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Will Learning Analytics Transform
Higher Education?
Digital Education Show
Kuala Lumpur, 15 June 2015
Dr Abelardo Pardo (@abelardopardo)
Faculty of Engineering and IT
slideshare.net/abelardo_pardo
Abelardo Pardo Will Learning Analytics Transform Higher Education? 2
JeanEtienneMinh-DuyPoirrierflickr.com
Abelardo Pardo Will Learning Analytics Transform Higher Education? 3
EvanBlaserflickr.com
Elements
Actors
Culture
Scenarios
Abelardo Pardo Will Learning Analytics Transform Higher Education? 4
EvanBlaserflickr.com
Elements
Abelardo Pardo Will Learning Analytics Transform Higher Education? 5
ThomasLethOlsenflickr.com
Stakeholders
Data
Sources
Analysis
Actions
Abelardo Pardo Will Learning Analytics Transform Higher Education? 6
MartinFischflickr.com
Stakeholders
Policy
Makers
Institutional
Management
Instructors
Students
Parents
Abelardo Pardo Will Learning Analytics Transform Higher Education? 7
http://www.learninganalytics.net/?p=131(lastvisitedSep2013)
Siemens, G., & Long, P. (2011). Penetrating the Fog: Analytics in Learning and Education. Educause Review, 48(5)
Abelardo Pardo Will Learning Analytics Transform Higher Education? 8
puthoOrPhotographyflickr.com
LMS interactions, Student Information System,
Recruiting, Demographics, Previous grades, Space
interaction, Social engagement
Abelardo Pardo Will Learning Analytics Transform Higher Education? 9
zzpzaflickr.com
• Statistical prediction
• Clustering and profiling
• Relationship mining
• Link prediction in
networks
• Text analysis
Abelardo Pardo Will Learning Analytics Transform Higher Education? 10
GotCreditflickr.com
• Solve academic
problems
• Suggest courses
• Financial options
• Learning strategy
• Adjust degrees
• Self awareness
• Guide investment
LA Matrix
Context
Question to be answered
Stakeholders Data Source Analysis Action
Policy maker
Management
Instructor
Students
Parents
Abelardo Pardo Will Learning Analytics Transform Higher Education? 11
Abelardo Pardo Will Learning Analytics Transform Higher Education? 12
EvanBlaserflickr.com
Elements
Actors
Abelardo Pardo Will Learning Analytics Transform Higher Education? 13
johnthrmFlickr
ICT Units
Enterprise data
warehousing
Security and Privacy
Student Oriented
Vision
Abelardo Pardo Will Learning Analytics Transform Higher Education? 14
MathesonLearningCommonsflickr.com
Student Services
Data producers/Consumers
Abelardo Pardo Will Learning Analytics Transform Higher Education? 15
Sanadreasflickr.com
Learning & Teaching Units
Data-guided Course Redesign
Abelardo Pardo Will Learning Analytics Transform Higher Education? 16
RichardMcDonald-Proctorflickr.com
Leadership conveys
data-intensive culture
Abelardo Pardo Will Learning Analytics Transform Higher Education? 17
EvanBlaserflickr.com
Elements
Actors
Culture
Multidisciplinary Work
Powell, S., & MacNeil, S. (2012). Analytics Series Institutional Readiness for Analytics (Vol. 1, pp. 1–11). JISC
Center for Educational Technology & Interoperability Standards, Analytics Series, 1(8).
Abelardo Pardo Will Learning Analytics Transform Higher Education? 18
Abelardo Pardo Will Learning Analytics Transform Higher Education? 19
Siemens, G., Dawson, S., & Lynch, G. (2013). Improving the Quality and Productivity of the Higher Education Sector. Policy and
Strategy for Systems-Level Deployment of Learning Analytics (pp. 1–35). Society for Learning Analytics Research for the Australian
Office for Learning and Teaching.
Abelardo Pardo Will Learning Analytics Transform Higher Education? 20
EdCoyleflickr.com
Slow speed of adoption. Yet to go beyond
basic reporting
Bichsel, J. (2012). Analytics in Higher Education Benefits, Barriers, Progress, and Recommendations, EDUCAUSE Center for
Applied Research (pp. 1–31).
