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Case: automate the plant or retrain the workforce?

Advanced
10 min
Case
An auto-components maker can automate one line for ₹12 crore, cutting 60 of 200 jobs and paying back in four years — or retrain the same workers for ₹3 crore with an uncertain productivity gain. The plant is the largest employer in its town.

An advanced-level session of about 10 minutes. You join 3 other speakers already in the discussion. You get 90 seconds to prepare before it starts.

A group can talk about this one for ten minutes without ever saying the sentence that matters, which is that sixty people lose their jobs in the town where the plant is the largest employer. The pull is towards a third option that avoids choosing — automate gradually while retraining — and it will be proposed early, warmly received, and costed by nobody. Making the group price it is a real contribution. The four-year payback and the ₹12 crore against ₹3 crore are the terms the discussion should be conducted in, and the uncertain productivity gain on the retraining side is the weakness its supporters have to own rather than skate over. Whoever names who carries the cost, and does not soften it, changes the register of the room.

Angles worth taking

  • Say the hard sentence: sixty jobs, in the town where the plant is the largest employer.
  • The do-both compromise arrives early and uncosted. Ask what it costs before the group adopts it.
  • An uncertain productivity gain is the retraining case's weakness. Its supporters should own it.
  • Four-year payback against a plant's lifetime is the frame. Use the numbers, not the adjectives.
  • Retrain for what, exactly? A retraining plan with no destination job is a delay, not an answer.
Case: automate the plantor retrain the workforce?
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The format

Speakers in the room

You plus 3 other speakers


Preparation time

90 seconds


Modes

Learn (guided) · Mock (exam-real)

How a group discussion session works

1

Read the situation

You get the topic and the real disagreement behind it — who wants what, and why the obvious answer is not obvious. No hunting for context.

2

Take your prep time

A short prep clock, the same as a real round. Enough to pick a position and one example. Not enough to write a speech, which is the point.

3

Get into the discussion

The AI participants open with their own positions and keep going. You enter when you find the gap, name what you are adding, and hold your turn.

4

Read the report

How much of the discussion was yours, whether you built on others or restarted, your fluency and clarity, and the two things to fix next time.

What you're scored on

A GD panel is not scoring the topic. Across every discussion below, the same four things decide the result, and they are what the report measures.

Your objective

Contribute real points, build on what others say, and hold your share of the discussion without dominating it.

Content

Whether your points are real — an example, a number, a consequence — or a restatement of the topic in longer words.

Entry and airtime

Whether you got in at all, how often, and whether you held your share without running the whole room.

Listening

Whether you answered what was actually said. Building on someone, or disagreeing with their point specifically, scores far above a prepared line.

Delivery

Pace, clarity and steadiness under interruption — the part that decides whether a good point survives being made.

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