CAT and MBA Entrance Preparation Module 10 – Admissions: written tests, group discussions and interviews

Questions on your degree and your work

Prepare for interview questions on your degree subject and your job: five core ideas, a work story with your part and a number, and gaps told honestly.

Beginner
20 minutes
Examples run with Python 3.14.8 and Pyodide 314.0.7
By MySmartCoPilot

Free: Questions on your degree test whether you can explain it simply · A work story names the team, your part, a number and a lesson · A gap, a switch or a low mark takes three sentences · Practise: ten questions on degree and work. With a pass: 2 in-depth parts and 3 interview answers, about 13 minutes.

What you will learn

Prepare five core ideas of your own degree subject for an interview
Describe your work with your own part, a number and what you learned
Explain a gap, a switch or a low mark honestly and briefly
Check a work story against what your documents can support

Before you start

The MBA personal interview: what panels assess

What you’ll learn · Before you start

What you will learn

Prepare five core ideas of your own degree subject for an interview
Describe your work with your own part, a number and what you learned
Explain a gap, a switch or a low mark honestly and briefly
Check a work story against what your documents can support

Before you start

The MBA personal interview: what panels assess

On this page

Two lines of every application invite questions you can predict: the degree you studied and the work you have done. A panel can test the first in a minute and the second in one follow-up, and at IIM Bangalore a candidate found to have given incorrect information about work experience is barred from applying to its programmes for the next three years.

Prepare both from what you can explain and show: five core ideas of your subject, a work story with your own part and a number, and three honest sentences for a gap, a switch or a low mark.

Questions on your degree test whether you can explain it simply

Questions on your degree check whether you understood what you studied well enough to explain it to someone outside it. Prepare five core ideas of your own subject. For each, write two sentences a non-specialist can follow, one place where you have seen it used, and a number where there is one. Here is one idea from each of four kinds of degree:

Degree	One core idea, plainly	Where you see it, with a number
Engineering (computer science)	binary search halves a sorted list at every check	20 checks find one entry among 10,00,000 sorted ones
Commerce	compounding: interest earns interest	₹1,00,000 at 8 % a year grows to ₹1,46,933 in five years
Science (statistics)	a A number from a statistical test that says how surprising data at least as extreme as yours would be if a chosen model, such as a fair coin, were true. describes the data under a model, not the model’s chance of being true	a trial’s p = 0.03 is not a 97 % chance that the drug works
Humanities (economics)	inflation erodes what money buys; India targets 4 % consumer-price inflation, within 2 to 6 %	after a year of 6 %, ₹100 buys what ₹94.34 did

The p-value row follows the American Statistical Association’s statement on p-values, and the inflation target is the Reserve Bank of India’s. The program works out the other three numbers; change one to a number from your own subject:

The table's three numbers, worked out Python · ideas/ideas.py

"""The numbers in the lesson's table of core ideas, worked out: how many checks binary search needs to find one entry
among a million sorted ones, what compounding makes of 1 lakh rupees at 8 % a year for five years, and how much of
100 rupees' buying power is left after a year of 6 % inflation. Press Edit and put in a number from your own subject."""
import math


def rupees(x):
    """Indian digit grouping: 146933 -> 1,46,933."""
    s = str(round(x))
    head, tail = s[:-3], s[-3:]
    groups = []
    while len(head) > 2:
        groups.insert(0, head[-2:])
        head = head[:-2]
    return ",".join(([head] if head else []) + groups + [tail])


entries = 1_000_000
checks = math.floor(math.log2(entries)) + 1
print(f"Binary search: at most {checks} checks to find one entry among {rupees(entries)} sorted entries")

principal, rate, years = 100_000, 0.08, 5
value = principal * (1 + rate) ** years
print(f"Compounding: {rupees(principal)} rupees at 8 % a year for {years} years grow to {rupees(value)} rupees")

inflation = 0.06
left = 100 / (1 + inflation)
print(f"Inflation: after a year of 6 %, 100 rupees buy what {left:.2f} rupees bought a year earlier")

Output

Binary search: at most 20 checks to find one entry among 10,00,000 sorted entries
Compounding: 1,00,000 rupees at 8 % a year for 5 years grow to 1,46,933 rupees
Inflation: after a year of 6 %, 100 rupees buy what 94.34 rupees bought a year earlier

Recorded with Python 3.14.8 on macOS 26 arm64. To run it yourself: mise exec python@3.14.8 -- python3 ideas.py

Questions on your degree can come back to the idea you named, so prepare each one a step past its definition.

