Presentation Title: Can a data analytics solution change leadership … a data... · 2016-11-21 ·...
Transcript of Presentation Title: Can a data analytics solution change leadership … a data... · 2016-11-21 ·...
PhD Candidate
Jonathan McCarthy, CIT
PhD Supervisors
Professor David Sammon, UCC
Professor Ciaran Murphy, UCC
Data Analytics & Leadership Behaviour
Presentation Title:Can a data analytics solution change leadership behavior in education?
1. Method
2. Initial Questions
3. The Solution
4. Phases of Solution
5. Findings
Data Analytics & Leadership Behaviour
Agenda
2016 HEAnet Conference Presentation (Jonathan McCarthy CIT)
Data Analytics & Leadership Behaviour1. Method
Epistemology: Interpretivist
Building/Testing Theory: Building theory from a single case study
Research Objective: “To explore the impact a Data Analytics solution can have on Leadership Behaviour in relation to student retention in an Irish Higher Education Institution”
Research Population: CIT’s Senior Management Team (59)
Heads of Department, School, Faculty, Vice Presidents, President
Data Gathering Techniques: Interviews, Participant Observation, Survey, Data Mining, Project Documentation, Project Workshops
Data Analysis Techniques: Content Analysis, Descriptive Statistics, Statistical Significance, Coding & Comparison, Thematic Analysis,
2016 HEAnet Conference Presentation (Jonathan McCarthy CIT)
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What are our Ethical Responsibilities to Students and Their Families?
Do we have a CIT definition of student retention?
What data do we currently have on student retention?
Where is that data?
Do decision makers have access to that data?
Is the information timely?
What is the level of BI Maturity in CIT?
How much is student non-progression costing CIT each year in fees alone?
Data Analytics & Leadership Behaviour2. Initial Questions (RETENTION)
1. Join at http://www.sli.do
Or
http://www.slido.com
Event # = 7126
Data Analytics & Leadership Behaviour
Q1: How much is student non-progression costing CIT each year in fees* alone?
* Fees = Student + Government Contribution
2016 HEAnet Conference Presentation (Jonathan McCarthy CIT)
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• OHIO State & Michigan Studies
– Leadership Opinion Questionnaire
– Leadership Behaviour Questionnaire
– Leadership Behaviour Description Questionnaire
– Supervisor Behaviour Description Questionnaire
• * Yukl, G., Gordon, A., Taber, T., 2002. A
hierarchical taxonomy of leadership behavior:
Integrating a half century of behavior research.
Data Analytics & Leadership Behaviour2. Initial Questions (LEADERSHIP)
2016 HEAnet Conference Presentation (Jonathan McCarthy CIT)
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Leadership Behaviours *
Data Analytics & Leadership Behaviour2. Initial Questions (LEADERSHIP)
Task Oriented
• Short-Term Planning
• Monitoring Operations
• Clarifying Roles
Relations Oriented
• Supporting
• Developing
• Empowering
• Recognizing
• Consulting
Change Oriented
• External Monitoring
• Encouraging Innovative Thinking
• Envisioning Change
• Taking Risks for Change
* Yukl et. al (2002)
Data Analytics & Leadership Behaviour2. Initial Questions (Analytics Maturity)
2016 HEAnet Conference Presentation (Jonathan McCarthy CIT)
Data Analytics & Leadership Behaviour2. Initial Questions (Analytics Maturity)
Data Analytics & Leadership Behaviour3. The Solution
2016 HEAnet Conference Presentation (Jonathan McCarthy CIT)
PowerView
Interesting QuestionsHow are we recruiting students?
What schools are the students coming from by year What is the regional / geographical dispersion What Leaving Certificate Grades by student by course by year
How are we enrolling students on courses? Minimum CAO points by course by year Leaving Certificate Grades by student by course by year
What students are achieving the outcome of getting through 1st year What students are NOT achieving the outcome
2016 HEAnet Conference Presentation (Jonathan McCarthy CIT)
Data Analytics & Leadership Behaviour4. Phase 1 (Pilot)
Further Interesting Questions What students are failing to achieve their desired
outcome? Leaving Certificate Maths and English correlation…
Why are those students failing to achieve a desired outcome? Is it a student problem is it a cohort problem Is it a CIT problem
=> Can we do something to help??2016 HEAnet Conference Presentation
(Jonathan McCarthy CIT)
Data Analytics & Leadership Behaviour4. Phase 1 (Pilot)
Build More Predictive Models
What will happen if: We raise the entry requirements for a course
We lower the entry requirements for a course
We run recruitment drives in particular locations
We offer assistance to particular students
We intervene with particular students
We don’t intervene with particular students
Build More Prescriptive Models
How can we make it happen that: We increase success ratios
We increase student numbers
We increase student numbers in a particular course2016 HEAnet Conference Presentation
(Jonathan McCarthy CIT)
Data Analytics & Leadership Behaviour4. Phase 2 (Next Steps)
NEXT STEPS
1. Join at http://www.sli.doOr
http://www.slido.com
Event # = 7126
Data Analytics & Leadership Behaviour
Q2: Choose the 3 behaviours you would most like to see in the Leaders of your 3rd levelInstitution?
Data Analytics & Leadership Behaviour6. Findings
2016 HEAnet Conference Presentation (Jonathan McCarthy CIT)
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Behaviour Type Leadership Behaviour Survey Results
Task OrientedShort-Term Planning
Monitoring Operations
Clarifying Roles
Relations Oriented
Supporting
Developing
Consulting
Recognizing
Empowering
Change Oriented
External Monitoring
Encouraging Innovative Thinking
Envisioning Change
Taking Risks for Change
2016 HEAnet Conference Presentation (Jonathan McCarthy CIT)
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Data Analytics & Leadership Behaviour6. Findings
External Monitoring
Taking Risks for Change
Encouraging Innovative Thinking
Envisioning Change
Data Analytics & Leadership Behaviour6. Findings / Observations
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Research Objective: “To explore the impact a Data Analytics solution can have on Leadership Behaviour in relation to student retention in an Irish Higher Education Institution”
“They don’t care how much you know until they know
how much you care”
QUESTION: Can a data analytics solution change leadership behavior in education?
ANSWER: ABSOLUTELY