daisy.laflamme

// data dashboard · 1M+ invoice lines

Online retail dashboard

Two years of a UK online gift retailer’s orders, about a million invoice lines, aggregated on the server so every filter stays fast. Explore revenue, products, baskets, customer retention and returns.

Dec 2009 – Dec 2011 · GBPData source: snapshot

Cohorts that first ordered in Dec 2009 – Dec 2011, followed to the end of the range. Customer views count every category, and segments are scored over the whole period.

Cohort retention

Each row is the month customers first ordered; each column is months since. Darker means more of them came back.

Share of each monthly cohort ordering again N months after their first order, all countries. 25 cohorts, 5,852 customers. On average 23.0% order again the next month.
CohortCustomers1 month later2 months later3 months later4 months later5 months later6 months later7 months later8 months later9 months later10 months later11 months later12 months later
Dec 200995135%33%42%38%36%38%34%34%36%42%50%38%
Jan 201036821%32%32%27%31%27%23%29%33%31%18%23%
Feb 201037523%23%29%25%20%19%29%26%28%11%13%15%
Mar 201044119%23%24%23%20%25%31%28%11%11%15%20%
Apr 201029419%19%16%18%22%28%27%11%11%7%14%14%
May 201025516%17%18%18%25%21%13%6%8%11%13%15%
Jun 201026718%19%21%23%28%13%9%8%11%10%14%15%
Jul 201018516%18%30%29%14%11%15%15%11%14%15%13%
Aug 201016320%29%33%17%12%10%13%14%13%13%12%15%
Sept 201023923%23%13%9%10%14%10%13%13%12%10%23%
Oct 201037526%15%13%9%8%13%14%11%9%11%13%19%
Nov 201032617%10%10%8%9%13%10%9%9%11%15%25%
Dec 2010769%5%9%12%7%5%9%5%3%9%20%3%
Jan 20117217%22%19%22%15%15%13%11%21%25%11%no data
Feb 201112516%16%18%22%16%16%15%15%18%6%no datano data
Mar 201117918%22%20%22%15%21%20%24%10%no datano datano data
Apr 201110625%20%20%18%24%18%25%11%no datano datano datano data
May 201111123%24%16%22%21%26%11%no datano datano datano datano data
Jun 201110823%21%27%20%28%8%no datano datano datano datano datano data
Jul 201110121%30%28%35%16%no datano datano datano datano datano datano data
Aug 201110726%30%26%17%no datano datano datano datano datano datano datano data
Sept 201118827%38%15%no datano datano datano datano datano datano datano datano data
Oct 201122132%16%no datano datano datano datano datano datano datano datano datano data
Nov 201119114%no datano datano datano datano datano datano datano datano datano datano data
Dec 201128no datano datano datano datano datano datano datano datano datano datano datano data

Blank cells are after the selected range or the end of the data. Customers without an ID (guest orders) aren’t in cohorts.

Customer segments

Scored on recency, frequency and spend over the whole period. 5,852 customers, all countries.

Champions: ordered recently and often, spend the most1,561 · 27%
Loyal: order regularly1,276 · 22%
Promising: ordered recently, not often yet674 · 12%
At risk: used to order often, gone quiet973 · 17%
Lost: few orders, long ago1,368 · 23%

Averages per customer. Recency counts days to 2011-12-10, the day after the last order in the data. Customers without an ID aren’t scored.

Data: Online Retail II, UCI Machine Learning Repository (CC BY 4.0). Cleaned and aggregated; cancellations kept as returns.