Learning Analytics, Educational Data Mining, Adaptive Learning
5.9K views | +10 today
Learning Analytics, Educational Data Mining, Adaptive Learning
Making sense of results and student activity
Your new post is loading...
Your new post is loading...

Popular Tags

Suggested by Learning Futures
June 23, 2015 10:23 PM
Scoop.it!

Learning Analytics: Principles and Constraints

Learning Analytics: Principles and Constraints | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Within the evolution of technology in education, Learning Analytics has reserved its position as a robust technological field that promises to empower instructors and learners in different educational fields. The 2014 horizon report (Johnson et al.,
Mª Jesús García S.M.'s curator insight, June 25, 2015 1:56 AM

Some interesting tips to read on learning analytics

Rescooped by davidgibson from Financial Services Innovation and Data Science
June 21, 2015 6:32 AM
Scoop.it!

Gartner Says Advanced Analytics Is a Top Business Priority

Gartner Says Advanced Analytics Is a Top Business Priority | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it

Gartner, Inc. said that advanced analytics is the fastest-growing segment of the business intelligence (BI) and analytics software market and surpassed $1 billion in 2013.


Via Luca Naso, Robert McKenzie
Fàtima Galan's curator insight, June 12, 2015 3:45 AM

"creating value from data requires a range of talents, from data integration and preparation, to architecting specialized computing/database environments, to data mining and intelligent algorithms."

Elías Manuel Sánchez Castañeda's curator insight, June 13, 2015 10:19 AM

Many entrepreneurs "manage their business by hunches and / or occurrences (the flavor of the day)", without denying that the intuitive part is important can not only handle business in this way, it is necessary to analyze, identify evidence in the world Internet this has been facilitating increasingly so the company Gartner stressed that "Advanced analytics is a top business priority". We are in the field of Business Intelligence (BI), which means that companies (whether big or small) must develop the skills to achieve taking as input DATA + INFORMATION + DECISIONS + ACT equal RESULTS.

Robert McKenzie's curator insight, June 21, 2015 3:50 AM

Sounds simple ..just add data and insight

 

Scooped by davidgibson
June 14, 2015 11:21 PM
Scoop.it!

Fast-Track, On-Demand, No-Fee Program to Become a Data Scientist

Fast-Track, On-Demand, No-Fee Program to Become a Data Scientist | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
We have re-designed our online, accelerated data science apprenticeship: it is now available to anyone, at no cost, with no restrictions, and does not require…
davidgibson's insight:

Help yourself!

No comment yet.
Rescooped by Peter Mellow from Educational Technology in Higher Education
June 11, 2015 4:42 AM
Scoop.it!

Ten tips for safe and effective learning analytics

Ten tips for safe and effective learning analytics | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
A Google search for ‘improving student experience’ brings up around 30,000 hits.  

Via Mark Smithers
No comment yet.
Scooped by Kim Flintoff
June 10, 2015 7:43 AM
Scoop.it!

What do teachers really think of data tools? | eSchool News | eSchool News

What do teachers really think of data tools? | eSchool News | eSchool News | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Two-thirds of teachers in a Gates Foundation study said they are not completely satisfied with the data, or tools designed to help them work with data, which they are able to access on a regular basis.

Teachers Know Best: Making Data Work for Teachers and Students examines digital instructional tools that help teachers collect and use student data and attempts to outline the challenges teachers face when working with these digital tools.
No comment yet.
Scooped by Peter Mellow
June 4, 2015 8:10 AM
Scoop.it!

Code of Practice for Learning Analytics launched | Effective Learning Analytics

Code of Practice for Learning Analytics launched | Effective Learning Analytics | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it

Today Jisc is launching the Code of Practice for Learning Analytics at the UCISA Spotlight on Digital Capabilities event here in the amazing MediaCityUK at Salford Quays.

No comment yet.
Scooped by Kim Flintoff
May 26, 2015 10:31 PM
Scoop.it!

University's new data platform will map student time - eCampus News

University's new data platform will map student time - eCampus News | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Illinois State chooses Informatica to harness analytics around students’ full potential

data-projectInformatica Corporation, an independent provider of data integration software, announced that Illinois State University (Illinois State) has made Informatica the cornerstone of its ability to harness data to enable student success.

Specifically, Illinois State has implemented Informatica PowerCenter as the data integration foundation of its multi-year “LEAPForward” project, which is aimed at optimizing student-oriented business and data processes and providing a platform for business intelligence and analytics to enable student success at the university and beyond.
No comment yet.
Rescooped by Kim Flintoff from Educational Technology News
May 12, 2015 8:55 PM
Scoop.it!

