Footprint
How many stores and channels sell.
- Split
- Comparable, new, closed, online
- Test
- Sales per store, per square foot
A retail case asks why a store chain's sales or profit moved, or whether to open, close, price, promote or go online. Break sales into stores times sales per store, and sales per store into traffic, conversion and average basket, so that new stores and online growth can't hide a decline in the stores you already had. Then follow the money from gross margin, where markdowns and promotions show up, down to store and head office costs. Soreno, an AI voice interview practice app for consulting, investment banking and other finance candidates, has a free pricing case with no sign-up, good practice for the markdown and promotion questions retail cases turn on, plus full mock cases with scored feedback.
Updated
Retail is a business of thin margins and many small numbers. A chain makes money when enough people come in, enough of them buy, they spend enough each time and the goods were bought at a price that leaves room after discounts. Each of those has its own lever, so the structure is a chain of multiplications on the revenue side and a short walk down the profit and loss statement on the cost side.
How many stores and channels sell.
Who comes in, who buys, how much.
What is left after the cost of goods.
Stores, fulfillment and head office.
Fernbrook Home, an invented home goods chain, grew sales 8.4% last year to $585.1 million, but operating profit fell from $37 million to $22.7 million. The CEO wants to know why, and what to fix first. This case and every number in it are invented by Soreno for practice.
Split the sales
Of last year's $585.1 million, $465.1 million came from the 100 stores open both years, $30 million from 10 new stores and $90 million from online. The 100 older stores sold $480 million the year before, so comparable store sales fell 3.1%. Total growth of 8.4% was hiding a decline.
Decompose comparable sales
Visits per store fell from 200,000 to 190,000, conversion held at 30%, and the average basket rose from $80.00 to $81.60. So 0.95 × 1.02 = 0.969, a 3.1% decline. Fewer people are coming in. The ones who do spend a little more.
Walk down the P&L
The buyers ordered for growth, comparable sales fell, and the extra stock was cleared at deep discounts: margin fell 3 points. Rent and staff are $1.3 million a store whatever it sells. Online keeps 40% gross margin but pays 15% of sales to pick, pack and ship, so it contributes 25% of its sales.
Bridge the profit
Lower comparable sales cost $6 million, deeper markdowns cost $14 million, new stores cost $1.9 million, online growth added $7.5 million. Head office was flat at $40 million. Markdowns are the biggest single hit, then the fall in comparable sales.
Check the new stores
Each new store sold $3 million in its first year. At 37% margin it needs about $3.5 million of sales to cover its $1.3 million of rent and staff. First-year stores often ramp, so ask how older stores did in their second and third years before calling these a mistake.
Recommend
Buy to the trend in comparable sales, not to the growth plan: recovering the 3 points of margin is worth $14 million a year and needs no new customers. Then find out why visits fell 5%: a market decline, a new competitor or the chain's own assortment. Keep growing online, where each dollar of sales contributes 25%, and hold new openings until the first ten show they can reach break-even.
How public retailers report sales, and the ratios a case expects you to use. Target's 10-K is the source where named. The rest are standard definitions in our words.
Comparable sales
Target's 10-K for the year ended January 31, 2026 says it uses comparable sales to measure the change in sales over the comparable prior-year period of equivalent length, leaving out stores open less than 13 months or closed. It adds that comparable sales measures vary across the retail industry, so ask how a client defines it.
Traffic
Target counts traffic as the number of transactions. A store counter counts visits. Transactions are visits times conversion, so check which one the case gives you.
Average basket
Target calls it average transaction amount. It is units per basket times the average price per unit, so a rise can mean bigger baskets or higher prices.
Conversion
The share of visitors who buy. It falls when shelves are empty, lines are long or the assortment misses.
Gross margin
Markdowns and promotions lower it. So does shrink, the stock lost to theft, damage and spoilage.
Sales per square foot
Compares stores of different sizes. Useful for deciding which stores to remodel, shrink or close.
Inventory turnover
How many times a year the stock sells through. Slow turns tie up cash and end in markdowns.
Four-wall profit
Store gross profit minus rent and store staff. The test for whether a store, or a new one, pays its way.
Benchmarks you can use to sanity-check a case. Use the interviewer's numbers when they differ.
