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Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz, Montgomery County Community College Achieving the Dream Data and Analytics Summit September 9, 2016

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Page 1: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Higher Education’s 2016 Top 10 IT Issues:How to Cultivate a Digital Strategy

Susan Grajek, EDUCAUSECeleste Schwartz, Montgomery County Community College

Achieving the Dream Data and Analytics Summit September 9, 2016

Page 2: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

1. Information Security2. Optimizing Educational

Technology3. Student Success

Technologies4. IT Workforce Hiring and

Retention5. Institutional Data

Management

©2016 EDUCAUSE. CC by-nc-nd

Page 3: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

Three Themes

1. Information Security2. Optimizing Educational

Technology3. Student Success Technologies4. IT Workforce Hiring and

Retention5. Institutional Data Management6. IT Funding Models7. BI and Analytics ©2016 EDUCAUSE. CC by-nc-nd

Page 4: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

DIVEST

©2016 EDUCAUSE. CC by-nc-nd

Page 5: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

CIOs are Shifting Their Management Focus

©2016 EDUCAUSE. CC by-nc-nd

Page 6: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Institutional Demand for External Services is Growing

©2016 EDUCAUSE. CC by-nc-nd

Page 7: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Drivers of IT Service Delivery

©2016 EDUCAUSE. CC by-nc-nd

Page 8: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

Institutional Data Management: Improvingthrough standards, integration, protection, & governance5

©2016 EDUCAUSE. CC by-nc-nd

Page 9: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

Institutional Data Management: Improvingthrough standards, integration, protection, & governance5“Institutions should begin with identifying a framework for data management decisions: a data governance model. Ensure the model provides for accountability as well as agility. Data must be managed, but in a way that still allows for rapid development of new applications of the data.”– Director of Information Security

©2016 EDUCAUSE. CC by-nc-nd

Page 10: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

Institutional Data Management: Improvingthrough standards, integration, protection, & governance5WHAT WE KNOW

©2016 EDUCAUSE. CC by-nc-nd

Page 11: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

Relevant Major Trends for 2016

• Increasing complexity of technology, architecture, data

• Data-driven decision-making

• Enterprise data management• Data integration

Increasing adoption of personal clouds

• Internet of Things• Access for all kinds of endpoints

and objects

Source: Top 10 Strategic Technologies, 2016©2016 EDUCAUSE. CC by-nc-nd

Page 12: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Data governance is the starting point for managing data

Data governance considers data an institutional asset and helps with: maintaining data integrity controlling access securing data storage

Example: Notre Dame’s five pillar program:1. Quality and consistency2. Policies and standards3. Security and privacy4. Compliance and retention 5. Archiving

Page 13: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Rationale for data governance

• Official versus ad hoc data definitions

• Clear responsibilities• Using both structured and

unstructured data• Capacity for analytics• Competitive advantage

• Operational uncertainty• Failures of security,

privacy, and audit and compliance

Risks

Benefits

Page 14: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Data privacy trends and concerns Quick results are taking precedence in the rush to use data to improve

retention and time to degree Data quality deserves greater focus Expanding digitization provides more data about students

Online learning platforms Card swipes Mobile device logs Personal health trackers

Need to clarify how much students know or care about collection, retention, and reuse of personal data.

Source: Privacy In the Age of Analytics Report of a CNI Executive Roundtable Held April 13, 2015. Published August 2016

Page 15: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Data privacy trends and concerns Risk and liability lurk everywhere here, including unintentionally stored data Shift to centralizing data from individual faculty or departments to

institutional level Contracts with external providers

Standard contract language to address data privacy issues Influence faculty not to accept licenses as individuals that might give away

control of data Many, many stakeholders and partners, including:

Campus police, other law enforcement, Student Life (life safety, suicide prevention and more)

Athletics Libraries Source: Privacy In the Age of Analytics Report of a CNI Executive

Roundtable Held April 13, 2015. Published August 2016

Page 16: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

REINVEST

©2016 EDUCAUSE. CC by-nc-nd

Page 17: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

REINVEST

©2016 EDUCAUSE. CC by-nc-nd

Page 18: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

REINVEST

©2016 EDUCAUSE. CC by-nc-nd

Page 19: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

©2016 EDUCAUSE. CC by-nc-nd

Page 20: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

The Purpose Alignment Model

DIFFERENTIATE

Source: Niel Nickolaisen, Al igning to Purpose. EDUCAUSE Review, May/June 2015.©2016 EDUCAUSE. CC by-nc-nd

