Robust Experimentation and Testing | Reasons for Failure!

Since you’re reading a blog on advanced analytics, I’m going to assume that you have been exposed to the magical and amazing awesomeness of experimentation and testing.
It truly is the bee’s knees.
You are likely aware that there are entire sub-cultures (and their attendant Substacks) dedicated to the most granular ideas around experimentation (usually of the landing page optimization variety).  There are fat books to teach you how to experiment (or die!). People have become Gurus hawking it.
The magnificent cherry on this delicious cake: It is super easy to get started. There are really easy to use free tools, or tools that are extremely affordable and also good.
ALL IT TAKES IS FIVE MINUTES!!!
And yet, chances are you really don’t know anyone directly who uses experimentation as a part of their regular business practice.
Wah wah wah waaah.
How is this possible?
It turns out experimentation, even of the simple landing page variety, is insanely difficult for reasons that have nothing to do with the capacity of tools, or the brilliance of the individual or the team sitting behind the tool (you!).
It is everything else:

Company. Processes. Ideas. Creatives. Speed. Insights worth testing. Public relations. HiPPOs. Business complexity. Execution. And more.

Today, from my blood, sweat and tears shed working on the front lines, a set of two reflections:

1. What does a robust experimentation program contain?
2. Why do so many experimentation programs end in disappointing failure?

My hope is that these reflections will inspire a stronger assessment of your company, culture, and people, which will, in turn, trigger corrective steps resulting in a regular, robust, remarkable testing program.
First, a little step back to imagine the bigger picture.

This blog post was originally published as

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Six Nudges: Creating A Sense Of Urgency For Higher Conversion Rates!

By every indicator available, ecommerce is continuing to grow at an insane speed. Although it may seem impossible to imagine with ecommerce already totaling up to 5% of overall commerce, there’s astronomical growth still to come.
Still, I’m heartbroken that some the simplest elements of ecommerce stink so much.
It is 2018—why are there still light gray below-the-fold add to cart buttons?
#youarekillingme
There are numerous subtle issues as well. One strategic issue is illustrated by Timbuk2.

Timbuk2 pays a huge margin to its resellers to sell their messenger bags. These resellers, in turn, give a bigger cut to Amazon, who then sells the Timbuk2 bag for 30% off. Yet, when I want to pay full price on www.timbuk2.com, I have to buy a minimum of $99 to get free shipping!
I understand channel conflict, Timbuk2, but this is just plain not being hungry. You could win bigger by cultivating higher more profitable direct relationships, especially when the old world order of commerce is collapsing all around you.
And I’m ignoring the extremely light gray font reviews…on a shade grayer background!

Painful.
(I really want to buy the Closer Laptop bag. The small one in Jet Black looks cool. I refused to buy it because I don’t want to reward a lack of ecommerce imagination. I am one person, I know it is not going to really hurt them, but I don’t know how else to protest a brand I love.)
Pause. Deep breath.
I do get excited about this stuff. My heart bleeds digital.
There is an ocean of opportunities when it comes to elevating ecommerce. In this post, I want to focus my passion and zero in on something that is difficult to

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