Stockouts: impact on the journey and on loyalty

Business question
What is the real impact of stockouts on customer behavior and loyalty?
What's at stake
For a retailer where 20,000 regular baby care shoppers hit a stockout on a usual product each year: 480 to 960 customers retained a year, or $216k to $432k in revenue retained.
Data required
Stockout history, purchasing behavior of affected customers before/after.
Sample result
Quantified impact of stockouts on retention, by product category.
Demo · 1 min
Illustrative scenario

Consider a specialty retailer where 20,000 regular baby care shoppers hit a stockout on a usual product each year. The analysis compares their purchases before and after the stockout and shows that unsent restock alerts weigh heavily in defections.

MetricBeforeAfter
Customers lost after a stockout / year4,8004,080
Defection rate after a stockout24%20.4%
Revenue lost / year$2.16M$1.84M
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