Page 21: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

Relevant Major Trends for 2016: E-learning and Analytics

Data-driven decision-making

• Enterprise data management• Data integration• Active-learning classroom design• Flipped classroom• Evaluation of technology-based

instructional innovations

Personalized learned

Internet of Things

Source: Top 10 Strategic Technologies, 2016©2016 EDUCAUSE. CC by-nc-nd

Page 22: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

Student Success Technologies: Improvingstudent outcomes that leverages technology 3

©2016 EDUCAUSE. CC by-nc-nd

Page 23: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

Student Success Technologies: Improvingstudent outcomes that leverages technology 3“Institutions must be able to generate the appropriate alerts for their students, and if institutions can’t participate in tweaking algorithms that might be proprietary to a vendor, that’s a red flag for me.”– AVP, Digital Education and Engagement

©2016 EDUCAUSE. CC by-nc-nd

Page 24: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

Student Success Technologies: Improvingstudent outcomes that leverages technology 3WHAT WE KNOW

©2016 EDUCAUSE. CC by-nc-nd

Page 25: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

35%in bachelor’s programs and just10% of students in associates

programs graduate on time

©2016 EDUCAUSE. CC by-nc

Page 26: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

©2016 EDUCAUSE. CC by-nc-nd

Page 27: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

©2016 EDUCAUSE. CC by-nc-nd

Page 28: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

iPASS• Financial

Planning• Career

Planning

Page 30: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

©2016 EDUCAUSE. CC by-nc-nd

Page 31: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Both faculty and students are interested

Source: 2015 ECAR study of faculty and information technology©2016 EDUCAUSE. CC by-nc-nd

Page 32: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Student success technologies maturity

Source: 2014 EDUCAUSE Core Data Survey©2016 EDUCAUSE. CC by-nc-nd

You can benchmark your institution!

EDUCAUSE members:1. Complete the Core Data Survey

this fall. www.educause.edu/coredata

2. Receive access to the EDUCAUSE Benchmarking Service in mid 2017. www.educause.edu/benchmarking

Page 33: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Student success technologies maturity

Source: 2014 EDUCAUSE Core Data Survey©2016 EDUCAUSE. CC by-nc-nd

Page 34: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

Student Success Technologies: Improvingstudent outcomes that leverages technology 3BOTTOM LINE:Both students and faculty are interested in these technologies. If you aren’t already planning or implementing, it’s time to start.

©2016 EDUCAUSE. CC by-nc-nd

Page 35: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

BI and Analytics: relevant to institutionalpriorities and decision making7

©2016 EDUCAUSE. CC by-nc-nd

Page 36: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

BI and Analytics: relevant to institutionalpriorities and decision making7“In order for institutions to continue to expand their analytics capabilities a focused and dedicated effort is needed. No matter the approach, institutions are recognizing that analytics can no longer be an add-on to someone’s existing responsibilities.”– VP for Information Technology and College Services

©2016 EDUCAUSE. CC by-nc-nd

Page 37: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

BI and Analytics: relevant to institutionalpriorities and decision making7WHAT WE KNOW

©2016 EDUCAUSE. CC by-nc-nd

Page 38: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Analytics in Higher Education!

ready… set… Go!

©2016 EDUCAUSE. CC by-nc-nd

Page 39: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Focus on addressing major issues

Source: 2015 ECAR study of faculty and information technology

Improve student

course-level performance

Demonstrate the value of

higher education

Improve retention

Optimize resources

Two of the top 3 factors for investing in learning analytics and institutional analytics overlap

©2016 EDUCAUSE. CC by-nc-nd

Page 40: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Analytics in Higher Education!

ready… set… G

©2016 EDUCAUSE. CC by-nc-nd

Page 41: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,
Page 42: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

MCCC’s Timeline

2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014

• SENSE• CROA

• Performance Point Enrollment Dashboard

• Proclarity Dashboards

• ATD Data Team

• Noel Levitz SSI

• Blackboard Analytics for Learn• Ad Astra – Platinum Analytics

• Performance Point Student Success Dashboard

• Academic Program Review Reports

• iStrategy• CCSSE

2015

• Civitas Learning Illume• Pyramid

• Starfish• Academic

Affairs Student Dashboard

• Student Planning

iStrategy renamed

Performance Dashboards replaced

2016

• Analytics-based decision making

Page 43: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Analytical Ascending ModelVa

lue

Difficulty

What happened?

Why did it happen?

What will happen?

How can we make it happen?

