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Obama 2012: Lessons from a data-driven campaign
You probably thought we had it easy…
But victory was never assured
   Big-spending groups called Super-PACs were
    largely supporting Romney

   The progressive base was less enthusiastic
    than in 2008

   Obama was usually ahead in the polls, but the
    advantage was narrow and volatile
It wasn’t 2008 (which O won by 7.3%)
So how did we win?
   Massive numbers of field offices
     786 Obama field offices vs. 284 Romney offices
     In Ohio:




              Obama           Romney

   Field offices are where hundreds of paid
    staffers organized tens of thousands of
    volunteers to mobilize millions of voters
                                         Source: TheMonkeyCage.Org
So how did we win?
   Sophisticated technology and targeting
     Giant  data & micro-targeting operation
     Fully integrated databases

     Smarter new methods of targeting TV ads

     New technology for social sharing, polling place
      lookup, phone banking, volunteer
      mobilization, vote tracking, election day rapid
      response


   Thousands of staffers in Chicago HQ and the
    battleground states
All of that costs money
   In 2008, Obama campaign raised $750 million
     Not   enough to beat Romney 2012 & Super-PACs


   But fundraising was more difficult in 2012
     President  less available for fundraising events
     In early campaign, we saw average online
      donation was half of what it had been in 2008
     People were giving less, and less often



   We had to be smarter, and more tenacious
Obama 2012 Digital Department

   Digital department was very focused on
    data, using evidence to drive decisions

   We had a culture of testing
     Constantly  looking for ways to improve
     Humility was required

     Creativity was encouraged

     Lots of staff to create content, run
      experiments, analyze results, develop new
      technology
What impact can testing have?

Test sends                                          Full send (in millions)
version   Subject line             donors money
v1s1      Hey                         263 $17,646   $4
v1s2      Two things:                 268 $18,830
v1s3      Your turn                   276 $22,380   $3
v2s1      Hey                         300 $17,644
v2s2      My opponent                 246 $13,795   $2
v2s3      You decide                  222 $27,185
v3s1      Hey                         370 $29,976   $1
v3s2      Last night                  307 $16,945
v3s3      Stand with me today         381 $25,881   $0
v4s1      Hey                         444 $25,643           ACTUAL       IF      IF
v4s2      This is my last campaign    369 $24,759           ($3.7m)   SENDING SENDING
v4s3      [NAME]                      514 $34,308                       AVG    WORST
v5s1      Hey                         353 $22,190
          There won't be many more
v5s2      of these deadlines          273 $22,405
                                                        $2.2 million additional revenue
v5s3      What you saw this week      263 $21,014        from sending best draft vs.
v6s1      Hey                         363 $25,689        worst, or $1.5 million additional
v6s2      Let's win.                  237 $17,154
v6s3      Midnight deadline           352 $23,244
                                                         from sending best vs. average
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
Testing = data-driven decisions
   We don’t have all the answers
     Conventional   wisdom is often wrong
     Gut instinct is often wrong



   On the Obama campaign we had this thing
    called the Email Derby…
     Even   the experts can’t reliably predict the most
      effective messages
     Listen to your audience!
Experiments: Email Volume
   More email = more donations
     People  say they get too much email
     But our experiment showed that sending a higher
      volume of fundraising emails led to more
      donations, without dire consequences


   Implementing a “more email” policy probably
    led to $20-30 million in additional revenue for
    the campaign
Experiments: Ugly vs. pretty
   At first we tried making emails prettier, with slick-
    looking buttons and nice formatting
       That failed, so we asked: what about ugly instead?




   Ugly yellow highlighting got us better results
       But at some point it lost its novelty and stopped
        working – always important to re-test!
Experiments: Personalization
       Adding “drop-in sentences” that reference people’s
        past behavior can increase conversion rates
       Example: asking recent donors for more money
…it's going to take a lot more of us to   …it's going to take a lot more of us to
match them.                               match them.

Will you donate $25 or more today?        You stepped up recently to help out --
                                          thank you. We all need to dig a little
                                          deeper if we're going to win, so I'm
                                          asking you to pitch in again. Will you
                                          donate $25 or more today?

       The added sentence doubled the donation rate
           Confirmed in several similar experiments
Technologies: Saved Payment Info

   Campaign introduced “Quick Donate”
    system, allowing donors the option of saving
    their credit card info for easier donating later
   Allowed one-click donations within email
Obama 2012: Digital Department

   Raised over half a billion dollars online

   Recruited tens of thousands of volunteers

   Publicized thousands of events and rallies

   Did I mention raising half a billion dollars?
     Conservatively,  testing resulted in about $100-
      200 million in additional revenue
Digital Department Basics
   Grew from a small team in spring 2011 to a
    department of 200+ in 2012
     Outbound    (email, social, mobile, blog)
     Ads

     Front-End   Development
     Design

     Video

     Project  management
     Digital Analytics
Digital Analytics
   Goal was to help all the other teams do better
     Design & implement experiments
     Analyze & report results

     Provide data sets



   Three overlapping skill groups within team:
     Database  management (SQL, Python)
     Data analysis (Stata, R, SPSS)

     Web analytics (Google Analytics, Optimizely)
Testing requires content
   Content creators
     Need   more of these than you think
       Obama    team had 18 email writers, 4 social media
        writers, many designers and ad producers
       More people = more ideas



   Front-end developers
     Create   new pages, improve user experience, etc
Conclusions
   Data-driven campaigning helped Obama win

   Big groups of smart people can accomplish a lot!

