Skip to Content
Creating a Data-Driven Organization
book

Creating a Data-Driven Organization

by Carl Anderson
August 2015
Beginner
300 pages
7h 29m
English
O'Reilly Media, Inc.
Content preview from Creating a Data-Driven Organization

Chapter 6. Metric Design

If you don’t know where you’re going, you’ll probably end up somewhere else.

Yogi Berra

Count what is countable, measure what is measurable, and what is not measurable, make measurable.

Galileo Galilei

A data-driven organization needs to set out a clear strategy, that is, a direction that the business is heading, and then determine a set of top-level metrics—key performance indictors (KPIs)—to track whether the business is indeed heading in the right direction and to monitor progress and success. Responsibility for driving those top-level KPIs flows down to divisions or business units where they may define additional KPIs specific for that business unit. Ultimately, this ends up a set of operational and diagnostic metrics that monitor tasks, programs, tests, and projects that drives the KPIs.

Given this, it is imperative that metrics are designed well. They should act as true, accurate compasses. You don’t want to be following a strategic metric that indicates you are heading in the desired southeast direction, when your true heading is actually northeast, or an operational metric that indicates mobile conversion is increasing at 5% per annum when it is, in fact, flat. You don’t want to be watching a faulty diagnostic metric that fails to inform you as early as it could that your website is on the verge of crashing. Metrics are also the outputs from experiments and A/B tests which, if instrumented well, will inform causal analysis and that, as we discussed ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems

Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems

Martin Kleppmann
The Manager's Path

The Manager's Path

Camille Fournier
The Manager's Path

The Manager's Path

Camille Fournier

Publisher Resources

ISBN: 9781491916902Errata Page