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4. Data Visualization: Pictures make you... > The experiment designers have some h...

The experiment designers have some hypotheses of their own

They’ve had an opportunity to take a look at your scatterplots and sent you some of their own thinking about what’s going on. These people are data junkies, and their hypotheses definitely fit.

To:

Head First

From:

New Army experiment designers

Re:

We don’t know why Home Page #3 is stronger

We’re delighted to hear that #3 is the best, but we really don’t know why. Who knows what people are thinking? But that is actually OK: as long as we’re showing improvement on the business fundamentals, we don’t need to understand people in a deep way. Still, it’s interesting to learn as much as we can.

The stylesheets are really different from each other in many ways. So when it comes to isolating individual features that might account for the performance differential, it’s hard. In the future, we’d like to take Home Page #3 and test a bunch of subtle permutations. That way, we might learn things like how button shape or font choice affect user behavior.

Note

Here’s what the experiment designers want to do next.

But we conjecture that there are two factors. First, Home Page #3 is really readable. We use fonts and a layout that are easy on the eyes. Second, the page hierarchy is flatter. You can find pretty much everything in three clicks, when for Home Page #1 it takes you more like seven clicks to find what you want. Both could be affecting our revenue, but we need more testing to say for sure.

Note

Maybe it’s fonts and layout.

Note

Maybe it’s hierarchy of the pages.

Sharpen your pencil

On the basis of what you’ve learned, what would you recommend to your client that he do regarding his web strategy?

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Sharpen your pencil Solution

What would you tell your client to do with his website on the bases of the data you visualized and the explanatory theories you evaluated?

Stick with Home Page #3 and test for finer-grained elements of the user’s experience, like variable navigation, style, and content. There are a bunch of different possible explanations for #3’s performance that should be investigated and visualized, but it’s clear that #3 is the victor here.

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