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Blog » Know Your Measures: Distribution

Know Your Measures: Distribution

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

July 21, 2026 By Kevin Lehmann Leave a Comment

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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

Tip Sheet Mailbag: Velocity Q&A – The Sequel

November 29, 2023 By Sally Martin 2 Comments

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We hope you aren’t tired of reading about velocity! Velocity and distribution (which go hand in hand, as you’ll see below) are the topics we are asked about most often. We’ve reviewed our reader correspondence and pulled out a few more key points we wanted to share: Question 1: Is Velocity Independent of Distribution? Q. […]

Filed Under: Know Your Measures: Distribution, Know Your Measures: Sales

Who’s NOT Selling My Products? or How to Identify Distribution Voids

August 27, 2019 By Robin Simon 3 Comments

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Let’s start with stating the obvious:  Shoppers cannot buy your products if they are not available where they shop.  Even though your brand may have 12 different items in its product line, not every retailer carries every item.  You can identify which retailers sell which items using a relatively straightforward data pull from IRI or […]

Filed Under: How To Answer Business Questions, Know Your Measures: Distribution Tagged With: distribution, distribution opportunity, distribution void, void

Estimating Brand Distribution If You Only Have Item Level Data

July 1, 2018 By Robin Simon 4 Comments

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Here’s a recent question we received from a CPG Data Insights reader: “I know that ACV is not additive, but is there a way to calculate total ACV for a Brand when you have 5 UPCs with ACV measure? Can you average the ACV of the 5 UPCs for total Brand ACV?” Before I answer […]

Filed Under: Know Your Measures: Distribution Tagged With: Brand % ACV, Item level data

What’s With All These Similar Distribution Measures?? (Max, Reach, Average Weekly, etc.)

November 13, 2017 By Robin Simon 5 Comments

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We’ve had several questions over the last few months regarding some facts that people are starting to notice are available in their Nielsen, IRI and/or SPINS databases.   The names are very similar, but it’s not obvious how the measures are different or when you’d want to use one or the other.  (With apologies to Homer […]

Filed Under: Know Your Measures: Distribution Tagged With: avg weekly, distribution, max, reach

Enhancing Your Analysis with TDP, Part 2: Explaining Sales Trends

May 30, 2017 By Sally Martin 2 Comments

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In a recent post, I illustrated the most common usage of Total Points of Distribution (TDP) – as a substitute for % ACV in velocity calculations. In this post, I’ll share another one of my favorite ways to leverage the TDP data metric, which is explaining sales trends. If you aren’t familiar with TDP, read […]

Filed Under: How To Answer Business Questions, Know Your Measures: Distribution Tagged With: analysis examples, distribution, TDP

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  • 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 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)

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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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