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Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo (UB) Institutional Analytics Team Brian J. O’Connor Assistant Vice President for Data Analytics 2019 Commission on Information, Measurement and Analysis Summer Meeting Wayne State University

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Page 1: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Using Common Actionable Intelligence Tools to Better Inform Decisions and

Change the Campus Data Culture

University at Buffalo (UB)Institutional Analytics Team

Brian J. O’ConnorAssistant Vice President for Data Analytics

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Page 2: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Presentation Topics:

● UB’s Structure for Analytics Delivery

● EAB Posting/Article on UB Analytics

● Changing Data Culture (Who? How?)

● Analytics Example Tools/Dashboards

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Page 3: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

University at Buffalo (UB)Institutional Analytics

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Page 4: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Internal Reporting,Effectiveness,

Surveys

Official Reporting,Data Architecture,

Infrastructure

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Data Analytics, Visualizations

Added Fall 2016

UB Institutional Research Office (OIA)

Page 5: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Internal Reporting,Effectiveness,

Surveys

Official Reporting,Data Architecture,

Infrastructure

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Data Analytics, Visualizations

Added Fall 2016

UB Institutional Research Office (OIA)

Aligns with the 2012 Association of Institutional Research (AIR) Statement of Aspirational

Practice in Institutional Research:

↑ Data for Wide Range of Decision Makers↑ Institution-wide Use of Data and Analytics↑ Data-Informed Staff Decision Making

Page 6: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Internal Reporting,Effectiveness,

Surveys

Official Reporting,Data Architecture,

Infrastructure

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Data Analytics, Visualizations

Added Fall 2016

UB Institutional Research Office (OIA)

From: EAB Post on UB Analytics (January 2019)

Page 7: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Internal Reporting,Effectiveness,

Surveys

Official Reporting,Data Architecture,

Infrastructure

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Data Analytics, Visualizations

Added Fall 2016

UB Institutional Research Office (OIA)

From: EAB Post on UB Analytics (January 2019)

Page 8: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Internal Reporting,Effectiveness,

Surveys

Official Reporting,Data Architecture,

Infrastructure

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Data Analytics, Visualizations

Added Fall 2016

UB Institutional Research Office (OIA)

leaders want to make better decisions

From: EAB Post on UB Analytics (January 2019)

Page 9: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Internal Reporting,Effectiveness,

Surveys

Official Reporting,Data Architecture,

Infrastructure

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Data Analytics, Visualizations

Added Fall 2016

UB Institutional Research Office (OIA)

based on high quality, actionable data

From: EAB Post on UB Analytics (January 2019)

Page 10: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Internal Reporting,Effectiveness,

Surveys

Official Reporting,Data Architecture,

Infrastructure

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Data Analytics, Visualizations

Added Fall 2016

UB Institutional Research Office (OIA)

need staff with ability to effectively communicate trends to leaders

From: EAB Post on UB Analytics (January 2019)

Page 11: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Internal Reporting,Effectiveness,

Surveys

Official Reporting,Data Architecture,

Infrastructure

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Data Analytics, Visualizations

Added Fall 2016

UB Institutional Research Office (OIA)

From: EAB Post on UB Analytics (January 2019)

Page 12: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Internal Reporting,Effectiveness,

Surveys

Official Reporting,Data Architecture,

Infrastructure

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Data Analytics, Visualizations

Added Fall 2016

UB Institutional Research Office (OIA)

Time Spent on BI Activities

From: EAB Post on UB Analytics (January 2019)

Page 13: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Internal Reporting,Effectiveness,

Surveys

Official Reporting,Data Architecture,

Infrastructure

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Data Analytics, Visualizations

Added Fall 2016

UB Institutional Research Office (OIA)

Time Spent on non-BI Activities

From: EAB Post on UB Analytics (January 2019)

Page 14: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Internal Reporting,Effectiveness,

Surveys

Official Reporting,Data Architecture,

Infrastructure

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Data Analytics, Visualizations

Added Fall 2016

UB Institutional Research Office (OIA)

Nearly 100% Time DEDICATED to

Institution-wide Analytics and BI Development!

From: EAB Post on UB Analytics (January 2019)

Page 15: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Internal Reporting,Effectiveness,

Surveys

Official Reporting,Data Architecture,

Infrastructure

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Data Analytics, Visualizations

Added Fall 2016

UB Institutional Research Office (OIA)

From: EAB Post on UB Analytics (January 2019)

Page 16: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Internal Reporting,Effectiveness,

Surveys

Official Reporting,Data Architecture,

Infrastructure

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Data Analytics, Visualizations

Added Fall 2016

UB Institutional Research Office (OIA)

What We Do (and Don’t Do)from http://www.buffalo.edu/provost/oia/about-us/OIA-Inst-Analytics.html

Page 17: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Internal Reporting,Effectiveness,

Surveys

Official Reporting,Data Architecture,

Infrastructure

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Data Analytics, Visualizations

Added Fall 2016

UB Institutional Research Office (OIA)

What We Do

Page 18: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

3 Current Dashboard Examples:● Key Metrics (10 Years, 12 Metrics)● Student Flow Tracking (WEDGE)● Enrollment Modeling (Heads/$)

Page 19: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Wide Variety of AudiencesSummary vs. Drill-downReporting vs. DiscoveryOperational vs. Strategic

