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Blog » How To Communicate Insights

How To Communicate Insights

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

The Product Mix Trap: Why Averages Can Lie in CPG

June 16, 2026 By Kevin Lehmann 1 Comment

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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

More On Panel Data + Shopping Behavior During the COVID-19 Pandemic

June 16, 2020 By Sally Martin Leave a Comment

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Recently, I wrote about a Nielsen chart illustrating consumer behavior in the U.S. during the COVID-19 pandemic. In this post, I’ll show these same metrics from another panel provider: Numerator.  Numerator (formerly known as InfoScout) gathers their panel data by having panelists take photos of physical receipts and provide access to their e-receipts. That’s a […]

Filed Under: How To Answer Business Questions, How To Communicate Insights Tagged With: coronavirus, covid-19, panel data, visualizations

A Panel Data Case Study: Shopper Behavior During COVID-19

May 26, 2020 By Sally Martin 2 Comments

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As I shared recently, there is a wealth of free, public information coming out from data providers on consumer behavior during these crazy times. In this post, I’ll highlight, explain, and critique a chart published by Nielsen. Next week, I’ll share a similar chart from Numerator.  Taking it back a step, what is panel data? […]

Filed Under: How To Answer Business Questions, How To Communicate Insights Tagged With: coronavirus, covid-19, panel data, visualizations

20 Golden Rules to Help You Shine As An Analyst

February 27, 2020 By Sally Martin 7 Comments

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I was recently purging some old files. I found a long-buried gem, from my IRI days, that I want to share with you. These words of wisdom came from my all-star manager, Linda Abraham. Linda went on to co-found Comscore and is now an investor and advisor to tech companies. Note: when Linda crafted her […]

Filed Under: How To Answer Business Questions, How To Communicate Insights Tagged With: analytic skills, career development

Nielsen data chart after makeover

How to Be Convincing: Three Rules for Creating Persuasive Charts

July 31, 2019 By Sally Martin 4 Comments

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We analysts love nothing better than digging through piles of data. But, when it comes to communicating our insights, less is more. Note: In this article, I focus on charts in the form of slides but many of my design recommendations would also apply to dashboards or more complex visualizations.  To increase the odds of […]

Filed Under: How To Communicate Insights Tagged With: charting, communication, visualization

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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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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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