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Abhimanyu Gupta
All inventions
PrototypeExperimental

Interview Practice

Practice interviews with feedback on delivery, not just content.

Student Learning

The problem

Students rehearse interview answers in their head and get feedback on their answers only. Nobody tells them how the answer actually lands.

The idea

Record timed practice sessions and return structured, private feedback on content, structure, and pacing.

What it does

  • Runs timed practice questions.
  • Returns feedback on structure, pacing, and filler language.
  • Keeps everything private to the student.

How it works

  1. 1

    Practice

    Answer a question on camera.

  2. 2

    Analyze

    Delivery signals are extracted from the recording.

  3. 3

    Iterate

    The student re-runs the same question.

Research connection

Student Learning — deliberate practice with feedback in a professional skill.

See the research pillars

Design decisions

  • Private by default.
  • Feedback is descriptive rather than scored.

Behavioral design

Feedback loops plus low-stakes repetition; the ability to retry immediately is what changes behavior.

Classroom use

Prototype used with students preparing for internship and full-time interviews.

What I learned

  • Delivery feedback is uncomfortable and unusually effective.
  • Anything that feels like scoring a personality kills adoption instantly.

Related work