1 - Abstract

Alumni fundraising is an integral component of universities providing thorough support for their students. While it may seem that rising tuition costs should cover the bulk of university expenses, state and federal funding has simltaenous decreased in recent years. Thus, alumni fundraising has become a necessary component of university revenue streams.

The objective is this report is to determine which features/characteristics of alumni are associated with high rates of giving (either raw amount or frequency).

The types of methods we employ are ……

The summary of the results are….

2 - Introduction

Universities at the undergraduate and graduate levels are in a bidding war for the world’s top talent. To attact the best talent, universities must invest in themselves and the packages they are able to advertise to students. In addition to world-leading researchers that teach rigorous and interesting coursework, universities also aim to provide top-quality equipment, facilities, and professional connections to their students.

Alumni fundraising is one source of for these services, and while in an ideal world all alumni would feel inclined to give back to the educational institutions, the reality is that only a small percentage of all alumni donate to their alma maters. Thus, identifying key features of this population of donors will allow university personnel to more efficiently identify those who are more likely to donate. In turn, best practices can be revised and more targeted fundraising campaigns can be implemented.

3 - Goals of Project

4 - Literature Review

5 - Features of Data and Data Wrangling

CAE.Constituency Age Gender Marital.Status Volunteer Volunteer.Jobs..This.FY. Volunteer.Jobs..Lifetime. Total.Events.Attended Last.Event.Date Major.Giving.Capacity.Value Engagement.Score Recognized.Giving..Lifetime. Recognized.Giving..5.Year. Recognition.Giving..12.Months. Years.Giving.Last.5 Recognized.Giving.First.Gift.Date Recognized.Giving.First.Gift.Amt Recognized.Giving.Last.Gift.Date Recognized.Giving.Last.Gift.Amt Recognized.Giving.Largest.Gift.Date Recognized.Giving.Largest.Gift.Amt Faculty Staff Current.Employer Job.Title Degree.Type College Year.Graduated Date.Graduated Division Department Subdepartment Alumni.Club.Region Development.Region Primary.City Primary.County Primary.State Primary.Postcode Primary.Country Primary.Address.Type
Alumni Undergraduate Degree 41 Male Unknown NA NA NA NA 0 0.00 NA NA NA 0 NA NA NA NA NA NA Bachelor of Science Roosevelt College 2002 37421 Social Sciences Institute for Cognitive Science CG29-Cognitive Science w/ Neuroscience Los Angeles LA County San Dimas Los Angeles CA 91773-3732 UNITED STATES Home
Alumni Undergraduate Degree 59 Male Unknown True 0 1 1 41382 0 4.77 1500 300 100 3 34333 100 44191 100 34333 100 Panasas Director of Industry Solutions Bachelor of Science Revelle College 1984 30849 Jacobs School of Engineering Mechanical and Aerospace Engineering AM32-Engineering (Chemical Engin) Bay Area Bay Area - East Fremont Alameda CA 94539-4779 UNITED STATES Home
Alumni Undergraduate Degree 65 Female Married NA NA NA NA 259908 0.00 730 NA NA 0 34334 30 37844 360 37844 360 Deloitte LLP Certified Public Accountant Bachelor of Arts Muir College 1978 28658 Social Sciences Psychology PC26-Psychology Los Angeles LA County Los Angeles Los Angeles CA 90045-1214 UNITED STATES Home
Alumni Undergraduate Degree 57 Male Single NA NA NA NA 0 0.73 NA NA NA 0 NA NA NA NA NA NA Bachelor of Arts Warren College 1988 32389 Arts & Humanities Literature LT33-Spanish Literature Unknown Unknown

6 - Exploratory Data Analysis

7 - Modeling

8 - Results

9 - Discussions

10 - References

11 - Appendix: R Code