Better than Average

I love numbers. When someone or a company has a rich set of data that’s meaningful, I like to really dive in. And so I am sometimes disappointed when the only figures that are presented are “averages.” Usually that translates into people presenting or writing about an arithmetic mean. But I often crave more, as an average figure tells you nothing about the distribution of the dataset.

Wikipedia explains further,

“[Mean] is used for many purposes and may be abused by using it to describe skewed distributions, with highly misleading results. A classic example is average income. The arithmetic mean may be used to imply that most people’s incomes are higher than is in fact the case. When presented with an “average” one may be led to believe that most people’s incomes are near this number. This “average” (arithmetic mean) income is higher than most people’s incomes, because high income outliers skew the result higher (in contrast, the median income “resists” such skew). However, this “average” says nothing about the number of people near the median income (nor does it say anything about the modal income that most people are near). Nevertheless, because one might carelessly relate “average” and “most people” one might incorrectly assume that most people’s incomes would be higher (nearer this inflated “average”) than they are.”

Examples like the one cited above are just the beginning. I often see statistics quoted in the popular media using “averages” which are incomplete at best, and misleading at worst. To me, averages are like snapshots as compared to a whole movie; they reveal a moment in time, but they don’t tell the whole story.

David Beisel

David Beisel is a co-founder and Partner at NextView Ventures. He has been focused on early stage Internet startups his entire career, both as an entrepreneur and venture capitalist. As an investor in the digital media space, David was most recently a Vice President at Venrock and previously a Principal at Masthead Venture Partners. Prior to becoming a venture capitalist, David co-founded Sombasa Media, an e-mail marketing company best known for its flagship product BargainDog. Sombasa was successfully acquired by where David served as Vice President of Marketing. David holds an MBA from the Stanford Graduate School of Business and an AB in Economics, magna cum laude and Phi Beta Kappa, from Duke University. He also founded and leads the Boston Innovators Group, an organization which holds quarterly entrepreneur events drawing a thousand attendees.