3 Current Dashboard Examples:● Key Metrics (10 Years, 12 Metrics)● Student Flow Tracking (WEDGE)● Enrollment Modeling (Heads/$)

[

Page 20: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

UB Analytics Example Dashboard #1

Key Metrics (KPIs)

Potential Users:President and Provost

Central Enrollment ManagementCentral Resource Management

Deans and Associate DeansDepartment Chairs/Directors

Unit Business Officers

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Page 21: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Example #1 → The Key Metrics Dashboard

Page 22: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Example #1 → The Key Metrics Dashboard

UndergraduateMetrics Row

Graduate/ProfMetrics Row

PersonnelMetrics Row

Page 23: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Example #1 → The Key Metrics Dashboard

UndergraduateMetrics Row

Revenue Source

Graduate/ProfMetrics Row

Revenue Source

PersonnelMetrics RowPrimary Cost

Page 24: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

UB Analytics Example Dashboard #2

Student Flow Tracking (WEDGE)

Potential Users:Central Enrollment/Retention Office

Central and School Academic AdvisorsSchool Level Enrollment Managers

Department Chairs and UG DirectorsDepartment Program Directors

Students (???) … Eventually

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Page 25: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Example #2 → The WEDGE Student Flow Visualization (Base View)

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Page 26: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Cohort Term Number

Cohort population is tracked and marked with their TERM STATUS in each career term

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Example #2 → The WEDGE Student Flow Visualization (Base View)

Page 27: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

LEFT with Degree

LEFT without Degree

Still HERE

Cohort Term Number

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Example #2 → The WEDGE Student Flow Visualization (Base View)

Page 28: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Cohort Term Number

Still HERE, switched

School

Still HERE, switched

Levels

LEFT with Degree in

DIFFERENT School

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Example #2 → The WEDGE Student Flow Visualization (More Detail)

Page 29: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Cohort Term Number

Shows specific school cohort

students switched

into

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Example #2 → The WEDGE Student Flow Visualization (Most Detail)

Page 30: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Example #2 → The WEDGE Student Flow Visualization (Source Data)

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Source data for the dashboard

are INDIVIDUALstudent records

by term#

Page 31: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

The standard WEDGE viz is just the aggregated result for

these individual students

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Source data for the dashboard

are INDIVIDUALstudent records

by term#

Example #2 → The WEDGE Student Flow Visualization (Source Data to Aggregate)

Page 32: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

UB Analytics Example Dashboard #3

Enrollment Modeling (Heads and $$)

Potential Users:Central Enrollment ManagersCentral Resource Managers

Central Admissions Office DirectorSchool/Dept Enrollment Planners

Unit Business Officers / CFOsCIO Campus Licensing Staff

Space Planning Office

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Page 33: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Example #3 → The Enrollment Modeling Dashboard (4-year Heads and Revenue)

Page 34: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Example #3 → The Enrollment Modeling Dashboard (4-year Heads and Revenue)

Combines: Incoming Freshmen Cohort for the School and Transfer Student Share for School

Page 35: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Example #3 → The Enrollment Modeling Dashboard (4-year Heads and Revenue)

Combines: Incoming Freshmen Cohort for the School and Transfer Student Share for School and WEDGE In/OutHeadcount Rates

Page 36: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Example #3 → The Enrollment Modeling Dashboard (4-year Heads and Revenue)

Combines: Incoming Freshmen Cohort for the School and Transfer Student Share for School and WEDGE In/OutHeadcount Rates and % of Student Revenue to the School at Various Points in Student Career

Page 37: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Example #3 → The Enrollment Modeling Dashboard (4-year Heads and Revenue)

Combines: Incoming Freshmen Cohort for the School and Transfer Student Share for School and WEDGE In/OutHeadcount Rates and % of Student Revenue to the School at Various Points in Student Career and Fallto Spring Revenue Ratios

Page 38: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Example #3 → The Enrollment Modeling Dashboard (4-year Heads and Revenue)

Combines: Incoming Freshmen Cohort for the School and Transfer Student Share for School and WEDGE In/OutHeadcount Rates and % of Student Revenue to the School at Various Points in Student Career and Fallto Spring Revenue Ratios to Generate 4-year Future Values for Fall Heads

Page 39: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Example #3 → The Enrollment Modeling Dashboard (4-year Heads and Revenue)

Combines: Incoming Freshmen Cohort for the School and Transfer Student Share for School and WEDGE In/OutHeadcount Rates and % of Student Revenue to the School at Various Points in Student Career and Fallto Spring Revenue Ratios to Generate 4-year Future Values for Fall Heads and Annual Tuition Revenue

* All revenue NORMALIZED for fair comparison *

Page 40: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Simple Summary

UB’s Institutional Analytics Team Mission is …

To simplify the seemingly complex through promotion and delivery of actionable intelligence to a wide range of campus users. The intent is to allow for more proactive data-informed decision making from the departments to campus senior

administrators, and everyone in between.

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo

Page 41: Using Common Actionable Intelligence Tools to Better ......Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture University at Buffalo

Thanks!Brian O’Connor ([email protected])

http://www.buffalo.edu/provost/oia.html

Using Common Actionable Intelligence Tools to Better Inform Decisions and Change the Campus Data Culture

2019 Commission on Information, Measurement and Analysis Summer Meeting → Wayne State University

Brian O’ConnorUniversity at Buffalo