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Blog » Kevin Lehmann

Kevin Lehmann

When Velocity Measures Disagree… and 5 Ways to Deal with It

July 21, 2026 By Kevin Lehmann Leave a Comment

We’ve written before about why Sales per Store per Week ($PSPW or UPSPW) can be a flawed velocity measure. Our primer on this topic explains the problem. For example, a Walmart store and a 7-Eleven store each count as one store, so per-store velocity is biased toward items sitting in big box retail, since larger-format […]

Filed Under: Glossary, How To Answer Business Questions, How To Communicate Insights, Know Your Measures: Distribution

The Product Mix Trap: Why Averages Can Lie in CPG

June 16, 2026 By Kevin Lehmann 1 Comment

I want to wholeheartedly thank Robin and Sally for trusting me as the new steward of the incredible CPG Data Tip Sheet. As they mentioned in their post last week, the site truly helped me get up to speed on CPG analytics, fundamentals, and terminology when I started my career at Nielsen over a decade […]

Filed Under: How To Communicate Insights, How To Understand Your Database Tagged With: CPG data, distribution, POS data, product mix, velocity

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Top Posts

  • The 2nd Most Important Measure: % ACV Distribution
  • Velocity: How Well Your Product REALLY Sells
  • Total Distribution Points: Master of All Distribution Measures
  • xAOC and MULO: Multi-Channel Markets in Nielsen & IRI
  • The Beginner’s Guide to Trade Merchandising Measurement

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About CPG Data Tip Sheet

The CPG Data Tip Sheet is published by Kevin Lehmann and Goods Group. It was founded in 2012 by Sally Martin and Robin Simon, two consultants who met in business school over a shared interest in the geeky side of marketing and went on to build independent practices of their own. Over more than a decade they turned hard-won experience into plain-English explanations of how CPG data actually works and how to analyze it.

Robin and Sally built this into something the CPG and consumer industry trusts. It continues in that spirit.

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  • How To Get Started with Nielsen/IRI (22)
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ACV analysis examples analytic skills attributes average items base base weighted weeks career development category management channels characteristics coronavirus coverage factor covid-19 Database distribution due-to Excel tips Facts incremental markets Measures merchandising new items panel data periods pricing pricing strategy products promoted price quantify opportunity retailer direct data retailer markets shopper data store data Syndicated TDP the basics trade promotion trading areas velocity visualization visualizations volume bridge volume decomposition

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Categories

  • Glossary (80)
  • How To Answer Business Questions (43)
  • How To Communicate Insights (19)
  • How To Get Started with Nielsen/IRI (22)
  • How To Understand Your Database (13)
  • Know Your Measures: Distribution (25)
  • Know Your Measures: Pricing and Promotion (45)
  • Know Your Measures: Sales (21)
  • Miscellaneous (6)
  • Uncategorized (1)

Search CPG Data Tip Sheet

Tags

ACV analysis examples analytic skills attributes average items base base weighted weeks career development category management channels characteristics coronavirus coverage factor covid-19 Database distribution due-to Excel tips Facts incremental markets Measures merchandising new items panel data periods pricing pricing strategy products promoted price quantify opportunity retailer direct data retailer markets shopper data store data Syndicated TDP the basics trade promotion trading areas velocity visualization visualizations volume bridge volume decomposition

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