Ansgar John / Sinaas

Saturday, October 31, 2026

Sales Illusion in Retail

The paper "Selling Socks Is Not Buying Stocks" (

https://dx.doi.org/10.2139/ssrn.7644027

) argues that traditional retailers measure their success incorrectly. They focus too much on sales figures and gross margins in percentages, whereas they should steer on the hard cash dollars or euros that a product generates per unit of the scarce resource. Below is a summary and explanation of the core of the theory:

1. The formula: Steering on the bottleneck (Contribution Margin CM / x)

Retailers often look at the percentage margin (e.g., "30% margin"). That used to be convenient when computers couldn't track individual products yet. Now they can.

You maximize true profit by looking at the Contribution Margin (CM) (Deckungsbeitrag in German), which is the cash profit in euros per product divided by the scarce factor (CM / x).

Depending on the store, this scarce factor (x) is usually one of the following three things:

Floor space / Shelf space (m2): This is the bottleneck for most physical stores and supermarkets. Customers pay immediately, so there is plenty of cash, but shelf space is limited.
Number of unique products (Stock Keeping Unit SKU slots): Discounters like ALDI and IKEA deliberately limit their assortment to about 600 products (10,000 for IKEA). Every 'spot' in the computer and the assortment must generate maximum cash.
Working capital (Cash): Only when an entrepreneur lacks the money to purchase inventory are percentages (such as Gross Margin Return on Inventory GMROI%) the right metric.

2. The "Sock Illusion" (Why retailers go wrong)

The paper uses an example of two pairs of socks that take up the same amount of shelf space and sell equally fast:

Sock A: Costs €2, sells for €4. Profit = €2 cash.
Sock B: Costs €1, sells for €3. Profit = €2 cash.

For the net profit of the store, these socks are exactly equally valuable: they both generate €2 in cash for the same amount of shelf space. Yet buyers often make the wrong choice due to three psychological pitfalls:

The revenue illusion: If you sell 1,000 pairs of Sock B instead of Sock A, the total store revenue drops from €4,000 to €3,000. Even though the exact same amount of cash (€2,000) remains on the bottom line to pay the rent, a 25% drop in revenue feels like a failure to traditional managers.
The "Stock Trader" brain: Retailers sometimes behave like investors. They want a fixed percentage margin on every product (e.g., a 100% markup). If they were to apply that rule to Sock B, they would sell Sock B for €2 (purchase €1 + €1 profit). By doing so, they unknowingly halve their own cash profit per square meter.
The "Kmart trap": Blindly staring at high percentages is dangerous. Kmart once promoted zippers and curtain hooks because the percentage margin was huge. In reality, they sold so slowly and involved such small amounts that the store didn't retain enough total cash per square meter to survive.

3. Ignoring fixed overhead

Stores often make the accounting mistake of allocating general costs (such as the rent of the head office or management salaries) to individual products. The paper argues that this is nonsense: after all, those fixed costs do not change if you replace one brand of socks with another. The only true costs of a product on the shelf are the opportunity costs: the cash profit you miss out on because a better-performing product isn't in that same spot.

Comparison of the metrics

Metric	What does it measure?	Why is it misleading?
Revenue (Top-line Revenue)	All the money that comes in.	Also includes the money you have to pay directly to your supplier. You don't pay the rent with revenue.
Gross margins (%)	The gross profit expressed as a percentage of the purchase or revenue.	A high percentage on a slow-selling or very cheap product yields too little cash on the bottom line (Kmart trap).
Contribution Margin: Cash per Bottleneck (CM/x)	The hard euros of profit per square meter or per product slot.	Not misleading. The right metric. Maximum cash profit within the physical constraints of the store.

Ansgar John / Sinaas

Monday, April 13, 2099

Valuation of all stocks listed in Holland AEX All Share AAX: Benjamin Graham Defensive Investor method

Saturday, October 31, 2026

Sales Illusion in Retail