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CodeGrade AutoTest results for a Jupyter Notebook, detailing IO tests, code structure, and overall score.

CodeGrade's online IDE displaying a Jupyter Notebook with coding questions, focused on the editing environment.

1. Immersive practice

Let students tackle real‑world problems in Notebooks straight away.

Boosts confidence as learners experiment without Jupyter setup barriers
Bridges theory and practice by combining code, data, and markdown
Prepares students for industry workflows from day one

CodeGrade's online IDE showing a Jupyter Notebook with calculation questions, awaiting student input.

CodeGrade Jupyter Notebook IDE displaying questions and corresponding AutoTest results for immediate feedback.

2. Create one environment

Guarantee that every notebook runs the same way, regardless of student hardware.

Eliminates “it works on my machine” questions
Ensures equity by giving all students identical resources
Frees instructors to focus on teaching rather than technical fixes

3. Give instant feedback

Students see their Notebook errors and results side‑by‑side to deepen conceptual understanding.

Helps learners see the impact of changes immediately
Encourages iterative experimentation and discovery
Reduces frustration by pointing out issues before they escalate

Jupyter Notebook in CodeGrade showing coding questions alongside an AutoTest panel with grading results.

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Discover how institutions use CodeGrade to improve their coding courses

Jamie Andrews

Director of Graduate Programs

I can see the student submissions and slowly watch their scores creep up, which is incredibly rewarding!

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Angela Venable

Assistant Professor, Ivy Tech Community college

“I also find students get more engaged when they get quicker feedback.”

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Kevin McDonnell

CS Undergraduate Program Director

"That's one thing I really like about CodeGrade - how seamlessly all the pieces work together."

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