Push Learning: How Smart Notifications Will Change Education

Push Learning: How Smart Notifications Will Change Education | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it

"Learner profiles will soon drive "push learning" that will queue playlists of learning experiences to help learners skill up."


Via EDTECH@UTRGV
Scott Holcomb's curator insight, May 8, 2015 11:07 AM

Excellent read-

John Dargan's curator insight, May 12, 2015 4:21 AM

May not be useful. Just setting up Scoop.it

Scooped by Peter Mellow
May 8, 2015 7:53 AM
Scoop.it!

Big Data is useful, but we need to protect your privacy too

Big Data is useful, but we need to protect your privacy too | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Researchers are tapping into some of the massive amounts data collected these days, which could include information about you. But how do they protect your privacy?
No comment yet.
Scooped by Kim Flintoff
May 6, 2015 11:21 PM
Scoop.it!

Make the most of student data

Make the most of student data | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it

When you hear the term data, you might not get very excited. Data has a reputation for being dry, boring and difficult to deal with. All this changes, however, when you consider data’s capabilities.

 

The truth is, of all the amazing technological advancements in recent decades, the ability to quickly capture, analyze and apply data on student learning and progress has the potential to facilitate some of the biggest improvements to our educational system we’ve seen yet. We’ve had access to basic student data through standardized testing for a long time, but only in the past decade have complex data systems become affordable and accessible enough for administrators and teachers to use them to track real-time student data. These systems can help us differentiate and personalize instruction, use formative assessments effectively and optimize districtwide tech initiatives — in short, they can revolutionize education.

 

This isn’t hype. Research backs up data’s crucial role in maximizing student success.

No comment yet.
Scooped by Kim Flintoff
April 16, 2015 8:28 PM
Scoop.it!

Finding Needles in Rapidly Growing Haystacks: The Challenge of Data in Education

Finding Needles in Rapidly Growing Haystacks: The Challenge of Data in Education | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
We have so much data in education, but just because it's collected does not mean that it is particularly valuable or even usable.
Milena Bobeva's curator insight, April 17, 2015 5:15 AM

It is a 'win-win' if we measure the right things with the right instruments. Giving the end user the ability to interrogate the data in ways they want should balance some of the bias that might come from eliminating important context characteristics. Then the NSS could be balanced off with other operational data....

John Caswell's curator insight, April 20, 2015 4:14 AM

The Edward Tufte Effect...

Scooped by Kim Flintoff
April 1, 2015 11:52 PM
Scoop.it!

Becoming A Data Scientist: What A Data Scientist ISN’T -

Becoming A Data Scientist: What A Data Scientist ISN’T - | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
bigdata, community, internet of things, smart cities, data, open data, global, events, conference
No comment yet.
Scooped by Kim Flintoff
April 1, 2015 6:52 PM
Scoop.it!

Lynn University To Track Student Attendance by iPad Location -- Campus Technology

Lynn University To Track Student Attendance by iPad Location -- Campus Technology | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Next spring, Lynn University in Boca Raton, FL, will pilot Core Principle's Class120, technology that monitors class attendance by "pinging" the location of students' iPads.
No comment yet.
Scooped by Peter Mellow
June 22, 2015 11:37 PM
Scoop.it!

Can Data Improve Education Without Compromising Privacy?

Can Data Improve Education Without Compromising Privacy? | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Do the benefits of student analytics outweigh concerns over individuals’ privacy?
No comment yet.
Rescooped by Kim Flintoff from Digital Delights
June 16, 2015 8:41 PM
Scoop.it!

Will Learning Analytics Transform Higher Education?

Discussion on the elements, actors, cultural change and scenarios that are related to Learning Analytics in Higher Education Institutions. Presentation given at the Digital Education Show Asia, Kuala Lumpur, June 2015


Via Ana Cristina Pratas
ERBRAINS MICROSOFT DYNAMICS's curator insight, June 17, 2015 1:53 AM

Thanks for Sharing Nice Info

Scooped by Kim Flintoff
June 12, 2015 10:45 PM
Scoop.it!

Making Students Partners in Data-Driven Approaches to Learning

Making Students Partners in Data-Driven Approaches to Learning | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Increasingly educators are relying on student data to make instructional decisions, but how much more useful could that information be in the hands of students themselves?
No comment yet.
Scooped by Kim Flintoff
June 11, 2015 12:34 AM
Scoop.it!