Online share
The Census Bureau's August 18, 2026 release estimates second quarter 2026 e-commerce at $340.2 billion, 17.1% of total retail sales of $1,986.5 billion (seasonally adjusted). E-commerce grew 12.2% from a year earlier, total retail 6.7%. A notice on the release says that since September 28, 2026 it no longer has the most up-to-date estimates, and that revised figures come with the third quarter release on November 19, 2026, so check for newer numbers after that date. Fernbrook's online share, 15.4%, is close to that.
Margins
Aswath Damodaran's Margins by Sector table at NYU Stern (data as of January 2026) puts gross margin at 26.31% for grocery and food retail (15 firms), 33.18% for general retail (23 firms), 35.3% for special lines retail (94 firms), with pre-tax unadjusted operating margins of 2.29%, 6.8%, 7.73% respectively. A grocer lives on volume, a specialty retailer on margin.
A real comparable sales split
Target reported comparable sales down 2.6% in its fiscal 2025, driven by a 2.2% fall in traffic and a 0.4% fall in average transaction amount. Store-originated comparable sales fell 4% while digitally originated ones rose 3.1%. That is the decomposition a case expects, in a public filing.
The openings are ours. Each names the first split so the interviewer hears a plan.
Sales or profit decline
Separate the stores open both years from new stores, closures and online before anything else. Then traffic, conversion and basket for the comparable stores.
Promotions and pricing
Size the extra units a promotion sells, the margin given up on units that would have sold anyway, and sales pulled from other weeks or products.
Store network
Rank stores by profit after rent and staff, then ask what closing one does to nearby stores and to online sales in that area.
Going online or omnichannel
Average order value times gross margin, minus picking, packing, shipping and returns. Compare with the store sale it might replace.
Private label or new category
Private label usually earns more margin per unit. Ask whether customers will switch and what the branded supplier does in response.
Kearney, Bain, Oliver Wyman and McKinsey each publish at least one retail or consumer practice case. These are the ones on the pages we read on October 31, 2026, plus a school's note on corporate retail interviews.
Kearney
A national chain using high-low pricing is losing share, and benchmarks show its sales lift during promotions is smaller than its rivals'. The case asks how you would increase the lift. Its extra information covers how store managers order promoted stock weeks ahead, out-of-stock shelves and customer complaints, so in our reading the answer sits in operations, not price.
Bain
Revenue has fallen every year for five years. After the framework, the case compares a rewards program with intermittent sales, gives customer numbers, spend and discounts for each, and asks which earns more revenue this year. Say how you read each assumption before you compute.
Oliver Wyman
Urban Grocers (easy) asks whether a grocer should switch from 53-foot to 58-foot trucks that carry 10% more volume. Supermarket Pharmacy (medium) asks whether a single supermarket should open a pharmacy, with a payback of two years or less.
McKinsey
Beautify sells mainly inside high-end department stores. As shoppers move online, too many of its beauty consultants are left working in empty ones. The case asks whether training most consultants to reach customers through virtual channels could be profitable.
Corporate retail roles
A November 2018 guide from Wharton's MBA Career Management office, compiled from its advisors, says retail company interviews often use mini-cases of 4 to 6 minutes rather than full consulting cases, with questions like why a category's monthly sales are declining, plus favorite brand questions and 3 to 5 slide take-home assignments.
From Target: Form 10-K, fiscal year ended January 31, 2026 (SEC), U.S. Census Bureau: Quarterly Retail E-Commerce Sales, 2nd quarter 2026, NYU Stern, Damodaran: Margins by Sector (US), Kearney: Case example, promotional planning, Bain: FashionCo practice case, Oliver Wyman: Urban Grocers case interview, Oliver Wyman: Supermarket Pharmacy case interview, McKinsey: Beautify practice case and Wharton MBA Career Management: Case Interviews, Guidance by Industry (2018, PDF).
Oliver Wyman's interview preparation page asks whether you can evaluate data and use it in your analysis, and whether you can apply common sense to complex business problems. In a retail case, in our experience, that looks like this.
Separating comparable stores from new stores and online in the first minutes, so growth in one can't hide decline in another.
Thinking in visits, conversion and basket, the way a customer moves through a store or a site, not just in total sales.
Asking what a promotion, a price cut or online growth does to gross margin and to fulfillment cost before calling it a win.
Using what anyone sees in a store: empty shelves, long lines, deep sale racks. Interviewers like a hypothesis that comes from the floor.
