Ask Fuse: Testing (Part 1)
What are the most critical elements in setting up a test?
- Testing with Purpose - Tests should be driven by your program’s annual goals & strategic priorities — where do you need to move the needle the most? Identify testing opportunities that can inform strategies designed to maximize the chance of achieving those goals. 
 
- Establish Your Hypothesis - All tests start with your hypothesis — what do you believe will be the outcome from this test? Identify the metric that you think will be impacted by this test. If you are recommending a long-term test that spans multiple campaigns, determine key milestones for analysis throughout the testing period to determine if your hypothesis is playing out as expected. 
 
- Pre-Assessing Results - Consider if the lift needed for your test to be a winner is realistic and achievable before dedicating resources to development of the test. For example, if your test has to beat the control response rate by 300% to be considered a winner, this is likely not the right test to pursue and determining that upfront can save time and money while keeping you focused on tests that have a better chance at moving the needle. 
 
- Get Your Audiences Right - You will need a control audience to align with your test audience, and both of those audiences should be selected in the same way. If you are testing on a subset of your full universe, your control sample should be pulled from the exact same subset as the test (with representative sample sizes) to ensure you can get a clear read. Ensure your quantities are large enough to achieve statistical significance while also minimizing risk across the entire campaign. 
 
- Consider the Impact of Roll-Out - Make sure your test & control audiences are representative of everyone you plan to roll-out your win. Because rolling out to audiences that were not represented in a test, introduces risk to overall performance. 
 
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