Product Roadmap via AB Testing Product Roadmap Deconstruct
Product Roadmap via A/B Testing Product Roadmap Deconstruct Customer Product Managers or Roadmap into business Analysts Testable Chunks A/B Testing CRO Business Analyst or Developers or Expectations + Business Goals UX Designers 01 Product Market Needs + 02 03 Program Management (Dedicated CRO program Manager) Implementation via Growth Conversion Data Scientist or Analysts CRO Analysts 04 05
A/B Testing Process 01 Define Goal (conversion) Before your create a test, your 01 need to know what, exactly, you’re hoping to accomplish. 04 Crown the New Champion Once you’ve launched your test, you need to let it run for a 02 Brainstorm/Generate 05 02 long enough period of time. CONTINUOUS IMPROVEMENT Idea Once you’ve determined a goal you want to accomplish, you’ll need to generate ideas. 05 Test Until Statistically Significant By this point, you’ve set a goal, select a page and determine 03 Implement Changes You will be need to implement changes with highest potential, intuition and best practices. 03 04 what you want to test.
A/B Testing Process VARIATION A 30% Conversion rate 50% visitors see variation A VARIATION B 16% 50% visitors see variation B Conversion rate
A/B Test Results VARIATION CONVERSION RATE IMPROVEMENT CONFIDENCE CONV. /VISITORS STATUS ORIGINAL 0. 15% (+0. 10%) - - 5/5, 134 Stopped VARIATION 01 0. 25% (+0. 20%) +150. 00% 97. 01% 13/5, 152 Winner A/B Testing Line Graph Total visitors 100 90 80 Average conversion rate 70 60 50 Original 40 30 20 Variation 01 10 0 Mar-02 Mar-03 Mar-04 Mar-05 Mar-06 Mar-07 Mar-08 Mar-09 Mar-10 Mar-11 Mar-12 Mar-13 Mar-14 Mar-15 Mar-16
A/B Test Tracking OWNER LANDING PAGE (LIST NAME OF DRI FOR STATUS TEST START END PREDICTION RESULT STATISTICALLY SIGNIFICANT ? NOTES NEXT STEPS TEST HERE) How to Variation B performed 8% better Version B will perform Create John Visuals for Smith Completed LP Header swapped with subheader 5/17/17 5/20/17 Marketing better because the original sub header is Success ✓ more actionable Demo Amanda Landing Page Morgan Call Sales John Landing Page Smith Not Started Different image on B version 6/20/17 A is the title, B is Inconclusive X 7/6/17 descriptive better because it placement next than A - not statistically significant but declared B as winner. Version A will perform 6/23/17 setting up a/b on CTA 95% confidence. Declared Variation B performed 4% better perform better Different Headline. Not Started background) will Chose Variation B as winner, was statistically significant at version B the winner Version B (image with 5/27/17 than the original version and Inconclusive X matches promo copy Chose Variation B. setting up a/b testing two different types of images next Version A performed 3% better, Chose Variation A as winner, not statistically significant. Test running template-level A/B test ran for 3 weeks. next Test "A" converted 33%better 2018 Predictions Landing Page Amanda Morgan In Progress Copy bullets vs long form paragraphs 6/17/17 7/12/17 version B will perform better Success ✓ than Test "B. " We are 100% Chose Variation A as winner, certain that the changes in Test setting up a/b on CTA "A" will improve your placement next conversion rate.
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