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What's the Problem with Learning Analytics?


Ethical Challenges for Learning Analytics - Open Research Online

He notes that teaching and learning are processes that involve knowing why, as well as what. Simply being presented with the outcomes of a set of algorithms ...

Towards strengthening links between learning analytics and ...

Despite broad attention to issues of equity in education, there has been little systematic attention paid to subgroup fairness in learning analytics, despite ...

Chapter 13: Teacher and Student Facing Learning Analytics

ing what kind of problem students might be facing in a particular situation [86]). Most existing dashboards have focused on supporting teacher sense-making ...

Disparities in Students' Propensity to Consent to Learning Analytics

A concern is that students opting out of learning analytics may skew predictive models, in particular if certain student populations ...

Full article: Learning analytics: challenges and limitations

Aside from the ethical issues surrounding the tracking of learners in online spaces, implementations, and learning how to respond to the data generated, may ...

What Challenges Are Holding Us Back From Adopting Learning ...

Higher educational institutions need to demonstrate the value of learning analytics, provide users with training, clearly identify users' needs, and establish a ...

Responsible use of learning analytics to improve the university ...

Problems related to enforced data collection, biased datasets and misleading algorithms have hit the headlines. At the same time, the learning ...

Subversive Learning Analytics | LAK21 - ACM Digital Library

This paper puts forth the idea of a subversive stance on learning analytics as a theoretically-grounded means of engaging with issues of power and equity in ...

Problem? What problem? - Living Learning Analytics Blog

If students are to use learning analytics to change their own behaviour, we need to find ways to communicate the need to change to them.

Learning Analytics - How is this being used in the real world? - Reddit

... problem that they don't know how to set ... What are some realistic goals for statistical analysis or machine learning using UFO data?

What are Learning Analytics? - Quora

It encompasses software and data-analytical tools and technologies as well as pedagogies, learning theories, and privacy and ethics issues with ...

Learning Analytics 101 - NYU Steinhardt

What is Learning Analytics? A high level overview ... It also briefly discusses some of the challenges of using learning analytics to transform education.

Learning analytics in higher education --- challenges and policies

It also reveals the shortage of guidance for developing data literacy among end-users and evaluating the progress and impact of learning analytics. Moreover, ...

A learning analytics approach towards understanding collaborative ...

This exploratory paper highlights how problem-based learning (PBL) provided the pedagogical framework used to design and interpret learning analytics.

What are the challenges and future researches of Learning Analytics ...

I think a major challenge is having the wherewithal to capture the learning analytics and use these data in decision-making on instructional ...

Learning Analytics - EdTech Books

The data, coupled with predictive tools, can see potential issues before they fully form. With such power, teachers can quickly intervene with students. But at ...

Learning Analytics: The Emergence of a Discipline - Sage Journals

The challenges facing LA as a field are also reviewed, particularly regarding the need to increase the scope of data capture so that the complexity of the ...

Challenges and Limitations

The foremost challenge relates to privacy concerns. From collecting data all the way to wanting to share data to further research on learning analytics.

About learning analytics - Reddit

I think mostly in commercial contexts, the ability for stakeholders to interpret and understand analysis is limited to basic descriptive ...

Challenges Faced in Learning Analytics | by MagicBox - Medium

Working with a range of datasets: Optimising learning environments is a challenge since learners look for support from external analytics for ...