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satisfaction. A few things stood out: • **Undergraduates…

satisfaction.

A few things stood out:

• **Undergraduates account for \~60% of sessions**, far more than high school or graduate students.

• **Coding tasks have the highest completion rates (\~56–62%)**, while Research and Brainstorming are lowest (\~27–31%).

• **Repeat usage is high (\~70%)**, fairly consistent across student levels.

• Technical disciplines (e.g., Engineering/CS) show slightly higher “confused/gave up” rates compared to subjects like Math or Biology.

This is observational session data but it suggests AI may currently be more effective for structured tasks than open-ended ones.

Curious what others are seeing:

* Are students using AI more for completion or learning?
* Do open-ended tasks expose AI’s limitations more clearly?
#education What I found after analyzing 10,000 AI assistant sessions used by students

I came across a dataset of \~10,000 student sessions using an AI assistant and explored how usage patterns relate to outcomes and
earnings
4,000 mlx total
$0  total
engagement
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