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Learning from Obama: Redesigning Analytics

Zurich Amelia Showalter at Kampaweb on A/B-Testing

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Page 1: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Learning from Obama: Redesigning Analytics

Page 2: Zurich Amelia Showalter at Kampaweb on A/B-Testing

In 2008, Obama campaign raised $750 million

Would not be enough in 2012

The fundraising challenge

Not impressed.

$750 million?

Page 3: Zurich Amelia Showalter at Kampaweb on A/B-Testing

The fundraising challenge

But fundraising was proving more difficult in

2012 than in 2008

President less available for fundraising events

In early campaign, we saw average online

donation was half of what it had been in 2008

We had to be smarter, and more innovative

Page 4: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Overview

A/B testing in Obama’s digital department

Lessons learned

Don’t trust your gut

Foster a culture of testing

Hire smart people with diverse voices

Page 5: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Winning with A/B Testing

Page 6: Zurich Amelia Showalter at Kampaweb on A/B-Testing

What impact can testing have?

version Subject line donors moneyv1s1 Hey 263 $17,646

v1s2 Two things: 268 $18,830v1s3 Your turn 276 $22,380v2s1 Hey 300 $17,644v2s2 My opponent 246 $13,795v2s3 You decide 222 $27,185

v3s1 Hey 370 $29,976v3s2 Last night 307 $16,945v3s3 Stand with me today 381 $25,881v4s1 Hey 444 $25,643v4s2 This is my last campaign 369 $24,759

v4s3 [NAME] 514 $34,308v5s1 Hey 353 $22,190

v5s2There won't be many more of these deadlines 273 $22,405

v5s3 What you saw this week 263 $21,014v6s1 Hey 363 $25,689v6s2 Let's win. 237 $17,154v6s3 Midnight deadline 352 $23,244

$0

$1

$2

$3

$4

ACTUAL($3.7m)

IFSENDING

AVG

IFSENDINGWORST

Full send (in millions)

$2.2 million additional revenue

from sending best draft vs.

worst, or $1.5 million additional

from sending best vs. average

Test sends

Page 7: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Test every element

After testing drafts and subject lines, we would

split the remaining list and run additional tests

Example: Unsubscribe language

Variation Recips UnsubsUnsubs per

recipient

Significant differences in

unsubs per recipient

578,994 105 0.018% None

578,814 79 0.014% Smaller than D4

578,620 86 0.015% Smaller than D4

580,507 115 0.020% Larger than D3 and D4

Page 8: Zurich Amelia Showalter at Kampaweb on A/B-Testing

No, really. Test every element.

We also were always running tests in the

background via personalized content

Page 9: Zurich Amelia Showalter at Kampaweb on A/B-Testing

The results

Campaign raised over one billion dollars

Raised over half a billion dollars online

Over 4 million Americans donated

Recruited tens of thousands of volunteers, publicized thousands of events and rallies

Did I mention raising >$500 million online?

Conservatively, testing probably resulted in ~$200 million in additional revenue

Page 10: Zurich Amelia Showalter at Kampaweb on A/B-Testing

The Key to Success

Page 11: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Be humble.

Page 12: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Be humble

You don’t always have the right answers

You usually won’t get it right the first time

You won’t always be the smartest person in

the room

And if you are, you’re doing it wrong

Page 13: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Lessons

Page 14: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Don’t Trust Your Gut

Lesson #1

Page 15: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Don’t trust your gut

We don’t have all the answers

Conventional wisdom is often wrong

Even your brilliant idea might be wrong

Leave your ego at the door

There was this thing called the Email Derby…

If even the experts are bad at predicting a winning

message, it shows just how important testing is.

Page 16: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Experiments: Ugly vs. Pretty

We tested sleek and pretty

That failed, so we asked: what about ugly?

Ugly yellow highlighting got us better results

But at some point it lost its novelty and stopped

working – always important to re-test!

Page 17: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Foster a culture of testing

Lesson #2

Page 18: Zurich Amelia Showalter at Kampaweb on A/B-Testing

The culture of testing

Create a safe environment for new ideas

Hold frequent brainstorms, generate crazy ideas

It’s okay if some of these ideas fail

Use every opportunity to test something

Keep a testing calendar

Your default should be to do testing

Page 19: Zurich Amelia Showalter at Kampaweb on A/B-Testing

The culture of testing

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?

Look for small improvements (not just big,

disruptive ones)

Page 20: Zurich Amelia Showalter at Kampaweb on A/B-Testing

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

Page 21: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Invest in your team

Lesson #3

Page 22: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Hire smart, diverse talent

Many Obama staffers (maybe most) had never

worked in politics before

Experience is less important than aptitude,

passion, and willingness to learn

Hire people who are smarter than you

Page 23: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Outbound Team

18 email writers, 4 social media writers

Diverse voices led to better content

Digital Analytics Team

15 analysts with overlapping skills

Database management (SQL, Python)

Data analysis (Stata, R, SPSS)

Web analytics (Google Analytics, Optimizely)

Diverse talents led to better problem-solving

More voices, more talents

Page 24: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Conclusions

Page 25: Zurich Amelia Showalter at Kampaweb on A/B-Testing

Conclusions

Be humble

Test everything

Never stop looking for new ideas, new voices,

and new innovations