Checkpoint

Check: Core ideas of your degree

Question 1 of 2 Which way of preparing a core idea of your degree follows the lesson's method?
Choose one answer.

The textbook definition, word for word Only the hardest topic of the syllabus Two plain sentences, one place you have seen it used, and a number where there is one Ten ideas, one line each

Show the answer: Question 1 of 2

Answer: Two plain sentences, one place you have seen it used, and a number where there is one

Prepare five core ideas of your own subject, each in two plain sentences with one real use and a number, and one step past its definition, because a second question on the same idea is likely.
Question 2 of 2 At most how many checks does binary search need to find one entry among 10,00,000 sorted ones?
Type a number.
Your answer checks

Show the answer: Question 2 of 2

Answer: 20 checks

Each check halves what is left, and 2 to the power 20 is just over 10 lakh, so 20 checks are enough: the program works it out as the floor of log2(1,000,000) plus 1.

A work story names the team, your part, a number and a lesson

Questions on your work ask what you did, so a work story: A short account of one piece of your work for an interview: what the team did, what you did yourself, a result with a number and what you would do differently. holds four things: what the team did, what you did yourself, a result with a number, and what you would do differently. The program checks five stories and prints the follow-up each gap invites:

Five work stories checked for team, your part, a number and a lesson Python · stories/work_story.py

"""Five work stories checked for what a panel listens for: what the team did, what you did yourself (not "we"), a
result with a number, and what you would do differently. A missing part prints the follow-up it invites. The stories
are invented. Press Edit, write your own story into STORIES, and run it again."""

INVITES = {
    "team": "What was the team trying to do?",
    "mine": "What did you do yourself?",
    "result": "How much, and how do you know?",
    "lesson": "What would you do differently?",
}

STORIES = [
    ("Rohit, technical sales", {
        "team": "Our team sells switchgear to factories in two districts.",
        "mine": "I took over 14 dormant accounts and visited each one with a maintenance plan.",
        "result": "Nine of them ordered again within six months, about 38 lakh rupees of orders.",
        "lesson": "I would ask for the maintenance logs before the first visit, not after it.",
    }),
    ("Ananya, bank branch", {
        "team": "My branch opens about 300 accounts a month.",
        "mine": "We reduced the time it takes to open an account.",
    }),
    ("Vikram, software", {
        "team": "My team of six maintains a hospital's billing system.",
        "mine": "I rewrote the nightly job that matches payments to bills.",
        "result": "It now finishes in 40 minutes instead of 3 hours.",
    }),
    ("Ishita, a nonprofit", {
        "mine": "I ran a reading programme in eight villages.",
        "result": "Attendance stayed above 70 % for a year.",
        "lesson": "I would train local volunteers earlier, because two centres closed when I moved.",
    }),
    ("Dev, consumer-goods sales", {
        "team": "Our area team supplies about 1,100 shops.",
        "mine": "I mapped which shops ran out of stock at weekends.",
        "result": "Weekend stock-outs fell a lot.",
        "lesson": "I learned that data beats instinct.",
    }),
]


def problems(story):
    found = []
    for part in ("team", "mine", "result", "lesson"):
        text = story.get(part, "")
        if not text:
            found.append((part, "missing"))
        elif part == "mine" and text.lower().startswith("we "):
            found.append((part, 'says "we"'))
        elif part == "result" and not any(ch.isdigit() for ch in text):
            found.append((part, "has no number"))
    return found


complete = 0
for n, (who, story) in enumerate(STORIES, start=1):
    found = problems(story)
    print(f"{n}. {who}: {'complete' if not found else f'{4 - len(found)} of 4 parts hold'}")
    for part, why in found:
        print(f"   {part} {why}; likely next: {INVITES[part]}")
    complete += not found
print(f"\nStories that hold: {complete} of {len(STORIES)}")

