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Using data collected from real students working on programming assignments, we are able to generate on-demand, next-step hints for students who get stuck on these assignments. The SourceCheck algorithm matches students' code to previously observed code from students who successfully completed the assignment and recommends an edit based on how those students progressed.

See an explanation of iSnap's help features below, or try them out yourself with this demo. Select any assignment and test out the hints. When a student needs help, they can ask iSnap to check their work. To start off, it shows two colors: Blocks that are highlighted in magenta probably don't belong in a solution. Blocks that are highlighted in yellow probably do belong in the solution, but may not be in the right place.

Hovering over a yellow-highlighted block will show where it can be moved. If the suggestion is followed, the button or input outline disappears, indicating the student has successfully followed the hint. The above demo shows off iSnap's newest hint interface, but much of the earlier research with iSnap used a simpler hint interface, based on the Contextual Tree Decomposition CTD algorithm.

For more information on the data-driven algorithm that powers iSnap, see: Price, T. Zhi and T. Price, T. For more information on iSnap and its initial pilot evaluation, see: Price, T. Dong and D.

Liu, V. Zhi, Y. Dong, N. Lytle and T. Programming can be quite challenging, and for novices it can be filled with negative self-assessments e. What students often fail to realize is that they are making progress, they just can't see it yet.

The AIF system addresses this in part by breaking the problem down into subgoals that are more manageable than an entire problem. AIF also provides students with real-time feedback on their progress on programming assignments, using a hybrid data-driven progress assessment algorithm.

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Editors' Review Download. Full Specifications. What's new in version 1. Release April 20, Date Added April 20, Version 1. Operating Systems. Additional Requirements None.

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Empower With AI iSnap is an education technology company that is empowering the global workforce to build an AI-powered future through world-class education, hands-on training, and a collaborative community.