This document summarizes a presentation about using data analytics to improve student enrollment and retention. It discusses trends in enrollment, persistence, and completion rates based on data from national sources. It also provides an overview of Rapid Insight's analytics software for data preparation, predictive modeling, and sharing results. Additionally, the presentation discusses using predictive modeling to identify metrics that affect student success and retention at different points. Examples of factors that may be considered in the models are listed. The last sections discuss institutions' use of analytics for student success based on a landscape analysis and the importance of transparency when using predictive modeling.
This presentation, presented by Ellen Wagner and Howard Bell at the ASU+GSV Conference in May 2017, outlines the need for supports when it comes to student success.
-- Video Interviews for VSS Panel with FLVS, K12 Inc, Mosaica and uBoost
Student interviews regarding the challenges of online learning and motivating strategies
Created for 2010 VSS panel discussion on Student motivation in online environments.
Jill Lindsey, OERC Director of Operations and Research, gave a keynote presentation at the Ohio Confederation of Teacher Education Organizations (OCTEO) Fall 2015 conference. The conference was designed to provide professional development opportunities for Teacher Educators.
Karen DeSantis Senior Analyst Office of Planning, Assessment and Institutional Research Pace University
Pace’s Inaugural Retention Conference June 16, 2017
This presentation, presented by Ellen Wagner and Howard Bell at the ASU+GSV Conference in May 2017, outlines the need for supports when it comes to student success.
-- Video Interviews for VSS Panel with FLVS, K12 Inc, Mosaica and uBoost
Student interviews regarding the challenges of online learning and motivating strategies
Created for 2010 VSS panel discussion on Student motivation in online environments.
Jill Lindsey, OERC Director of Operations and Research, gave a keynote presentation at the Ohio Confederation of Teacher Education Organizations (OCTEO) Fall 2015 conference. The conference was designed to provide professional development opportunities for Teacher Educators.
Karen DeSantis Senior Analyst Office of Planning, Assessment and Institutional Research Pace University
Pace’s Inaugural Retention Conference June 16, 2017
How Student Data and Analytics can be used to Target Intervention and Improve...Kelly Rennie
Presentation delivered by John Gledhill at EUNIS 2015, showing how student analytics can be used to help universities better target intervention strategies at those students most in need and how to improve outcomes for students.
Social Market Foundation Report: Staying the CourseHobsons
New research from the Social Market Foundation (SMF) has found that no significant progress is being made on improving retention rates in higher education in England – but that institutions which are making a success of their ‘student experience,’ with more satisfied students, are likely to have higher rates of course completion.
Learn More: Leveraging Rankings to Boost YieldGil Rogers
With colleges under increasing scrutiny from parents, students and government, how are you going to show the value of your institution?
Differentiate yourself based on your strengths, with rankings based on outputs and customized to students based on their needs.
Learn how you can boost recognition of your programs, as well as improve student retention and graduate committed alumni.
Presented to the Board of Higher Education by Susan Lane, Senior Advisor to the Commissioner for P16 Access & Alignment Policy, and Jeff Wulfson, Deputy Commissioner of the Department of Elementary and Secondary Education
Campus Consortium EdTalks Groundbreaking Engagement Strategies to Drive Enrol...Campus Consortium
This presentation is on "Groundbreaking Engagement Strategies to Drive Enrollment In Higher-Ed" was by Kristina Wong Davis who serves as the Vice Provost for Enrollment Management at Purdue University. She has shared her thoughts and views as to what are engaging enrollment strategies every institution should look at in the near future and how enrollment management needs to be driven to its end goal.
Campus Consortium EdTalks Groundbreaking Engagement Strategies to Drive Enrol...Campus Consortium
The Webinar on “Groundbreaking Engagement Strategies to Drive Enrollment In Higher-Ed” was by Kristina Wong Davis who serves as the Vice Provost for Enrollment Management at Purdue University. She has shared her thoughts and views as to what are engaging enrollment strategies every institution should look at in the near future and how enrollment management needs to be driven to its end goal.
About the Presenter:
As the Vice Provost for Enrollment Management at Purdue University, Kristina primarily provides leadership to the areas of admissions, financial aid, the registrar and enrollment analysis and reporting. Her passion is access to higher education and ensuring that public higher education is available to students with the drive, interest, and commitment to succeed.