Output

1. Rohit, technical sales: complete
2. Ananya, bank branch: 1 of 4 parts hold
   mine says "we"; likely next: What did you do yourself?
   result missing; likely next: How much, and how do you know?
   lesson missing; likely next: What would you do differently?
3. Vikram, software: 3 of 4 parts hold
   lesson missing; likely next: What would you do differently?
4. Ishita, a nonprofit: 3 of 4 parts hold
   team missing; likely next: What was the team trying to do?
5. Dev, consumer-goods sales: 3 of 4 parts hold
   result has no number; likely next: How much, and how do you know?

Stories that hold: 1 of 5

Recorded with Python 3.14.8 on macOS 26 arm64. To run it yourself: mise exec python@3.14.8 -- python3 work_story.py

Only Rohit’s story holds. Ananya’s “we reduced the time” hides her part and has no number, and Dev’s stock-outs “fell a lot”. The program cannot tell that Dev’s “data beats instinct” is a lesson anyone could claim: that judgement is yours.

Your story must match your documents

IIM Calcutta asks for an employer’s letter giving your start date, end date, designation and role, with payslips from each employer. IIM Bangalore will not consider further a candidate found to have given incorrect information about work experience. Tell your story in the months and the title those papers show.

Told that way, a story survives both the panel’s follow-up and the documents on the table.

Key idea

A work story holds the team’s aim, your own part said with “I”, a result with a number and a real lesson, in the months and the title your documents show.

Checkpoint

Check: Work stories

Question 1 of 2 "We reduced the time it takes to open an account." Which follow-up is it most likely to get first?
Choose one answer.

What did you do yourself? None, since the answer is complete Why do you want an MBA? What was the team trying to do?

Show the answer: Question 1 of 2

Answer: What did you do yourself?

A work story says what you did yourself, in a sentence with "I". The next gaps are the number (by how much?) and the lesson.
Question 2 of 2 What does IIM Calcutta's 2027-29 policy ask for to support the work experience you claim?
Choose one answer.

Nothing beyond the CAT form A reference from a colleague An employer's letter giving your start date, end date, designation and role, and payslips from each employer A certificate from your college

Show the answer: Question 2 of 2

Answer: An employer's letter giving your start date, end date, designation and role, and payslips from each employer

So tell your story in the months and the title your letter shows: a story that stretches either is a claim the documents will contradict.

A gap, a switch or a low mark takes three sentences

A gap, a switch of field or a low mark is a line a panel will ask about, and an answer that hides it costs more than the line itself. Tell it in three sentences, well under a minute: the fact, what you did, what it taught you. Walk through Rohit’s record, where all three appear:

Timeline · 4 events in order Rohit's record, and what he says at each turn Walk through the four phases of his record. Each hard line gets three sentences, the fact, what he did and what it taught him, well under a minute.

Third semester

A failed paper, cleared at the next attempt low mark

The fact: he failed one paper in his third semester of electrical engineering. What he did: cleared it at the next attempt and finished with 68 % overall. What it taught him: to start revising a month earlier, which he has done since.
Nine-month gap

Preparing for a recruitment exam, tutoring on the side gap

The fact: nine months after graduating, spent preparing for a public-sector engineering exam he did not clear. What he did: tutored six students in mathematics part-time. What it taught him: that he liked explaining technical things to the people who use them.
First job

Technical sales of switchgear, 20 months switch

The fact: he joined an electrical equipment maker's sales team, not a design team. What he did: took over 14 dormant accounts, and nine ordered again within six months. What it taught him: that the gap year had pointed him to the right work.
Now

The switch becomes the start of his chain

The three lines now read as one story. He wants to run a sales region, and the gap he names is the planning and finance he lacks, which is what an MBA adds.

Each answer states the fact first and never argues with it. The third sentence does the work: it turns the line into a step towards the role his chain ends in.

Defending a gap at length

A two-minute defence of a nine-month gap tells the panel the gap worries you. Three sentences tell it you have dealt with it.

