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Concept

Becoming Data Driven

This sequence of cases are a companion to the Becoming Data Driven in Business Series on Commoncog.

What is the purpose of data? To paraphrase W. Edwards Deming, the purpose of data is knowledge. Knowledge here means a very specific thing: “theories or models that help you better predict the outcomes of your business actions.”

Deming has a second idea that is relevant to this sequence of cases: “management is prediction.”

The underlying argument that Deming — and all the other practitioners you’ll see in the following series of cases — is that in order to run your business properly, you need to be able to predict — within limits! — the effects your actions have on business outcomes. You need to know things like “oh, so if I run such-and-such marketing campaign, my leads should go up by around X% over the next quarter”, and “if we launch this feature, we should expect to see higher engagement from our core users, which may be measured using the metrics A, B and C” ... plus you need to be correct about those things.

Such things are easy to say, but hard to do. The flip side of running your business on knowledge is to run your business on superstition — unverified beliefs, if you will, of how your business works.

So, to put this into a single sentence: the purpose of analysis and data in a business context is to yield knowledge. You’ll know you’ve acquired knowledge if you find yourself operating your business with better prediction over time. Many of the techniques we’ve examined in the Becoming Data Driven series are in service of this pursuit.

The following sequence of cases should illustrate what this pursuit of knowledge looks like ... when it works.

Cases

Run Charts at Koch Industries

How Koch Industries started improving operations with the simplest of Statistical Process Control techniques: run charts.

Amazon’s Category Expansion - Searching for the Right Incentives

A search for the right set of controllable input metrics at early Amazon, when it was expanding out from selling books.

Turning Ford Around with a Weekly Metrics Meeting

Alan Mullaly’s turnaround plan for the extremely political Ford Motor Company was built around a weekly metrics review meeting. This is how that worked.

 Members only

Taking Process Control To The Limit at Koch

How Bernard Paulson turned information into a strategic advantage at Koch Industries, producing its first cash cow.

 Members only

Data, Knowledge and the Capital Cycle: The Start of Koch Industries’s Empire

How Koch Industry’s used W. Edward Deming’s concept of ’knowledge’, some capital expertise, and data to build an empire.

 Members only

Will Guidara: Restaurant Smart vs Corporate Smart

How Will Guidara of Eleven Madison Park — 2017's best restaurant in the world — learnt the business parts of the restaurant business.