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Experiments!. Direct Influence. Three Degrees of Influence. Alter Influence Persists. Alter ’ s Alter Influence Persists. Period 1. Period 2. Period 3. Period 4. Eleni. Effects Persist Over Time. Lucas. Lucas. Lucas Lysander. 1. Erika James. Erika. Erika. Erika Harla. 2.
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Period 1 Period 2 Period 3 Period 4 Eleni Effects Persist Over Time Lucas Lucas Lucas Lysander 1 Erika James Erika Erika Erika Harla 2 Degrees of Separation from Eleni Jay Jay Brecken 3 Behavior Spreads 3 Degrees of Separation
The Network Acts Like aMatching Grant Each a Person Gives in First Round.... CausesOthersto Give
Smilers Non Smilers
Voting • Voting highly correlated in friends & family(Berelson, Lazarsfeld, McPhee 1954) • Mobilization is “contagious” (Nickerson 2008) • Can voting spread online? • We conducted a massive randomized controlled trial on Facebook in 2010
Social Message N = 60,055,176
Message Only N = 611,044
No Message N = 613,096
Yahtzee! • Hash voter data, use hash to assign a group • Measure groupturnout • Hash Facebook data, use hash to assign a group • Assign turnout based on match groups • Repeat until desired level of accuracy is obtained • Do stats on group turnout vs. group treatment
Vote Validation • 6 Million Users • 13 States (1/3 of population) • “Yahtzee” procedure to protect anonymity • 33% match rate
a Informational Message Social Message
Measuring Social Contagion Compare political behavior of friends of the treatment group to friends of the control group
Are close friends more influential? • Friendship on Facebook • “Find a Friend” project • Contacts a measure of tie strength
Measuring “Close” Friends Think of the people you have spent time with in your life, your friends with whom you have a close relationship. Your friends might also include family members, neighbors, coworkers, classmates, advisors, and so on. Please list your best friend first, then your next best friend, and so on. You may name up to ten people.
Distribution of Friends • 8.3 Billion Non-close Friends • 767 Million Close Friends • 16 Billion Close Friends of Close Friends
Social Contagion Does your friend’s mobilization affect your voting behavior?
2/5 3/5 7/15 6/15 10/25 8/25 Testing for Significance RANDOM NETWORK OBSERVED NETWORK