Continuing adventures of library learning analyticsSelena Killick
Paper co-authored with Richard Nurse and Helen Clough; presented at the Library Assessment Conference 2018, Houston. Explores student attendance at Library online training sessions and their attainment scores.
Year in review of the Department of Higher Education's work, presented by Commissioner Richard Freeland at the June 16, 2015 Board of Higher Education meeting.
Avoiding the Transfer Trap: Best Practices for Transfer Student EngagementGil Rogers
Half of potential transfer students will not reach out to admissions until they are ready to apply. With their list of schools they are considering as small as 2-4, it's ever important to ensure you are "top of mind" for potential transfer students.
As we enter the spring recruitment season when transfer recruitment becomes a big priority for many schools, it's important to stay informed of top trends and resources for building your brand, capturing student interest, and engaging and converting prospects through enrollment.
This presentation will focus on top ways colleges are using new technology to go beyond the table in the student lounge and focus on high impact and measurable methods of finding and connecting with their prospects.
Presented to the Board of Higher Education and Board of Elementary and Secondary Education at the joint meeting on January 26, 2016 at Roxbury Community College.
Buying and decision making behaviour of a student while selecting a college. Vivek Kumar Anand
To understand the buying and decision making behaviour of a student while selecting a college.
To know the preference of medium for information search.
To realise the effectiveness of various marketing and promotion media.
To evaluate the role of parents in taking decisions.
To find the best medium for communication and interaction with the students in terms of Advertising/Marketing.
Two professionals from the University of Maryland compare and share best practices for measuring student success with the University of Johannesburg. This presentation is a summary of their visit.
The Value of Fit: Helping First-Generation Students Find Their Path After Hig...Naviance
A live presentation from two district leaders who have achieved dramatic results in helping first-generation college-going students transition to college. With college readiness a strategic priority, Chicago Public Schools increased 2- and 4-year college enrollment from 50% to 63% of graduates district-wide and more than tripled scholarship dollars received. You will learn about their strategies that helped first-generation students, best practices for defining future-ready milestones, and implementing measurable postsecondary goals.
The Value of Fit: Helping First-Generation Students Find Their Path After Hig...Nicole Hornsby
A live presentation from two district leaders who have achieved dramatic results in helping first-generation college-going students transition to college. With college readiness a strategic priority, Chicago Public Schools increased 2- and 4-year college enrollment from 50% to 63% of graduates district-wide and more than tripled scholarship dollars received. You will learn about their strategies that helped first-generation students, best practices for defining future-ready milestones, and implementing measurable postsecondary goals.
How Student Data and Analytics can be used to Target Intervention and Improve...Kelly Rennie
Presentation delivered by John Gledhill at EUNIS 2015, showing how student analytics can be used to help universities better target intervention strategies at those students most in need and how to improve outcomes for students.
Social Market Foundation Report: Staying the CourseHobsons
New research from the Social Market Foundation (SMF) has found that no significant progress is being made on improving retention rates in higher education in England – but that institutions which are making a success of their ‘student experience,’ with more satisfied students, are likely to have higher rates of course completion.
Learn More: Leveraging Rankings to Boost YieldGil Rogers
With colleges under increasing scrutiny from parents, students and government, how are you going to show the value of your institution?
Differentiate yourself based on your strengths, with rankings based on outputs and customized to students based on their needs.
Learn how you can boost recognition of your programs, as well as improve student retention and graduate committed alumni.
Presented to the Board of Higher Education by Susan Lane, Senior Advisor to the Commissioner for P16 Access & Alignment Policy, and Jeff Wulfson, Deputy Commissioner of the Department of Elementary and Secondary Education
Campus Consortium EdTalks Groundbreaking Engagement Strategies to Drive Enrol...Campus Consortium
This presentation is on "Groundbreaking Engagement Strategies to Drive Enrollment In Higher-Ed" was by Kristina Wong Davis who serves as the Vice Provost for Enrollment Management at Purdue University. She has shared her thoughts and views as to what are engaging enrollment strategies every institution should look at in the near future and how enrollment management needs to be driven to its end goal.
Campus Consortium EdTalks Groundbreaking Engagement Strategies to Drive Enrol...Campus Consortium
The Webinar on “Groundbreaking Engagement Strategies to Drive Enrollment In Higher-Ed” was by Kristina Wong Davis who serves as the Vice Provost for Enrollment Management at Purdue University. She has shared her thoughts and views as to what are engaging enrollment strategies every institution should look at in the near future and how enrollment management needs to be driven to its end goal.