The Chief Data Officer in Higher Education (EDUCAUSE Review) | EDUCAUSE.edu

The Chief Data Officer in Higher Education (EDUCAUSE Review) | EDUCAUSE.edu | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it

Key Takeaways

- The role of chief data officer meets two urgent needs on campus: leading data administration efforts and building analytics capacity to drive decisions with data.
- Like all valuable assets, data need active, intentional, and coherent management, perhaps best known as data governance.
- The CDO can and should evangelize the value of data for analytics and decision support, while data governance ensures the best data are available to support an institution's tactical needs and strategic objectives.

No comment yet.
Rescooped by Peter Mellow from Educational Technology in Higher Education
June 8, 2015 8:26 AM
Scoop.it!

Code of practice for learning analytics | Jisc

Code of practice for learning analytics | Jisc | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Setting out the responsibilities of educational institutions to ensure that learning analytics is carried out responsibly, appropriately and effectively.

Via Mark Smithers
Scooped by Kim Flintoff
June 3, 2015 9:27 PM
Scoop.it!

Self-Organizing Map Helps Analyze Student Behaviors

Self-Organizing Map Helps Analyze Student Behaviors | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
We've developed, with great help from Deloitte Consulting in Perth, a model of student behaviors in higher education. The model covers 52,000 students over a roughly 5 year period and has allowed us to create trajectories, micro-segmentation of the population, and to focus new ideas about interventions.
No comment yet.
Rescooped by Kim Flintoff from Educational Technology News
May 12, 2015 8:56 PM
Scoop.it!

Universities find a collaborative way to measure and obtain success

Universities find a collaborative way to measure and obtain success | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
An Amazon Web infrastructure has allowed for a predictive analytics framework to determine a university’s at-risk students.

Via EDTECH@UTRGV
No comment yet.
Scooped by Peter Mellow
May 11, 2015 9:06 PM
Scoop.it!

The importance of learning analytics - Working Papers

The importance of learning analytics - Working Papers | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
This paper reviews the literature related to learning analytics and seeks to define learning analytics, its processes, and its potential to advance teaching and learning in online education. While until …
No comment yet.
Rescooped by Kim Flintoff from Big Data, Computation and Internet of Things
May 7, 2015 7:57 PM
Scoop.it!

Caliper Analytics Specification Set for Release -- Campus Technology

Caliper Analytics Specification Set for Release -- Campus Technology | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
The Caliper Analytics interoperability specification from the IMS Global Learning Consortium has achieved "candidate final release" status.

Caliper Analytics is a new standard that aims to reduce the cost of collecting analytics data from digital educational tools and to simplify the process of presenting that data consistently, according to information from IMS Global. The specification includes a Sensor API (application programming interface) to enable the collection of analytics data and Metric Profiles to establish a common format for presenting that data.
No comment yet.
Scooped by Kim Flintoff
May 6, 2015 11:19 PM
Scoop.it!

Make student data over-the-counter

Make student data over-the-counter | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Much like over-the-counter medicines, student data should carry easy-to-understand labeling and guidance to help people use it properly.

 

Student data systems can help educators differentiate and personalize instruction, use formative assessments effectively and optimize districtwide tech initiatives. In short, they can revolutionize education.

 

Yet student data is only as effective as an educator’s ability to interpret it. Most data reports fall short because they are counterintuitive or difficult to understand.

No comment yet.
Scooped by Jacqui Kelly
April 7, 2015 11:23 PM
Scoop.it!

Experience API: What Does It Mean For You? - eLearning Industry

Experience API: What Does It Mean For You? - eLearning Industry | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Want to find out how Experience API can be used to track learning across devices and beyond courses? Check the Experience API: What Does It Mean For You?
Jacqui Kelly's insight:

(via Kim) - a nice explanation of Experience API. 

No comment yet.
Scooped by Kim Flintoff
April 1, 2015 6:59 PM
Scoop.it!

Know Thy Students: Providing Aggregate Student Data to Instructors (EDUCAUSE Review) | EDUCAUSE.edu

Know Thy Students: Providing Aggregate Student Data to Instructors (EDUCAUSE Review) | EDUCAUSE.edu | Learning Analytics, Educational Data Mining, Adaptive Learning | Scoop.it
Key Takeaways

- Learner-centered approaches to higher education require that instructors have insight into their students' characteristics, but instructors often prepare their courses long before they have an opportunity to meet the students.

 

- To address this dilemma, we developed the institutional

Student Profile Report, which informs instructors about the demographics, enrollment history, and general academic performance of the students in their upcoming classes before the start of the semester.

 

- Survey results indicated that instructors found the report interesting and useful, and our analysis of grade outcomes found that the report did not introduce bias in letter grade assignment.

No comment yet.