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Table 2 Discovered learning tactics for HDS students

From: Providing insights into health data science education through artificial intelligence

Tactic

Percentage

Length

Dominated learning actions

Description

Association with Final Performance

Elaboration

45% of all learning sessions

Median 25 actions per session

Video pause and replay

This tactic includes using various learning actions; however, the dominant learning actions are video replay and video pause.

r = 0.38, p = 1.43e-113

Programming and problem-solving

24% of all learning sessions

Median 4 actions per session

Lab and quiz

As dominant learning actions in this tactic are lab and quiz.

r = 0.35, p = 1.30e-92

Peer learning

19% of all learning sessions

Median 5 actions per session

Peer-reviewed and discussion

The peer-reviewed project and discussion are the most used learning actions in this tactic.

r = 0.55, p = 3.04e-260

Rehearsal

12% of all learning sessions

Median 9 actions per session

Video seek and revisit

The most frequent learning actions in this tactic are video seek and video revisit.

r = 0.19, p = 8.82e-29