About the Presenter:
As the Vice Provost for Enrollment Management at Purdue University, Kristina primarily provides leadership to the areas of admissions, financial aid, the registrar and enrollment analysis and reporting. Her passion is access to higher education and ensuring that public higher education is available to students with the drive, interest, and commitment to succeed.
Continuing adventures of library learning analyticsSelena Killick
Paper co-authored with Richard Nurse and Helen Clough; presented at the Library Assessment Conference 2018, Houston. Explores student attendance at Library online training sessions and their attainment scores.
Year in review of the Department of Higher Education's work, presented by Commissioner Richard Freeland at the June 16, 2015 Board of Higher Education meeting.
Avoiding the Transfer Trap: Best Practices for Transfer Student EngagementGil Rogers
Half of potential transfer students will not reach out to admissions until they are ready to apply. With their list of schools they are considering as small as 2-4, it's ever important to ensure you are "top of mind" for potential transfer students.
As we enter the spring recruitment season when transfer recruitment becomes a big priority for many schools, it's important to stay informed of top trends and resources for building your brand, capturing student interest, and engaging and converting prospects through enrollment.
This presentation will focus on top ways colleges are using new technology to go beyond the table in the student lounge and focus on high impact and measurable methods of finding and connecting with their prospects.
Presented to the Board of Higher Education and Board of Elementary and Secondary Education at the joint meeting on January 26, 2016 at Roxbury Community College.
Buying and decision making behaviour of a student while selecting a college. Vivek Kumar Anand
To understand the buying and decision making behaviour of a student while selecting a college.
To know the preference of medium for information search.
To realise the effectiveness of various marketing and promotion media.
To evaluate the role of parents in taking decisions.
To find the best medium for communication and interaction with the students in terms of Advertising/Marketing.
Two professionals from the University of Maryland compare and share best practices for measuring student success with the University of Johannesburg. This presentation is a summary of their visit.
The Value of Fit: Helping First-Generation Students Find Their Path After Hig...Naviance
A live presentation from two district leaders who have achieved dramatic results in helping first-generation college-going students transition to college. With college readiness a strategic priority, Chicago Public Schools increased 2- and 4-year college enrollment from 50% to 63% of graduates district-wide and more than tripled scholarship dollars received. You will learn about their strategies that helped first-generation students, best practices for defining future-ready milestones, and implementing measurable postsecondary goals.
The Value of Fit: Helping First-Generation Students Find Their Path After Hig...Nicole Hornsby
A live presentation from two district leaders who have achieved dramatic results in helping first-generation college-going students transition to college. With college readiness a strategic priority, Chicago Public Schools increased 2- and 4-year college enrollment from 50% to 63% of graduates district-wide and more than tripled scholarship dollars received. You will learn about their strategies that helped first-generation students, best practices for defining future-ready milestones, and implementing measurable postsecondary goals.
Assessing the Impact of Mentoring: Lessons Learned from a Research Study in W...ICF
Samantha Spinney, Ph.D., Manager, Child Welfare & Education, ICF
Understand the impact mentoring has on students' behavioral engagement, academic achievement, and non-cognitive skill outcomes and learn best practices for designing and implementing a randomized controlled trial (RCT) in a school setting.
Learn more: https://www.icf.com/
Achieving a 90 percent Graduation Rate: A Path Back to High School for Boston...America's Promise Alliance
The GradNation campaign invites you to join a webinar on December 13th, 2018 from 3:00 – 4:15 p.m. ET that dives deeply into the Youth Re-engagement area.
Six percent of the class of 2016 did not graduate from high school and was not enrolled in a program to graduate. Though these young people have the potential to graduate, they have not completed school and lack a clear pathway to finish. Re-engagement centers have emerged as a successful way to locate youth aged 16 to 24 who have left the traditional school system and connect them to effective educational options and other services, so they can attain a high school diploma or GED.
In this webinar, we will hear from the National League of Cities on the re-engagement landscape and learn from The Boston Re-Engagement Center and their success in bringing young people back to earn their diplomas. We will define re-engagement and its importance, discuss barriers youth face in returning to education, and describe the strategies to re-engage students. We will also hear from young people served by the Boston Re-Engagement Center.
