A/B Testing SaaS Products ProductCamp Provo March 29 , 2014
Transcription
A/B Testing SaaS Products ProductCamp Provo March 29 , 2014
A/B Testing SaaS Products ProductCamp Provo March 29th, 2014 Nate Carrier A/B Testing: An Introduction • 50/50 randomized split between two experiences • Used in ▫ Web development ▫ Internet marketing ▫ SaaS Products Why A/B Testing? • Web development and internet marketing ▫ What metrics do you try to improve? Conversion Sales ROI (on ad spend) Engagement • SaaS (cloud-based software) ▫ Improve user experience (UX) ▫ Increase engagement ▫ Drive long-term profitability When Should You A/B Test? • Before introducing a new feature • Small day-to-day improvement • When you want to improve the customer exp. • When you want to increase sales/subscriptions • All the time! How to A/B Test • Define goal / question ▫ Why are you running the test? • Identify metrics ▫ How do you identify a successful test? • Design test experience • Set up data collection ▫ Google analytics (very limited), Adobe Marketing Cloud, custom, etc. • Analyze data Let’s Analyze Data • Test and Control have different # of users! • Google Analytics ▫ Email: ab@productcampprovo.org ▫ Pw: ProductCamp Provo (with the space) ▫ Shortcut: A/B Test on Voting • Excel Data ▫ http://bit.ly/1mdQYJz Limited data pushed into website database User, Test Group, Post (at vote level) Some Ideas of What to Look For • Difference between Test & Control on: ▫ Votes per Visitor ▫ Visit duration ▫ Sessions voted for (somewhat time consuming) What Insights Have You Found? • How do the test and control groups differ? ▫ Number of votes per visitor Test > Control ▫ Visit duration Test < Control ▫ Different sessions voted for? Statistical Significance • Provides confidence in result ▫ Insignificant: diff caused by random variation ▫ Significant: most likely caused by something Analytics and statistics only reveal correlation Is that a bad thing? • Can require more data than we can get • Requires more skill to calculate ▫R Connect with Me @nate_carrier linkedin.com/in/natecarrier njcarrier@gmail.com