Wednesday, September 25, 2013

Moneyball Marketing: How to Beat Your Competition Using Analytics

And change the way the game is played.  



One of my favorite books, Moneyball, written by one of my favorite authors, Michael Lewis (also the author of Liar’s Poker, The Blind Side and The Big Short), reveals the concept of Sabermetrics – the application of analytics to the sport of baseball.  More specifically, the book (I’m told there’s also a Hollywood movie of the same name) tells the story about how a team in Major League Baseball, the Oakland Athletics, applies analytics to try and gain a competitive advantage over 29 other teams that essentially have the exact same product, and goal: winning the World Series.  It’s not hard to draw the parallels between baseball and business.  In baseball it’s about becoming World Series champions, in business it’s about becoming the market leader.  In baseball it’s about stealing wins from the other team, in business it’s about stealing market share.  In baseball it all comes down to winning baseball games, in business it all comes down to winning customers.  So as your market becomes ever more crowded and hyper-competitive, it’s becoming ever more critical to find a competitive edge over your opponents to win.  Like how the Oakland A's did - and continue to do - leveraging analytics and finding your Sabermetrics can give you that edge.  Here’s how:

Determine what kind of team you want to be
"Guys wait, you're messing up Johnny Damon's hair!"
In Major League Baseball, it’s pretty straight forward: the teams with the most wins during the regular season make it to the playoffs, where they then battle it out until one team is crowned World Series Champions.  And in order to win games, one team needs to generate more runs than the other – it’s that simple.  And there are endless strategies and tactics that try and do that, but when all is said and done, you can essentially boil it down to two basic strategies: generating more runs than the other team by focusing more on offense; or mitigating the other team’s ability to generate runs by focusing more on defense.  The difference between the two strategies is like the difference between The Godfather, Part 1 and The Godfather, Part 2: one is not intrinsically better than the other – it's just a matter of style.  But the risk of doing too much at once will likely end up like The Godfather, Part 3: a huge disappointment.  So determine who you want to be and how you want to play (i.e. as the Run-and-Gun offensive team or as the Staunch defensive team) and what strategy makes the most sense for you based on your resources, circumstance and market positioning.  Because figuring out which strategy you’re going to employ will not only inform how you’re going to approach winning, but it will ultimately drive the type of analytics that will help you get there.
 

Numbers don’t lie. The trick is to find the right numbers.

"Another walk, another bonus. I think I'll pick up that G6." 
To this day, the success of baseball teams and their players are largely measured by a set of traditional, generally accepted metrics that essentially haven't changed for the last hundred years.  For offensive players, high Batting Average, Home Runs, Stolen Bases and Runs Batted In (RBI) are regarded as the cornerstones of high performers.  Defensively, a pitcher’s Earned Run Average (ERA), Shutouts and Strikeouts are key measures of success.  Interestingly enough, as the book points out in detail, if you were to statistically analyze how these metrics actually impact a team’s ability to generate runs, you'll find that none of these metrics have any significant impact.  None.  Instead, it turns out that non-traditional statistics such as On-base Percentage (OBP), Walks and Slugging Percentage were much better predictors of a team’s ability to create runs.  Not only were they much better predictors, but they were effectively the only stats that had any meaningful impact on an outcome of a game, and thus should be the only metrics worth considering.  So while your competitors may be tracking the same old industry metrics they’ve been tracking since Fenway Park was built and players were catching pop flies with their bare hands, consider differentiating by using analytics to uncover new, non-traditional metrics that might actually be driving truer impact to business performance.  The main point here is that there are underlying factors that are positively contributing to performance and using analytics is an effective way to help uncover those factors.
 

Make it a whole new ball game
Changing the way you look at performance will essentially change the way you play the game.  So instead of building a team full of players that hit over .300, hit 40+ home runs and drive in more than 100 runs, you should be building a team full of players that optimize your new metrics i.e. the number of times they get on base (OBP) and the total number of bases they achieve on a given hit (Slugging percentage), thus maximizing the number of runs generated in a game.  Now you might think that Batting Average, Home Runs and RBIs are, in fact, indicators of how often a player reaches base and brings in runs, but they only really tell part of the story.  For example, Batting Average only looks at the probability that a batter will make a hit on any given At Bat, and it doesn’t take into account getting on base via walks or getting hit by a pitch.  And at the end of the day, it's all about getting on base because without getting on base, you can’t score runs.  So it really shouldn’t matter how you get on base.  The same thing applies to business – it’s all about winning the customer.  So building a strategy around how to do that, whether it’s through the use of analytics to identify and predict your most loyal customers or investing in a platform that’s going to engage with your customers in real-time based on their interactions with you, it’s about building the capabilities that will ultimately lure key customers away from your competitors - and keep your best ones.  In essence, you’re changing the playing field for which you have the upper hand.  Now that’s true home field advantage!

Swing for the fences
"You're outta there, Trumbo! And here's a reverse punch for questioning my call."
My high school baseball coach always use to say “110% or nothing”.  The statistical impossibility of that statement notwithstanding, and ignoring that he was a calculus teacher (and a great one at that!), the essence of that statement is still powerful and are words to live by.  So don’t go about implementing a strategy half way.  If you truly stand behind your strategy, go at it with full force and with the same vigor you apply when competing against your rivals.  Now, you might swing and miss along the way, but if there's one statistical certainty in baseball it's this: you miss 100% of balls you don't swing for.

/LC