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Leveraging Data Visualization to Enhance Benchmarking Reports
John Stanley, Director of Institutional Research Christi Palacat, Undergraduate Research Assistant University of Hawai’i – West O’ahu CAIR Conference XLIII ● November 14 – 16, 2018, Anaheim, CA
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What is benchmarking? Benchmarking compares an institution’s organizational activities and key performance indicators with those of other institutions in order to provide context and gauge outcomes. Typically includes a combination of data collection, statistical analysis, and subjective judgment.
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Benchmarking requirements
Standard 2, CFR 2.10 “The institution disaggregates data according to racial, ethnic, gender, age, economic status, disability, and other categories, as appropriate. The institution benchmarks its retention and graduation rates against its own aspirations as well as the rates of peer institutions.” Standard 4, CFR 4.6 The institution periodically engages its multiple constituencies, including the governing board, faculty, staff, and others, in institutional reflection and planning processes that are based on the examination of data and evidence. These processes assess the institution’s strategic position, articulate priorities, examine the alignment of its purposes, core functions, and resources, and define the future direction of the institution.
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Trends in the use of benchmarking
Key performance indicators (KPIs) used increasingly in college rankings, accreditation reports, national accountability systems, and state-support funding formulas for public colleges. Proliferation of public databases designed to increase transparency and report school performance (i.e., IPEDS, College Scorecard, Voluntary System of Accountability, The Equality of Opportunity Project).
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Examples of benchmarking data sources
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IPEDS Data Feedback Report & College Scorecard
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Benchmarking attempts to answer the following questions
How well are we doing compared to others? How good do we want to be? Who is doing it the best (i.e., value added)? How do they do it? How can we adapt what they do to our institution? How can we be better than the best?
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Who are your peer institutions?
Peer – similar role, scope, mission “The success or failure of inter-institutional comparisons hinges upon the process of selecting peer institutions. This can be one of the most political processes with which the institutional researcher will have to deal”. (Teeter and Brinkman in The Primer for Institutional Research)
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Reasons for having peer institutions
Strategic Planning Inform policy Accreditation Performance Benchmarking Faculty compensation Teaching loads Tuition schedules Budget alignment Used by other institutions for performance comparison Surveys supply peer lists to prospective students and parents to compare cost and graduation rates
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Peer selection process at UH West Oahu
UH West Oahu peer list revised in Spring The entire process can be described here: Peer Revision Timeline Source: UH West Oahu peer revision presentation (Spring 2018)
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Analytics used in the process
1. IPEDS Dashboard to benchmark similarly sized, baccalaureate-level colleges 2. Cluster analysis to identify “like” institutions Discriminant Function Analysis Agglomerative Cluster Analysis Power BI Cluster Analysis Dashboard Potential Peer Profiles
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What’s missing? What’s missing when trying to gauge institutional performance? Can we estimate “value added”, or the amount that the university improved students’ outcomes. Value
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A couple of WSCUC tools to the answer
(courtesy of Dr. Ken Nelson, Loma Linda U.)
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A couple of WSCUC tools to the answer
(courtesy of WSCUC Fellows, John Stanley, Dr. Serge Herzog, Dr. Ken Nelson
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https://westoahu.hawaii.edu/academics/institutional-research/
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