A/B Testing on the Obama Campaign Winning With Data
Winning with A/B Testing
What impact can testing have?
Testing = constant improvement Little improvements add up Improving 1% here and 2% there isn’t a lot at first, but over time it adds up
Tests upon tests upon tests Subject & draft tests Full-list tests Background personalization tests Review: Every piece of communication was an opportunity to test A single often had many tests attached
Lessons
Don’t Trust Your Gut Lesson #1
Don’t trust your gut We don’t have all the answers Conventional wisdom is often wrong Long-held best practices are often wrong You are not your audience There was this thing called the Derby… If even the experts are bad at predicting a winning message, it shows just how important testing is.
Foster a culture of testing Lesson #2
The culture of testing Check your ego at the door Use every opportunity to test something Compare against yourself, not against your competitors or “the industry” Are you doing better this month than last month? Are you doing better than you would have otherwise?
Use data to make the user experience more personal Lesson #3
Big data ≠ big brother Testing allows you to listen to your user base Let them tell you what they like Whether through A/B testing or behavioral segmentation, optimization gives them a better experience Usually, the interactions that are the most human are the ones that win
Be human! In general, we founds shorter, less formal s and subject lines did best. Classic example: “Hey” When we dropped a mild curse word into a subject line, it usually won “Hell yes, I like Obamacare” “Let’s win the damn election” “Pretty damn cool”
Good segmentation: behavioral Behavioral segmentation was much more effective than demographic segmentation Donor vs. non-donor High-dollar vs. low-dollar Volunteer status What issues do people say they care about? After using A/B tests to create a winning message, we could tweak it slightly for various behavioral groups and get better results
Conclusions
Test everything, especially your gut instinct Foster a culture of testing Use data to make it personal