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Case interview math is school arithmetic done by hand and out loud: percentages, growth, margins, break-even, market sizing, weighted averages and payback. Learn the eight formulas below and a few shortcuts for zeros, rounding and fractions, then drill until the arithmetic stops taking your attention away from the case. Soreno, an AI voice interview practice app for consulting, investment banking and other finance candidates, has free case math drills and full mock cases where the AI interviewer checks your math.
Updated
Case math is rarely hard arithmetic. The hard part is doing it without a calculator, while someone watches, in the middle of a business problem. It shows up when you size a market, read a chart, find why profit fell or decide whether an investment pays off. The same eight calculations cover almost all of it.
Percent change
Sales from $80 million to $92 million is 12 ÷ 80, up 15%. Always divide by the old number, and say whether you mean percent or percentage points.
Growth over years
8% a year for 3 years is 1.26 times the start, 26% in total, a bit more than 8 × 3 = 24%. CAGR runs it backwards: the yearly rate that turns the start into the end.
Margins
Profit margin is profit over revenue. Contribution margin is price minus variable cost, per unit or as a share of price. Markup is profit over cost, which is a different, bigger number.
Break-even
$1,200,000 of fixed costs and $12 of contribution a unit means 100,000 units. Divide fixed costs by the contribution margin % instead and you get break-even revenue.
More break-even examplesMarket sizing
A short chain of multiplications, each with a stated assumption. The math is easy and the zeros are where people slip.
Market sizing, step by stepWeighted average
Two products at 20% and 35% margin don't average 27.5%. Weight each by its share of revenue. This is how a mix shift moves a margin.
Payback
A $1,500,000 machine that saves $300,000 a year pays back in 5 years. Quick to say, and it ignores everything after the payback year.
NPV basics
Each year's cash is divided by (1 + rate) once for every year you wait. At 10%, $1 a year from now is worth about $0.91 today. Cash that never ends is worth cash ÷ rate.
Each one saves a few seconds and, more to the point, a slipped zero.
Zeros
300,000 × 50: 3 × 5 is 15, and there are 5 + 1 = 6 zeros, so 15,000,000.
Units
A thousand thousands is a million and a thousand millions is a billion. 30 million customers × $40 is 1,200 million, or $1.2 billion.
Rounding
48 × 21 is close to 50 × 20, which is 1,000. The exact answer is 1,008. Say you rounded, and fix it at the end if the decision is close.
Break it apart
35% of 240 is 10% three times (24 × 3 = 72) plus 5% (12), so 84. 35 × 12 is 35 × 10 plus 35 × 2, or 420.
Swap the percent
4% of 75 is hard. 75% of 4 is 3, and it is the same number.
Halve and double
25 × 16 is 50 × 8, which is 100 × 4, or 400. Keep going until one side is a round number.
Rule of 72
At 8% a year a market doubles in about 9 years (exactly 9.01). Backwards: a market that doubled in 6 years grew about 12% a year (exactly 12.2%).
Small growth rates
8% for 3 years is roughly 24% if you add, 26% if you compound. Fine for a first pass. Say "a bit over 24%" so the interviewer knows you know.
Know these by heart and division by awkward numbers turns into multiplication. They work backwards too: a 12.5% margin means profit is 1/8 of revenue.
Halves, quarters, eighths
Also 3/8 is 37.5%, 5/8 is 62.5%, 7/8 is 87.5%.
Thirds and sixths
Also 5/6 is 83.3%.
Fifths and tenths
Also 3/10 is 30%.
Sevenths, ninths, elevenths
Close enough to round: 1/7 is about 14%, 1/9 about 11%, 1/11 about 9%.
Twelfths and smaller
Also 1/25 is 4%.
A client's revenue went from $80 million to $92 million and its costs from $60 million to $72 million. What happened?
Revenue
12 ÷ 80 is 3 ÷ 20, or 15%.
Costs
12 ÷ 60 is 1 ÷ 5, or 20%. Costs grew faster than revenue.
Profit
$80 million minus $60 million was $20 million. $92 million minus $72 million is still $20 million.
Margin
20 ÷ 80 is 25%. 20 ÷ 92 is about 21.7%. That is 3.3 percentage points lower, or about 13% lower in percent terms.
So what
Say it as a finding: the company sold more, but every extra dollar of sales came with a dollar of cost. Next, ask which costs grew and whether they are tied to the new sales.
A meal kit sells for $40 and costs $28 to make and ship. Fixed costs are $1,200,000 a year. How many kits a year to break even?
Contribution
$40 minus $28. As a share of price, 12 ÷ 40 is 30%.