Closing on the one or two moves worth the most money, sized, and the data you would check next.
Each one is set at a store chain, a grocer or a consumer brand. The note says how a strong answer opens.
Something in the numbers has moved.
Your client is a regional grocery chain. Profits are down 20% over two years. How would you structure the problem?
Splits comparable stores from new ones, then checks gross margin against store costs before brainstorming causes. Practice it, see a model answer
A department store chain's comparable sales are down 4% while traffic at the malls around it is flat. Why?
Since mall visits held, looks at the share who come in, conversion and basket, then at what nearby rivals and online did.
A clothing retailer needs to cut costs by 10% without hurting sales. Where would you look?
Sizes the cost buckets first, then benchmarks stores against each other and protects the costs that drive sales. Practice it, see a model answer
Price, discount and margin decisions.
A grocer's promotions lift sales less than its rivals' do, at the same discounts. How would you find out why?
Since price is the same, looks at the operation: stock on the shelf during the promotion, ordering and how the deal is shown in store. Kearney publishes a full version of this case, described above.
Should an apparel retailer launch a loyalty program or run more seasonal sales?
Compares revenue and margin for each over a year, counting discounts given to shoppers who would have bought anyway.
Your client's main competitor has just cut prices by 20%. How should the client respond?
Asks which products and customers are at risk and what matching would cost in margin before choosing to match, partly match or hold. Practice it, see a model answer
Should a supermarket chain double the number of its private label products?
Weighs the extra margin per unit against the risk that shoppers who want the brands go elsewhere, category by category.
Where and how to sell.
A furniture retailer with 60 stores wants to start selling online. How would you structure the decision?
Sizes online demand, the contribution per order after delivery and returns, and how much would come from its own stores. Practice it, see a model answer
A US coffee chain is considering opening in India. How would you approach it?
Sizes the market, checks store economics at local prices and rents, and picks an entry mode before a city. Practice it, see a model answer
A coffee chain is opening a new store. How many cups a day does it need to sell to break even?
Divides the store's fixed costs by the contribution per cup, then checks the answer against likely foot traffic. Practice it, see a model answer
The ones we hear most when candidates practice retail prompts.
New stores and online can grow total sales while every older store declines. Ask for comparable sales.
Extra units sold at a discount can lose money once you count the margin given up on units that would have sold anyway.
Rent and most store staff don't fall when sales do, so a store's profit drops faster than its sales.
An online sale at the same price and gross margin can earn less once picking, shipping and returns are paid.
Traffic means transactions in some reports and visits in others. Check which before you compute conversion.
New stores ramp, and closing a store can push its customers to a rival rather than to the next store. Look at the trend and the nearby stores.
Soreno's AI interviewer runs a full case, shares the store and margin data when you ask, questions your split of the sales and scores the session.
A case set at a store chain, grocer, e-commerce business or consumer brand: falling sales or profit, pricing and promotions, opening or closing stores, going online or entering a new market. It uses the usual case tools with retail's own metrics.
Sales growth at stores open in both periods, also called comparable sales. Target's 10-K, for example, leaves out stores open less than 13 months and stores that closed. Definitions vary between retailers, so ask how the client counts them.
Comparable sales, traffic, conversion, average basket, gross margin, markdowns and shrink, sales per square foot, inventory turnover and four-wall store profit. For online, add contribution per order after fulfillment and returns.
Sales = number of stores × visits per store × conversion × average basket, plus online sales. Average basket is units per transaction times average price per unit. Each term has its own lever.
The Census Bureau estimates e-commerce at 17.1% of U.S. retail sales in the second quarter of 2026, seasonally adjusted, and growing 12.2% from a year earlier against 6.7% for all retail.
Thin ones, especially in grocery. Damodaran's January 2026 data puts gross margin at 26.31% and pre-tax operating margin at 2.29% for grocery and food retail. Small changes in markdowns or shrink move profit a lot.
Yes. On October 31, 2026 we read Kearney's promotional planning case, Bain's FashionCo, Oliver Wyman's Urban Grocers and Supermarket Pharmacy, and McKinsey's Beautify, a cosmetics company selling mainly through department stores.
Wharton's MBA Career Management office, in a 2018 guide for its MBA students, says retail company interviews often use mini-cases of 4 to 6 minutes rather than full consulting cases. Prepare short, structured answers and a view on the company's own brand.