[GradNation Webinar] Achieving a 90 percent Graduation Rate: Unlocking the Un...America's Promise Alliance
This webinar dives deeply into the Caring Adult Relationships platform area. We explore lessons from communities, researchers, and a young person on how to sustainably increase the number and quality of caring adults, and the impact of these relationships on a student’s life.
New Methods of Finding Best-Fit Students and Increasing Response
It seems that the search process is never over. Once you bring in one class or fill your pipeline, you're on to the next.
What if there was a way to focus your search efforts on best-fit matches over simply a student's test score? Additionally, what if you could use real-time online behavior to find, engage, and re-engage students actively researching schools across the web?
This presentation will focus on how institutions can build their search pipeline by looking at students as more than a test score and date and moving their strategy to fit and instant engagement.
Be the Change 2017 - College Access and Completion PanelKIPP New Jersey
This year's Be the Change Celebration featured our first panel, which focused on the issues of college access and completion. These slides were presented during the panel by moderator Shavar Jeffries of Democrats for Education Reform and our panelists: Richard Barth, CEO of the KIPP Foundation, Ays Necioglu, Vice President at SEO Scholars, and Dr. Daniel Porterfield, President of Franklin and Marshall College.
Dual Enrollment: A Strategy for Career Readiness WebinarHobsons
AASA, The School Superintendents Association, has partnered with Hobsons to explore ways to support better educational decision-making at each point in the learning lifecycle. Recently, Hobsons conducted a survey with AASA to assess the current state of dual enrollment in US high schools to develop a better understanding on the perceived benefits of such programs and whether they can be an effective indicator for diagnosing student readiness for college.
OK. We are past the May 1 "finish line" and now have a good (or somewhat good) handle on what our class looks like for the fall ... Except there are a few issues:
Summer Melt will still happen
We need to fill upper-level courses with transfer students because of retention issues
The President decided she actually wants 20 more students than we had originally planned
Do any of these sound familiar? It's most likely that if you are not "in the top 1% of institutions" you are dealing with one if not all of these challenges (or others!) as you try to shift gears to 2018 but are still on the hook for 2017.
How do enrollment managers find that balance between long-term strategy and just bringing in their class? This webinar will provide some insights and suggestions for bridging short-term enrollment gaps while not sacrificing long-term strategic planning.
The Role of Non-Cognitive Indicators in Predictive and Proactive Analytics: T...SmarterServices Owen
We have all heard of IQ—but what about the importance of SQ and EQ? Join SmarterServices and Nuro Retention to learn more about how your students’ social and emotional non-cognitive data directly impacts student success and educational outcomes. Nuro Retention will share how to make BIG data actionable by combining the power of SmarterMeasure Learning Readiness Indicator's non-cognitive data along with its retention software platform and predictive analytics models.
In addition, Dr. Mac Adkins, CEO and founder of SmarterServices, will share a case study on how Ashford University has been able to improve retention rates using the power of non-cognitive data. Nuro Chief Data Scientist Natalie Young will also share some key findings from a recent predictive analytics model that dramatically improved retention efforts for one of Nuro’s clients.
Don’t miss out on your chance to learn the latest strategies on the power of predictive, proactive, and prescriptive data!
Online Connections: Successful International Student Recruitment via Virtual ...Marty Bennett
Virtual international student recruitment fairs continue to grow in size and scope. This presentation provides examples of how US institutions maximize online opportunities to engage students throughout the enrollment funnel. Includes best practices & current initiatives of EducationUSA, CollegeWeekLive, Oregon State University, and the University of Colorado-Denver.
Building Your Transfer Outreach Action PlanGil Rogers
Recent data from University Business indicates that over half of higher ed administrators anticipate an increase in transfer student enrollment in the coming years. With the continued growth of opportunity comes the increased importance in differentiating your institution.
More and more transfer student recruitment is becoming a critical part to how institutions achieve their enrollment goals. However, traditional practices for finding and engaging transfer students don’t always work.
Leveraging online tools, colleges and universities can save time, save money, and recruit smarter by focusing on three main strategies:
-- Find students actively researching you or are a best fit match based on their profile
-- Leverage retargeting to focus ad impressions on students actively researching you at the height of their interest
-- Utilize mobile and social outreach to build your brand on the specific community college campuses and students you are trying to reach
This presentation uncovers recent research that uncovers how and where prospective transfer students research and prefer to be in contact with the 4-year colleges they are considering.