Break-even
$1,200,000 ÷ $12. Take off the zeros: 12 ÷ 12 is 1, and 1.2 million has 5 more zeros than 12, so 100,000.
Check
$1,200,000 ÷ 30% is $4,000,000, and 100,000 kits × $40 is the same.
So what
100,000 ÷ 52 is about 1,923. A weekly number is easier to judge: ask how many kits a week the company sells today.
Product A is 60% of revenue at a 20% margin. Product B is 40% at 35%. What is the company's margin, and what happens if B grows to half of revenue?
Weight A
60% × 20%: 0.6 × 20 is 12.
Weight B
40% × 35%: 0.4 × 35 is 14.
Blended
12 + 14. A plain average of 20% and 35% would say 27.5%, which is wrong because A is the bigger product.
Mix shift
At half and half: 0.5 × 20 + 0.5 × 35 is 10 + 17.5. Neither product's margin changed. Only the mix did, which is worth saying out loud in a profitability case.
The profitability frameworkA $2 billion market grows 8% a year. How big is it in 3 years, and when does it double?
Year by year
$2 billion × 1.08 is $2.16 billion. × 1.08 again is about $2.33 billion. Once more is about $2.52 billion.
The shortcut
Adding the rates gives 24%, or $2.48 billion. That is about $39 million short, close enough for a first pass if you say so.
Doubling
72 ÷ 8 is 9. The exact answer is 9.01 years. The rule of 70 gives 8.75. Both are fine, and 72 divides more evenly.
So what
A growth number means something next to another one. If the client grows 4% in an 8% market, it is losing share even while sales rise.
How much do dog owners in a city of 3 million people spend on dog food a year?
Dogs
Assumption: one dog for every 10 people. 3,000,000 ÷ 10 drops one zero.
A month
Assumption: $50 of food per dog a month. 3 × 5 is 15, with 6 zeros: $15,000,000.
A year
$15 million × 12 is $180 million. Say it in millions as you go, so the zeros never pile up.
Check
Shrink it to one dog: $50 × 12 is $600 a year, which sounds right for one dog. The total is that times 300,000 dogs.
Market sizing, top-down and bottom-upA $1,500,000 packing machine saves $250,000 a year in labor and $50,000 in waste. It lasts 5 years. Is it worth it at a 10% discount rate?
Yearly saving
$250,000 plus $50,000.
Payback
$1,500,000 ÷ $300,000: 15 ÷ 3 is 5. That is the whole life of the machine, which is already a warning.
Discount
At 10%, a dollar in years 1 to 5 is worth about 0.91, 0.83, 0.75, 0.68, 0.62 today. Those add up to 3.79.
NPV
$300,000 × 3.79 is about $1.14 million, less than the $1.5 million it costs. At 10% the machine loses value.
So what
If it lasted 10 years, the savings would be worth about $1.84 million today, an NPV of about $0.34 million. So the question to ask is how long the machine really lasts.
Ten timed questions on percentages, growth, break-even, margins and big numbers. You see right or wrong at once with the shortcut. Free, runs in your browser, nothing is saved.
Do the math in your head or on paper, type the answer and press Enter. You see right or wrong straight away, then your score and average time per question.
Two questions from each type: percentages, growth rates, break-even, margins and large numbers. Answers within 1% count as correct.
The slips interviewers notice most, and the habit that fixes each.
Thousands times millions, said fast, is where answers go wrong by a factor of ten or a thousand. Say the unit with every number and check the size at the end.
A margin going from 25% to 21.7% is down 3.3 points, about 13% in percent terms. Mixing them up changes the story.
A $25 product that costs $15 has a 40% margin and a 66.7% markup. Ask which one the client means.
Starting to multiply before saying the plan leaves the interviewer guessing. Say the setup first, then compute.
An answer that says every person in a city buys a car a year should stop you. Hold the result against something you know before you say it.
The number is half the answer. Say what it means for the client and what you would look at next.
Interviewers listen to how you get there as much as to the answer. Six habits make your math easy to follow and easy to correct.
1. Set it up
"Break-even is fixed costs over the margin per kit, so I need the margin first." The interviewer can fix a wrong setup before you spend a minute on it.
2. Ask for a moment
"Give me a moment to work this out" is fine. Silence while you write is normal. Long silence with no plan said first is what worries an interviewer.
3. Write it down
Keep a neat column on your paper with each step and its unit. When you lose your place you can find it again, and so can the interviewer.
4. Round on purpose
"I'll call 3.2 million about 3 million to keep it simple." Then, if the decision is close, go back and check the exact number.
