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A story from the coalface

What can I do to understand my customers?

Sales = Customers × Spend. Open that one line up and you have five numbers that describe how your customers behave.

Start simple and keep simple.

This is where I start when an owner asks what they can do to understand their customers. It is one line of arithmetic, and it works the same for a $2m shop as it does for a large chain.

4 minutes 41 seconds, no sound. The numbers are illustrative. Open the slide deck to step through it at your own pace.

The formula

  • Sales = Customers × Spend
  • Customers = Retained + Acquired
  • Spend = Average sale × Visits a year
  • Average sale = Average price × Items per basket

Retained customers bought from you the year before as well. Retained is a ratio of the prior year's customers. Acquired customers bought for the first time this year.

Filled in for a $2m shop, growing 10% a year

NumberWhere it comes fromYear 1Year 2Year 3Year 4Year 5
Average priceUp 3% a year with inflation$23.00$23.69$24.40$25.13$25.89
Items per basketUp 1.1% a year3.703.743.783.823.87
Average salePrice × items$85.10$88.60$92.23$96.00$100.19
Visits a yearUp 1.6% a year3.203.253.303.363.41
SpendAverage sale × visits$272$288$304$323$342
CustomersUp 4% a year7,3507,6447,9508,2688,598
Retained40% of last year's customers2,9402,9403,0583,1803,307
AcquiredThe rest4,4104,7044,8925,0885,291
SalesCustomers × spend$2.00m$2.20m$2.42m$2.67m$2.94m
Marketing cost7% of sales$140k$154k$169k$187k$206k
Spent on acquisitionFive-sixths of marketing$117k$128k$141k$156k$171k
Spent on retentionOne-sixth of marketing$23k$26k$28k$31k$34k
Cost per acquired customerAcquisition ÷ acquired$26.48$27.30$28.85$30.57$32.39
Cost per retained customerRetention ÷ retained$7.94$8.73$9.23$9.78$10.36
Sales less marketing cost$1.86m$2.05m$2.25m$2.48m$2.73m

Year one is the shop today. Each later year targets 10% more sales, spread across the formula: 4% more customers, 1.6% more visits, 1.1% more items in the basket, and the average price up 3% with inflation. Retention holds at 40%.

Marketing is 7% of sales. Five-sixths of it goes on acquiring customers and one-sixth on retaining them. In year one that is $26 for each customer acquired and $8 for each one retained.

These numbers are illustrative. They are not any client's figures.

How customer value builds over five years

It costs this shop $26 to acquire a customer and $8 to retain one, and both spend the same $272. Acquiring a customer costs 3.3 times as much as keeping one.

At 40% retention, 4,410 of the 7,350 customers do not come back each year. Replacing them takes $117k, five-sixths of the marketing budget, before the shop has grown by one customer. That is the cost of churn.

The table follows the 4,410 customers acquired in year one. Each year 40% of them come back, and each one retained costs what the table above shows for that year.

YearStill buyingSalesCost per customerMarketing costRunning total, sales less costPer customer acquired
14,410$1.20m$26.48$117k$1.08m$246
21,764$508k$8.73$15k$1.58m$358
3706$215k$9.23$7k$1.79m$405
4282$91k$9.78$3k$1.87m$425
5113$39k$10.36$1k$1.91m$433

Of the 4,410 acquired, 2,646 buy for one year and do not come back. About $70k of the $117k spent acquiring them went on customers who stayed one year.

The ones who stay are where the value builds. Each customer acquired has earned $246 after year one and $433 by year five, and the retained ones cost $8 a year to keep. That running total is the customer lifetime value, counted here as sales less marketing cost.

These are sales less marketing costs. They are not profit: the cost of the goods still has to come out.

Why retention matters

The same model, run at three retention rates for a shop holding 7,350 customers:

RetentionRetained each yearTo acquire each yearMarketing cost a yearFive-year value per customer acquired
30%2,2055,145$154k$367
40%2,9404,410$140k$433
50%3,6753,675$126k$519

Lift retention from 40% to 50% and the shop holds the same 7,350 customers for $14k less each year, because 735 of them cost $8 to retain where they used to cost $26 to acquire. Each point of retention gained saves about $1,400 a year. Each customer acquired is worth $519 over five years in place of $433.

Two ways to find 10% more

All from acquisition. At the same spend, $2.2m takes 8,090 customers. You retain 2,940, so you have to acquire 5,150. That is 17% more than last year, and it is the expensive way.

Spread across the formula. Ask for 4% more customers, which is 7% more acquired. One customer in eight comes in once more this year. One more item goes in every fourteenth basket. There is no price rise. Each customer spends $288 a year, and the line balances at $2.2m.

The question behind each number

Start fromThe questionWhat it is for
CustomersHow many customers buy in store, online, or both?Setting what you spend on each channel
RetainedHow does the retention rate differ by channel and by store?Keeping customers and winning new ones
Visits a yearHow many bought once, twice, or three times and more, and what did each group spend?Keeping customers and winning new ones
Items per basketHow do one-item baskets compare with the rest?Testing ways to add one more item
SpendHow many buy from each part of your range, and how many from more than one?More visits and bigger baskets

At one large retailer, this drill-down showed that half the customers bought once in the year. What it found, and what changed.

Lessons from the coalface

  • Start simple and keep simple.
  • Start with the end in mind.
  • Work top down.
  • Experiment and learn.
  • You don't need the latest tech.

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