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Empowering the Data Analytics Ecosystem: A Laser Focus on Value
The data analytics ecosystem thrives when every component functions at its peak, unlocking the true potential of data. Here's a laser focus on key areas for an empowered ecosystem:
1. Democratize Access, Not Data:
Granular Access Controls: Provide users with self-service tools tailored to their specific needs, preventing data overload and misuse.
Data Catalogs: Implement robust data catalogs for easy discovery and understanding of available data sources.
2. Foster Collaboration with Clear Roles:
Data Mesh Architecture: Break down data silos by creating a distributed data ownership model with clear ownership and responsibilities.
Collaborative Workspaces: Utilize interactive platforms where data scientists, analysts, and domain experts can work seamlessly together.
3. Leverage Advanced Analytics Strategically:
AI-powered Automation: Automate repetitive tasks like data cleaning and feature engineering, freeing up data talent for higher-level analysis.
Right-Tool Selection: Strategically choose the most effective advanced analytics techniques (e.g., AI, ML) based on specific business problems.
4. Prioritize Data Quality with Automation:
Automated Data Validation: Implement automated data quality checks to identify and rectify errors at the source, minimizing downstream issues.
Data Lineage Tracking: Track the flow of data throughout the ecosystem, ensuring transparency and facilitating root cause analysis for errors.
5. Cultivate a Data-Driven Mindset:
Metrics-Driven Performance Management: Align KPIs and performance metrics with data-driven insights to ensure actionable decision making.
Data Storytelling Workshops: Equip stakeholders with the skills to translate complex data findings into compelling narratives that drive action.
Benefits of a Precise Ecosystem:
Sharpened Focus: Precise access and clear roles ensure everyone works with the most relevant data, maximizing efficiency.
Actionable Insights: Strategic analytics and automated quality checks lead to more reliable and actionable data insights.
Continuous Improvement: Data-driven performance management fosters a culture of learning and continuous improvement.
Sustainable Growth: Empowered by data, organizations can make informed decisions to drive sustainable growth and innovation.
By focusing on these precise actions, organizations can create an empowered data analytics ecosystem that delivers real value by driving data-driven decisions and maximizing the return on their data investment.
Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...pchutichetpong
M Capital Group (“MCG”) expects to see demand and the changing evolution of supply, facilitated through institutional investment rotation out of offices and into work from home (“WFH”), while the ever-expanding need for data storage as global internet usage expands, with experts predicting 5.3 billion users by 2023. These market factors will be underpinned by technological changes, such as progressing cloud services and edge sites, allowing the industry to see strong expected annual growth of 13% over the next 4 years.
Whilst competitive headwinds remain, represented through the recent second bankruptcy filing of Sungard, which blames “COVID-19 and other macroeconomic trends including delayed customer spending decisions, insourcing and reductions in IT spending, energy inflation and reduction in demand for certain services”, the industry has seen key adjustments, where MCG believes that engineering cost management and technological innovation will be paramount to success.
MCG reports that the more favorable market conditions expected over the next few years, helped by the winding down of pandemic restrictions and a hybrid working environment will be driving market momentum forward. The continuous injection of capital by alternative investment firms, as well as the growing infrastructural investment from cloud service providers and social media companies, whose revenues are expected to grow over 3.6x larger by value in 2026, will likely help propel center provision and innovation. These factors paint a promising picture for the industry players that offset rising input costs and adapt to new technologies.
According to M Capital Group: “Specifically, the long-term cost-saving opportunities available from the rise of remote managing will likely aid value growth for the industry. Through margin optimization and further availability of capital for reinvestment, strong players will maintain their competitive foothold, while weaker players exit the market to balance supply and demand.”
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
Explore our comprehensive data analysis project presentation on predicting product ad campaign performance. Learn how data-driven insights can optimize your marketing strategies and enhance campaign effectiveness. Perfect for professionals and students looking to understand the power of data analysis in advertising. for more details visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/
As Europe's leading economic powerhouse and the fourth-largest hashtag#economy globally, Germany stands at the forefront of innovation and industrial might. Renowned for its precision engineering and high-tech sectors, Germany's economic structure is heavily supported by a robust service industry, accounting for approximately 68% of its GDP. This economic clout and strategic geopolitical stance position Germany as a focal point in the global cyber threat landscape.