Checkpoint

Check: Gaps, switches and low marks

Question 1 of 2 In what order does the lesson tell a gap, a switch or a low mark?
Choose one answer.

Only the fact, nothing else The fact, what you did, what it taught you What it taught you, the fact, a joke The reason it was not your fault, the fact, an apology

Show the answer: Question 1 of 2

Answer: The fact, what you did, what it taught you

Three sentences, well under a minute. Rohit's gap: nine months preparing for an exam he did not clear, tutoring six students meanwhile, and learning that he liked explaining technical things to the people who use them.
Question 2 of 2 A candidate has prepared a two-minute explanation of a nine-month gap. What would you change, and why?
Choose one answer.

Keep it, since more detail is more convincing Cut it to three sentences, since a long defence tells the panel the gap worries you Drop it, since the panel may not ask Open the interview with it

Show the answer: Question 2 of 2

Answer: Cut it to three sentences, since a long defence tells the panel the gap worries you

A gap is a line like any other: three prepared sentences, the fact, what you did and what it taught you, and the panel moves on.

Practise: ten questions on degree and work

Ten questions, untimed, on core ideas, work stories and hard lines. Your weakest idea is asked about first, and any question you get wrong is asked again before the end.

Subject questions for engineering, commerce, science and humanities graduates, with model explanations Pro: opens with a Pro, Premium or Ultimate pass

Seven questions a panel can ask about four kinds of degree, each with what it tests, a model explanation with its number and the follow-up to expect. A program works out every number at the end.

In this part:

Engineering: a busy server and a database index
Commerce: an instalment and a break-even point
Science: what a p-value does not say
Humanities: the repo rate and what inflation does to savings
Every number, worked out by a program

1 diagram · 1 runnable example (Python) · about 6 minutes

Opening this part with your pass…

This part opens with any MySmartCoPilot pass.

Pro pass · 1 week₹79$2.99
30 days₹179$5.99
1 year₹1,699$45

One payment; a pass never renews. The price shown is the total you pay: no fees or charges are added at checkout.

Choose a pass I have a licence key

It also opens every other in-depth part in Learn and every Pro tool. Sales are final, except where the law gives you a right to withdraw, for example in the EU and the UK (refund policy).

Work stories from four kinds of job, before and after Pro: opens with a Pro, Premium or Ultimate pass

Four jobs, each story as candidates first tell it and after a rewrite with the team, your part, a number and a lesson. A program checks all eight with the same rules as the work-story checker earlier in the lesson.

In this part:

Four stories, before and after the rewrite
The eight stories checked by a program
Rewriting your own story in four steps

1 runnable example (Python) · about 4 minutes

Opening this part with your pass…

This part opens with any MySmartCoPilot pass.

Pro pass · 1 week₹79$2.99
30 days₹179$5.99
1 year₹1,699$45

One payment; a pass never renews. The price shown is the total you pay: no fees or charges are added at checkout.

Choose a pass I have a licence key

It also opens every other in-depth part in Learn and every Pro tool. Sales are final, except where the law gives you a right to withdraw, for example in the EU and the UK (refund policy).

Interview questions

Three questions apply the method to harder cases:

Mid

An engineer with two years in sales is asked to explain a core idea of their degree, and goes blank. What should they have prepared, and how do they recover in the room?

Model answer, Pro. Model answers open with any pass; prices are in the notice on this page. First step and follow-ups
Fresher to mid

Your story says, "We cut delivery delays by 18 %." The panel asks what you did yourself. What makes a strong reply, and what if your part was small?

Model answer, Pro. First step and follow-ups
Fresher to mid

You spent 11 months after graduating preparing for a government recruitment exam that you did not clear. How do you explain the gap in under a minute?

Model answer, Pro. First step and follow-ups

Not affiliated

Based on public information about the Indian Institutes of Management. MySmartCoPilot is not affiliated with the Indian Institutes of Management, and the Indian Institutes of Management’s real admission rules may differ from what this lesson describes.