Abelardo Pardo Will Learning Analytics Transform Higher Education? 21
EvanBlaserflickr.com
Elements
Actors
Culture
Scenarios
Abelardo Pardo Will Learning Analytics Transform Higher Education? 22
UniversityofDenverflickr.com
Scenario 1
• Weekly engagement
report
• Personalized
feedback
• Strategic advice for
semester
• Advice for the year
Abelardo Pardo Will Learning Analytics Transform Higher Education? 23
PNNLPacificNorthwestflickr.com
Scenario 2
• Instructor observes
summary
• Sends personalized
feedback
• Anomalies detected
• Quick turnaround
Abelardo Pardo Will Learning Analytics Transform Higher Education? 24
BettaDesignflickr.com
Scenario 3
• Degrees are
remodeled
• Investment in
infrastructure
• Overall student
experience
• Better service
Abelardo Pardo Will Learning Analytics Transform Higher Education? 25
GerardStolkflickr.com
Multiple factors:
stakeholders, data
sources, analysis, actions
Multiple actors: ICT,
L&TU, Student Svcs,
Data Wranglers
Leadership has to convey
cultural change
Model matures slowly
ChrisMooreFlickr
Will Learning Analytics Transform
Higher Education?
Digital Education Show
Kuala Lumpur, 15 June 2015
Dr Abelardo Pardo (@abelardopardo)
Faculty of Engineering and IT
slideshare.net/abelardo_pardo
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ICT Integration in Higher Education in Africa - Challenges and Opportunities by Greig Krull, has 44 slides with 3056 views.Saide presentation at the ICT in Higher Education Conference, 14 - 17 September 2012, Kempton Park, Johannesburg. Theme: "An African Perspective". Presentation on the challenges and opportunities for ICT integration in Higher Education. It includes case studies on PHEA ETI and OER Africa.
ICT Integration in Higher Education in Africa - Challenges and OpportunitiesICT Integration in Higher Education in Africa - Challenges and Opportunities
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Bridging XAPI into Higher Education: Learning Analytics, Ownership, and Privacy by Christian Glahn, has 20 slides with 2272 views.This presentation targets privacy aspects organisations need to understand and to consider for implementing XAPI and related learning analytics in complex and heterogeneous learning environments.
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Learning Analytics for online and on-campus education: experience and research by Tinne De Laet, has 58 slides with 930 views.This presentation was used Tinne De Laet, KU Leuven, for a keynote presentation during the event: http://www.educationandlearning.nl/agenda/2017-10-13-cel-innovation-room-10-learning-and-academic-analytics organised by Leiden University, Erasmus University Rotterdam, and Delft University of Technology. The presentations presents the results of two case studies from the Erasmus+ project ABLE and STELA, and provides 9 recommendations regarding learning analytics.
Learning Analytics for online and on-campus education: experience and researchLearning Analytics for online and on-campus education: experience and research
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Learning analytics: An opportunity for higher education? by Dragan Gasevic, has 50 slides with 2554 views.Slides used in my keynote at the Annual Conference of the European Association of Distance Teaching Universities - The open, online, flexible higher education conference - #OOFHEC2015
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Perspectives on Sustainability in Higher Education: Inviting and Leveraging C... by BCcampus, has 23 slides with 820 views.Vivian Neal, Educational Consultant, Teaching and Learning Centre, Simon Fraser University Janet Pivnick, Educational Consultant, Teaching and Learning Centre, Simon Fraser University Festival of Learning in Burnaby, B.C. - June 6-9, 2016
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ICT Initiatives in Higher Education Department, GOK by eGov Magazine, has 42 slides with 924 views.ICT Initiatives in Higher Education Department, GOK - Bharat Lal Meena, IAS Additional Chief Secretary to Government Education Department (Higher) Government of Karnataka, Bangalore
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The role of institutional data in Learning Analytics by Abelardo Pardo, has 49 slides with 1289 views.Learning analytics has the potential of improving how higher education institutions operate. A significant portion of this potential derives from the use of institutional data. In this talk we review the role of these units in achieving institutional capacity and show some examples of the type of solutions possible at the level of instructors.
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The role of data in the provision of feedback at scale by Abelardo Pardo, has 44 slides with 538 views.The abundance of data in learning environments poses both a potential and a challenge. Improvements in the student experience need a strong connection between data, learning design and the delivery platform. In this talk we explore some ideas on how to establish this connection with respect to feedback.
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2015 d. gašević an opportunity for higher education by EADTU, has 50 slides with 294 views.This document discusses learning analytics and its potential to benefit higher education. It notes that feedback loops between students and instructors are often missing or weak. Learning analytics uses data from learning environments and student information systems to provide insights. Case studies show learning analytics can increase student retention and educational attainment. However, few institutions have fully adopted learning analytics. Challenges include a lack of data-informed decision making culture and ensuring privacy and ethical use of student data. For learning analytics to advance, institutions need multidisciplinary teams, an analytics vision and culture, and to embrace the complexity of educational systems.