5. Check it
Shrink it to one customer, one store or one day, or work it backwards. A break-even of 100,000 kits a year is about 1,900 a week, which you can judge.
How to sanity-check an estimate6. Say the so-what
"So they need about 1,900 kits a week. If they sell about 1,000 a week today, they need almost twice that, so the plan only works if costs come down."
Try each one before you open the note. The note has the answer and the quick way to get there.
The base you divide by is where most slips start.
Sales fell 20% last year. How much must they grow this year to get back to where they were?
25%, not 20%. From 100 to 80, you need 20 more on a base of 80, and 20 ÷ 80 is 1/4.
A stock falls 50% and then rises 50%. Where does it end up?
Pick $100 and walk it: $50, then $75. It is down 25% overall, since the rise is on a smaller base. Practice it, see a model answer
A $500 million market grows 6% a year. About how big is it in 12 years?
About $1 billion. By the rule of 72 it doubles in 72 ÷ 6 = 12 years. The exact answer is $1,006 million.
What is 35% of 240?
84. 10% is 24, so 30% is 72, and 5% is 12.
Price, cost and volume, in a few lines.
A product sells for $25 and costs $15 to make. What are its margin and markup?
Profit is $10. Margin is 10 ÷ 25, 40%. Markup is 10 ÷ 15, about 66.7%.
Fixed costs are $900,000 a year. A unit sells for $60 and costs $45. How many units to break even?
60,000. The contribution is $15 a unit, and 900,000 ÷ 15 is 60,000.
A coffee chain is opening a new store. How many cups a day does it need to sell to break even?
Set up fixed costs over the margin per cup before any number, then turn the yearly answer into cups a day and check it against how fast one store can serve. Practice it, see a model answer
Payback first, then what it leaves out.
A $4 million warehouse robot saves $800,000 a year. What is the payback, and what else would you ask?
5 years: 4 ÷ 0.8. Then ask how long the robot lasts, what it costs to run and what rate the client uses to discount cash.
Would you pay $10 million for a business that earns $1 million a year forever, at a 10% discount rate?
It is worth exactly that. Cash forever is worth cash ÷ rate: $1 million ÷ 0.1 is $10 million, so the NPV is zero. Ask whether the earnings will grow or shrink.
The last step of every calculation.
You have reached a number for your market size. How do you check that it is reasonable?
Shrink it to one household, rebuild it another way and hold it against a ceiling it can't pass. Practice it, see a model answer
Rules differ by firm and by stage, so read your firm's own page. Four that state it, in their words, read on October 25, 2026.
McKinsey's careers FAQ says it prohibits external apps, websites, calculators and prepared notes during interviews.
Bain says pen, paper and a calculator are allowed for its digital assessment, and calculators are not allowed in the interviews after it.
BCG says that in a case you will analyze data, perform quick calculations and identify the most important factors.
Capital One says its strategy consulting cases have a quantitative element, such as break-even calculations, simple arithmetic, market sizing and algebra, and that it allows calculators when appropriate.
Soreno's AI interviewer runs a full case, hands you the numbers and charts, checks your math as you talk and scores the session. Start your free week.
Percent change, growth over several years, margins, break-even, market sizing chains, weighted averages, payback and, now and then, a simple NPV. All of it is arithmetic you learned in school, done by hand.
Plan on no. McKinsey's careers FAQ says calculators are prohibited in interviews, and Bain allows one in its online assessment but not in the interviews after it. Capital One says it allows calculators when appropriate. Practice by hand either way.
Ten minutes a day of timed drills, using the shortcuts on purpose: take off zeros, round, break numbers apart and know your fractions. Then use the same habits inside full cases, out loud, where speed matters less than clear steps.
Both estimate how long something takes to double. At 8% the exact answer is 9.01 years, 72 gives 9 and 70 gives 8.75. 72 divides evenly by 2, 3, 4, 6, 8, 9 and 12, so it is easier in your head.
Margin is profit over price, markup is profit over cost. A $25 product that costs $15 has a 40% margin and a 66.7% markup.
Only the idea, most of the time: cash later is worth less than cash now, and cash forever is worth cash ÷ rate. Payback is the usual first answer to whether an investment is worth it. Mention what payback leaves out.
If math is your weak spot, a short timed set every day until you rarely miss, then keep a few minutes in each practice case. If it is already strong, warm up before mocks and spend the time on structure and the recommendation.
Fix it out loud and move on: "Let me redo that, I dropped a zero." Catching your own slip shows the checking habit interviewers look for.