Descriptive Analysis

Diagnostic Analysis

Predictive Analysis

Prescriptive Analysis

We are here

Page 44: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Investments in analytics

Source: EDUCAUSE 2015 Analytics study

Analytics as a priority

©2016 EDUCAUSE. CC by-nc-nd

Page 45: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Current Uses of Data

©2016 EDUCAUSE. CC by-nc-nd

Page 46: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Analytics maturity in higher education

Source: EDUCAUSE 2014 Core Data SurveySource: EDUCAUSE 2012 Analytics study

©2016 EDUCAUSE. CC by-nc-nd

Page 47: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

1.4%

21.4%

64.0%

13.0%

0.2%

0% 20% 40% 60% 80% 100%

Weak

Emerging

Developing

Strong

Excellent

Overall analytics maturity

Percentage of Institutions

Mat

urity

Sta

tus

©2016 EDUCAUSE. CC by-nc-nd

Page 48: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Staffing needs

- Analysis and modeling skills

- Data management skills

- User support activities

More people!- 80% of institutions

have 2-8 FTEs devoted to analytics (median = 4 FTEs); ~25-50% are in Central IT.

Source: EDUCAUSE 2015 Analytics study

© 2016 E D U C A U S E . C C by -nc -n d

Page 49: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Biggest concerns about analytics

23%

32%

36%

30%

40%

48%

43%

36%

35%

43%

39%

35%

Inaccurate data

Regulations requiring more reporting

Regulations requiring questionable metrics

Misuse of data

Keeping pace

Affordability

Major concern

Moderate concern

©2016 EDUCAUSE. CC by-nc-nd

Page 50: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Biggest concerns about analytics

9%

12%

12%

18%

13%

16%

16%

16%

22%

32%

21%

25%

25%

25%

30%

31%

31%

35%

31%

30%

Staff privacy rights

Faculty privacy rights

Vendor access to data

Vendors profiting from higher education data

Students' privacy rights

Black-box algorithms

Insufficient ROI

Inability of higher education to use data to make decisions

Proprietary vendor algorithms

Strategy for changing vendors

Major concernModerate concern

©2016 EDUCAUSE. CC by-nc-nd

Page 51: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Biggest concerns about analytics

3%

4%

17%

17%

Inability to measure higher education

Another means of running higher education like a business

Major concernModerate concern

©2016 EDUCAUSE. CC by-nc-nd

Page 52: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Adoption of analytics technologies

Uses of the Internet of Things

Learning analytics

Predictive analytics for learning

Information security analytics

Text/content

Mobile apps for BI/reporting dashboards

Predictive analytics for institutional performance

Talent/workforce analytics

Use of big data in institutional analytics

Business performance analytics

Use of big data in learning analytics

©2016 EDUCAUSE. CC by-nc-nd

Page 53: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Adoption of analytics technologies

Uses of the Internet of Things

Learning analytics

Predictive analytics for learning

Information security analytics

Text/content

Mobile apps for BI/reporting dashboards

Predictive analytics for institutional performance

Talent/workforce analytics

Use of big data in institutional analytics

Business performance analytics

Use of big data in learning analytics

©2016 EDUCAUSE. CC by-nc-nd

Page 54: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Adoption of analytics technologies

Uses of the Internet of Things

Learning analytics

Predictive analytics for learning

Information security analytics

Text/content

Mobile apps for BI/reporting dashboards

Predictive analytics for institutional performance

Talent/workforce analytics

Use of big data in institutional analytics

Business performance analytics

Use of big data in learning analytics

©2016 EDUCAUSE. CC by-nc-nd

Page 55: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Adoption of analytics technologies

Uses of the Internet of Things

Learning analytics

Predictive analytics for learning

Information security analytics

Text/content

Mobile apps for BI/reporting dashboards

Predictive analytics for institutional performance

Talent/workforce analytics

Use of big data in institutional analytics

Business performance analytics

Use of big data in learning analytics

©2016 EDUCAUSE. CC by-nc-nd

Page 56: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

BI and Analytics: relevant to institutionalpriorities and decision making7BOTTOM LINE:Begin with the end in mind: What decisions do you need to make that would benefit from data? Are your data ready to support the decisions you need to make?

©2016 EDUCAUSE. CC by-nc-nd

Page 57: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

TOP TEN IT ISSUES OF 2016

Three Themes

1. Information Security2. Optimizing Educational

Technology3. Student Success

Technologies4. IT Workforce Hiring and

Retention5. Institutional Data

Management

TOP TEN IT ISSUES OF 2016

Questions?

©2016 EDUCAUSE. CC by-nc-nd

Page 58: Higher Education’s 2016 Top 10 IT Issues · 2017-11-15 · Higher Education’s 2016 Top 10 IT Issues: How to Cultivate a Digital Strategy Susan Grajek, EDUCAUSE Celeste Schwartz,

Susan Grajek, Ph.D.Vice President, Research, Data, and Analytics [email protected]

Celeste Schwartz, Ph.D.Vice President for Information Technology and College ServicesMontgomery County Community [email protected]

Thank you!