le Blanc, L.A., Bahar, M., Traywick, B. (2007). Association Analysis of Alumni Giving: A Formal Concept Analysis. In: Akhgar, B. (eds) ICCS 2007. Springer, London. https://doi.org/10.1007/978-1-84628-992-7_25
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DOI: https://doi.org/10.1007/978-1-84628-992-7_25
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