In the face of escalating global tensions, particularly those emanating from geopolitical disputes with nations like hashtag#Russia and hashtag#China, hashtag#Germany has witnessed a significant uptick in targeted cyber operations. Our analysis indicates a marked increase in hashtag#cyberattack sophistication aimed at critical infrastructure and key industrial sectors. These attacks range from ransomware campaigns to hashtag#AdvancedPersistentThreats (hashtag#APTs), threatening national security and business integrity.
🔑 Key findings include:
🔍 Increased frequency and complexity of cyber threats.
🔍 Escalation of state-sponsored and criminally motivated cyber operations.
🔍 Active dark web exchanges of malicious tools and tactics.
Our comprehensive report delves into these challenges, using a blend of open-source and proprietary data collection techniques. By monitoring activity on critical networks and analyzing attack patterns, our team provides a detailed overview of the threats facing German entities.
This report aims to equip stakeholders across public and private sectors with the knowledge to enhance their defensive strategies, reduce exposure to cyber risks, and reinforce Germany's resilience against cyber threats.
14. Persistence and Retention Trends
Source: National Student Clearinghouse
First-Year Students In All Sectors
15. Persistence and Retention Trends
First-Year Students By Race And Ethnicity, Fall 2016 Entering Cohort, Four-Year Public Institutions
Source: National Student Clearinghouse
21. Student Success
Retention/Attrition Modeling
What metrics matter at the start of first year?
• Address
• Demographic
• Test scores
• HS GPA
• Financial aid
• Application date
• Campus visits
• Orientation attendance
• Housing
• Enrollment intensity
• DFW course enrollments
22. Student Success
Retention/Attrition Modeling
What metrics matter at the start of 2nd Semester?
• Address
• Demographic
• Test scores
• HS GPA
• Financial aid
• Application date
• Campus visits
• Orientation attendance
• Housing
• Enrollment intensity
• DFW course enrollments
• End of term GPA
• LMS interactions
• Advisor contacts
• Academic standing
• Survey data
• Campus engagement
23. Student Success
Retention/Attrition Modeling
What metrics matter beyond 2nd Semester?
• Address
• Demographic
• Test scores
• HS GPA
• Financial aid
• Application date
• Campus visits
• Orientation attendance
• Housing
• Enrollment intensity
• DFW course enrollments
• End of term GPA
• LMS interactions
• Advisor contacts
• Academic standing
• Survey data
• Campus engagement
• Cumulative GPA
• GPA trend
• % Courses D/W
• Student mentor
• Scheduling tendencies
24. Institutions’ Use of Data and Analytics for
Student Success
Results From a Landscape Analysis
“As higher education institutions in
the United States strive to maximize
their use of resources to better
support students, it is now even more
critical for professionals to make
data-informed decisions.”data-informed decisions
25. Institutions’ Use of Data and Analytics for
Student Success
Results From a Landscape Analysis
94%
88%
79%
54%
40%
24%
12%
5%
8%
13%
28%
39%
12%
20%
1%
4%
7%
18%
21%
64%
68%
IN CONDUCTING STUDENT SUCCESS STUDIES, PRIVACY RIGHTS ARE RESPECTED.
TO STAY COMPETITIVE, WE MUST CONTINUE TO INVEST IN STUDENT SUCCESS ANALYTICS
THE DATA USED FOR STUDENT SUCCESS ANALYTICS ARE ACCURATE
THE RESULTS OF ANALYTICS STUDIES ARE USED PROPERLY; WRONG CONCLUSIONS ARE NOT
DRAWN
WE ARE ABLE TO IMPLEMENT THE RESULTS OF STUDENT SUCCESS ANALYTIC STUDIES EFFECTIVELY
I AM CONCERNED THAT MY INSTITUTION DEPENDS ON THE QUALITY OF VENDOR ALGORITHMS THAT
WE DO NOT FULLY UNDERSTAND
I AM CONCERNED THAT MY INSTITUTION RELIES ON BLACKBOX ALGORITHMS TO INFORM DECISIONS
Strongly Agree or Agree Neutral Strongly Disagree or Disagree
26. Being Transparent
• Find a champion for the predictive modeling effort
• Communicate regularly
• Make the data available
• Train staff on how to interpret and use the data
• Maintain the importance of stakeholders
• Validate your model