   But you don’t have to have a staff of hundreds to
    have a good testing program
     Train existing staffers, hire more when you can
     Foster a culture of testing: every piece of
      communication is an opportunity to test something
     Even a small list can be split in two – do what you can

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Obama 2012: Lessons from a data-driven campaign

  • 1. Obama 2012: Lessons from a data-driven campaign
  • 2. You probably thought we had it easy…
  • 3. But victory was never assured  Big-spending groups called Super-PACs were largely supporting Romney  The progressive base was less enthusiastic than in 2008  Obama was usually ahead in the polls, but the advantage was narrow and volatile
  • 4. It wasn’t 2008 (which O won by 7.3%)
  • 5. So how did we win?  Massive numbers of field offices  786 Obama field offices vs. 284 Romney offices  In Ohio: Obama Romney  Field offices are where hundreds of paid staffers organized tens of thousands of volunteers to mobilize millions of voters Source: TheMonkeyCage.Org
  • 6. So how did we win?  Sophisticated technology and targeting  Giant data & micro-targeting operation  Fully integrated databases  Smarter new methods of targeting TV ads  New technology for social sharing, polling place lookup, phone banking, volunteer mobilization, vote tracking, election day rapid response  Thousands of staffers in Chicago HQ and the battleground states
  • 7. All of that costs money  In 2008, Obama campaign raised $750 million  Not enough to beat Romney 2012 & Super-PACs  But fundraising was more difficult in 2012  President less available for fundraising events  In early campaign, we saw average online donation was half of what it had been in 2008  People were giving less, and less often  We had to be smarter, and more tenacious
  • 8. Obama 2012 Digital Department  Digital department was very focused on data, using evidence to drive decisions  We had a culture of testing  Constantly looking for ways to improve  Humility was required  Creativity was encouraged  Lots of staff to create content, run experiments, analyze results, develop new technology
  • 9. What impact can testing have? Test sends Full send (in millions) version Subject line donors money v1s1 Hey 263 $17,646 $4 v1s2 Two things: 268 $18,830 v1s3 Your turn 276 $22,380 $3 v2s1 Hey 300 $17,644 v2s2 My opponent 246 $13,795 $2 v2s3 You decide 222 $27,185 v3s1 Hey 370 $29,976 $1 v3s2 Last night 307 $16,945 v3s3 Stand with me today 381 $25,881 $0 v4s1 Hey 444 $25,643 ACTUAL IF IF v4s2 This is my last campaign 369 $24,759 ($3.7m) SENDING SENDING v4s3 [NAME] 514 $34,308 AVG WORST v5s1 Hey 353 $22,190 There won't be many more v5s2 of these deadlines 273 $22,405  $2.2 million additional revenue v5s3 What you saw this week 263 $21,014 from sending best draft vs. v6s1 Hey 363 $25,689 worst, or $1.5 million additional v6s2 Let's win. 237 $17,154 v6s3 Midnight deadline 352 $23,244 from sending best vs. average
  • 10. 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
  • 11. Testing = data-driven decisions  We don’t have all the answers  Conventional wisdom is often wrong  Gut instinct is often wrong  On the Obama campaign we had this thing called the Email Derby…  Even the experts can’t reliably predict the most effective messages  Listen to your audience!
  • 12. Experiments: Email Volume  More email = more donations  People say they get too much email  But our experiment showed that sending a higher volume of fundraising emails led to more donations, without dire consequences  Implementing a “more email” policy probably led to $20-30 million in additional revenue for the campaign
  • 13. Experiments: Ugly vs. pretty  At first we tried making emails prettier, with slick- looking buttons and nice formatting  That failed, so we asked: what about ugly instead?  Ugly yellow highlighting got us better results  But at some point it lost its novelty and stopped working – always important to re-test!
  • 14. Experiments: Personalization  Adding “drop-in sentences” that reference people’s past behavior can increase conversion rates  Example: asking recent donors for more money …it's going to take a lot more of us to …it's going to take a lot more of us to match them. match them. Will you donate $25 or more today? You stepped up recently to help out -- thank you. We all need to dig a little deeper if we're going to win, so I'm asking you to pitch in again. Will you donate $25 or more today?  The added sentence doubled the donation rate  Confirmed in several similar experiments
  • 15. Technologies: Saved Payment Info  Campaign introduced “Quick Donate” system, allowing donors the option of saving their credit card info for easier donating later  Allowed one-click donations within email
  • 16. Obama 2012: Digital Department  Raised over half a billion dollars online  Recruited tens of thousands of volunteers  Publicized thousands of events and rallies  Did I mention raising half a billion dollars?  Conservatively, testing resulted in about $100- 200 million in additional revenue
  • 17. Digital Department Basics  Grew from a small team in spring 2011 to a department of 200+ in 2012  Outbound (email, social, mobile, blog)  Ads  Front-End Development  Design  Video  Project management  Digital Analytics
  • 18. Digital Analytics  Goal was to help all the other teams do better  Design & implement experiments  Analyze & report results  Provide data sets  Three overlapping skill groups within team:  Database management (SQL, Python)  Data analysis (Stata, R, SPSS)  Web analytics (Google Analytics, Optimizely)
  • 19. Testing requires content  Content creators  Need more of these than you think  Obama team had 18 email writers, 4 social media writers, many designers and ad producers  More people = more ideas  Front-end developers  Create new pages, improve user experience, etc
  • 20. Conclusions  Data-driven campaigning helped Obama win  Big groups of smart people can accomplish a lot!  But you don’t have to have a staff of hundreds to have a good testing program  Train existing staffers, hire more when you can  Foster a culture of testing: every piece of communication is an opportunity to test something  Even a small list can be split in two – do what you can

Notas del editor

  1. Anecdote: We were terrible at predicting the winner