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Human-Centered Learning Analytics and Artificial Intelligence in Education: H... by Yannis, has 75 slides with 175 views.Although Artificial Intelligence (AI) and Learning Analytics (LA) have shown their potential in Education, stakeholders’ agency seems to be threatened. On the other hand, multiple issues regarding FATE (Fairness, Accountability, Transparency and Ethics) have been raised when AI or LA-based solutions are designed and implemented. These issues have been especially acute since the emergence of Large Language Models and Generative AI.   This talk discusses the quest for an optimal balance between human and computational agents, when LA tools and services are employed in a Technology Enhanced Learning (TEL) ecosystem. Through the discussion of relevant conceptual models and examples, it argues for Human-Centered Learning Analytics (HCLA) and Human-Centered Artificial Intelligence (HCAI) approaches, where agency and FATE principles are essential design parameters.   The talk focuses especially on LA/AI solutions that may position teachers as designers of effective interventions and orchestration actions. Selected Human-Centered Design (HCD) principles are discussed and illustrated, and directions for future research and development are formulated to overcome the main obstacles for adoption of human-centered approaches for LA and AI in education.
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The role of data in the provision of feedback at scale by Abelardo Pardo, has 33 slides with 1049 views.Technology mediation allows to capture comprehensive data sets about interactions occurring in learning experiences. Although these data sets have the potential of increasing the insight on how learning occurs, their use strongly depends on two aspects: the data has to be properly situated in the learning design, and the insights derived need to be translated into actions. In this talk we will explore how to establish this connection for the case of the provision of feedback. We will approach the problem from the point of view of intelligence amplification, that is, how data can support instructors to provide better support to learners through feedback. The talk will discuss some preliminary results from the Ontasklearning.org project.
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LACE Spring Briefing - Learning analytics are more than measurement by LACE Project, has 52 slides with 723 views.Keynote presentation by Dragan Gašević at the "Policies for Educational Data Mining and Learning Analytics" Briefing held on April 15 in Brussels.
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Learning and Behavioral Analytics From concept to reality by Abelardo Pardo, has 64 slides with 1453 views.How can learning analytics be taken from its design to its deployment in an educational institution? What are the issues, limitations, strategies? This presentation includes a descirption of Learning Analytics, examples, how to tackle systemic deployment and suggestions on how to build institutional capacity.
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Learning analytics are more than measurement by Dragan Gasevic, has 52 slides with 2886 views.Slides used for the keynote Learning analytics are more than measurement at Policies for Educational Data Mining and Learning Analytics Briefing organized by http://www.laceproject.eu/
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The Education Policy Outlook 2018 - Putting Student Learning at the Centre by EduSkills OECD, has 61 slides with 4441 views.Taking the students’ perspective, Education Policy Outlook 2018: Putting Student Learning at the Centre analyses the evolution of key education priorities and key education policies in 43 education systems. It compares more recent developments in education policy ecosystems (mainly between 2015 and 2017) with various education policies adopted between 2008 and 2014. This report includes around 200 policies spanning from early childhood education and care (ECEC) to higher education and lifelong learning on topics such as: improving the quality and access to ECEC, promoting education success for all students, reducing the negative impact of some system-level policies and practices, increasing completion of upper secondary education, developing quality vocational education and training, enhancing the quality of tertiary education, supporting transitions across education pathways and the labour market.
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Technology In K-12: Help I'm a New Teacher by Derrick Mears, has 44 slides with 92 views.This document discusses technology integration strategies for new K-12 teachers. It begins by outlining the need for technology integration, noting that today's students have grown up with ubiquitous technology use. It then provides an overview of various technology integration approaches like online learning, blended learning, flipped classrooms, and personalized learning. Specific tools and apps that can engage students are also presented, such as QR codes, Google Forms, polling apps, and screen recording software. The document aims to help new teachers make sense of educational technology and provide concise guidance on effective integration approaches.
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Using student data to transform teaching and learning by Bart Rienties, has 39 slides with 217 views.This document summarizes a webinar given by Dr. Bart Rienties on using student data and learning analytics to transform teaching and learning. Some key points: - Learning analytics aims to measure, collect, analyze and report data about learners to understand and optimize learning. Social learning analytics focuses on how learners build knowledge together. - The Open University has been a world leader in collecting and analyzing large-scale student data to provide actionable insights for students, teachers, and institutional benefit. Studies have shown the importance of linking learning analytics outcomes to student satisfaction, retention, and learning design. - Practitioners want learning analytics solutions that are integrated across an entire learning journey from initial inquiry through modules to
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Developing Digital Launch by InspirEdu, has 32 slides with 258 views.Developing Digital - Guide and Toolkit  for Senior Leaders Our Next event will hopefully be face to face in November - The Brighton EdTech Summit & Festival 2020 Thanks to ISBA
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