Flashcards · 6 cards

Recall it, then check

Say the answer to yourself before you look: recalling it is what makes it stick.

How do you prepare for questions on your degree?

Five core ideas of your subject, each in two sentences a non-specialist can follow, with one place you have seen it used and a number, prepared a step past the definition.
How many checks does binary search need to find one entry among 10,00,000 sorted ones?

20: each check halves the list still in doubt, and 2²⁰ is just over 10,00,000.
What does a p-value of 0.03 in a trial not mean?

It is not a 97 % chance that the drug works. It describes how surprising the data would be under a chosen model, not the chance that the model is true.
What does a work story hold?

What the team did, what you did yourself (said with "I"), a result with a number, and what you would do differently, told in the months and the title your documents show.
Why must your work story match your documents?

Institutes check: IIM Calcutta wants an employer's letter (dates, designation, role) and payslips, and IIM Bangalore can bar an applicant whose work-experience details were incorrect for three years.
How do you answer a question on a gap, a switch or a low mark?

In three sentences, well under a minute: the fact, what you did, what it taught you. State the fact first and never argue with it; a long defence tells the panel it worries you.

Key takeaways

Prepare five core ideas of your subject, each in two plain sentences with one real use and a number.
A work story holds the team’s aim, your own part, a result with a number and a real lesson.
Tell your work in the months and titles your documents show: institutes ask for letters and payslips.
A gap, a switch or a low mark takes three sentences: the fact, what you did, what it taught you.

Terms in this lesson

work story: A short account of one piece of your work for an interview: what the team did, what you did yourself, a result with a number and what you would do differently.

References

PGP (MBA) 2027–29 admission procedure (Indian Institute of Management Bangalore)
Admission policy for the MBA programme, batch 2027–29 (Indian Institute of Management Calcutta)
CAT 2026 Registration Guide (Indian Institutes of Management (CAT 2026, conducted by IIM Indore))
ASA statement on statistical significance and p-values (American Statistical Association)
Monetary policy: overview (Reserve Bank of India)
PostgreSQL 18 documentation: indexes (The PostgreSQL Global Development Group)

Report a problem with this lesson

In this module: Admissions: written tests, group discussions and interviews

How IIMs shortlist after CAT: composite scores Free lesson, Pro answers: 15 minutes
Final selection: how WAT and PI scores count Free core, Pro depth: 5 of 15 minutes free
Written ability tests: WAT and AWT explained Free core, Pro depth: 5 of 15 minutes free
Writing a WAT essay in 30 minutes Free core, Pro depth: 5 of 15 minutes free
Group discussions and group exercises Free core, Pro depth: 5 of 15 minutes free
GD topics and case discussions: a method Free core, Pro depth: 5 of 15 minutes free
The MBA personal interview: what panels assess Free core, Pro depth: 7 of 20 minutes free
Answering 'Why MBA?' with your career goals Free core, Pro depth: 6 of 15 minutes free
Questions on your degree and your work Free core, Pro depth: 7 of 20 minutes free
Current affairs and opinion questions in a PI Free core, Pro depth: 6 of 20 minutes free
Statement of purpose and references for MBA Free core, Pro depth: 7 of 20 minutes free
Mock interviews: practise and get feedback Free core, Pro depth: 6 of 15 minutes free

What you will learn

Before you start

What you will learn

Before you start

Questions on your degree test whether you can explain it simply

A work story names the team, your part, a number and a lesson

A gap, a switch or a low mark takes three sentences

Practise: ten questions on degree and work

Subject questions for engineering, commerce, science and humanities graduates, with model explanations Pro: opens with a Pro, Premium or Ultimate pass

Work stories from four kinds of job, before and after Pro: opens with a Pro, Premium or Ultimate pass

Interview questions

An engineer with two years in sales is asked to explain a core idea of their degree, and goes blank. What should they have prepared, and how do they recover in the room?

Your story says, "We cut delivery delays by 18 %." The panel asks what you did yourself. What makes a strong reply, and what if your part was small?

You spent 11 months after graduating preparing for a government recruitment exam that you did not clear. How do you explain the gap in under a minute?

Key takeaways

References