Alex “Sandy” Pentland,
MIT: Red Balloon Challenge - Key to mobilizing large numbers of people
is incentives
November 9, 2011
In December 2009, 10 red weather balloons were deployed from locations
throughout the United States. The project’s aim: testing the mettle of
social media.
The Red Balloon Challenge, sponsored by the Defense Advanced Research
Projects Agency (DARPA) of the U.S. Department of Defense, laid out a
simple objective: Use social media to identify the GPS coordinates for
all 10 balloons, suspended at fixed locations across the country. The
first team to do so would win $40,000. The challenge, commemorating the
40th anniversary of the Internet, highlighted social networking’s
potential to solve widely distributed, time-sensitive problems.
This video illustrates how referral between participants of the MIT team
spread on the continental United States before and during the DARPA
challenge.
More than 4,000 teams entered the competition. Many concentrated their
efforts on coverage, reaching out over the Internet to people over as
large a geographic area as possible. Some teams tapped into large
databases such as college alumni listservs, while others appealed to
audiences on Twitter and Facebook.
The winning team, a group of MIT students, cast similarly wide nets
across various social networks, but with a twist: The team devised
incentives that motivated people to forward its message to others. The
team promised $2,000 to the first person who submitted the correct
coordinates for a single balloon, and $1,000 to the person who invited
that person to the challenge. Another $500 would go to the person who
invited the inviter, and so on.
The system quickly took root, spawning geographically broad, dense
branches of connections. After eight hours and 52 minutes, the MIT team
identified the correct coordinates for all 10 balloons, doling out some
of the prize money to people in the 10 winning chains and donating the
rest to charity.
In the process, the team collected an enormous amount of data on the
size and scope of Internet connections. The researchers analyzed the
data, and have published the results in the current issue of Science.
Finding the carrot that will stick
Alex “Sandy” Pentland, director of the Human Dynamics Laboratory in the
MIT Media Lab, says finding the right incentive is essential to
mobilizing large groups of people on a given task. With the right
incentives, Pentland says people can work across social networks to
accomplish goals beyond balloon searches.
“You can imagine scenarios like emergencies,” says Pentland, the Toshiba
Professor of Media Arts and Sciences. “‘Where’s there a power
generator?’ The word goes out, and it comes back in five minutes, and
half a million people have thought about it for a microsecond. That
would be amazing. Or there’s a lost child, and suddenly you have 10
million eyeballs looking. You can see things like that being enormously
valuable.”
Using incentives to spread information over a social network is
certainly not a new idea. Referral marketing programs commonly use
incentives to attract, for example, new magazine subscribers, by giving
coupons to friends who refer other friends.
Pentland and his team found their “recursive incentive mechanism” was
far more effective than such marketing strategies. In such a system, a
person doesn’t necessarily have to pass the message along to the person
who subscribes to a magazine. She can gain by simply passing the message
along to someone.
The team compared its results with those of an online newsletter
subscription campaign, and found the number and size of “cascades,” or
branches of people recruiting others, was significantly larger for the
balloon task. The researchers also observed their scheme produced a
lower “attrition rate,” or points where people failed to forward the
message.
Pentland’s group also found that their approach had the advantage of
speed. The promise of a staggered reward spurred people to quickly reach
out to others, versus newsletter subscribers, who exhibited a more
delayed response.
A twist on tweets
The group also evaluated its performance against that of other top Red
Balloon Challenge teams by analyzing data from Twitter. The students
compiled more than 100 million tweets with the word “balloon” during the
month before the balloon launch, analyzing them for the top five
finalists.
Based on Twitter data, altruism wasn’t the ideal incentive: A team from
the Georgia Institute of Technology’s Research Institute (GTRI), which
placed second in the competition, generated a limited number of tweets
through its altruism-based approach, which promised to donate prize
money to the American Red Cross if people signed on to the challenge.
The data also suggested that existing Twitter audiences didn’t
necessarily help spread the word. Infamous iPhone and PlayStation 3
hacker George Hotz, who has more than 35,000 followers on Twitter,
prompted an initial burst of tweets when he announced the challenge on
his feed. Similarly, a team named Geocacher appealed to an existing
community of geocachers — people who use navigational techniques to
identify hidden objects. Both teams, despite their established
audiences, failed to sustain a large presence on Twitter for the Red
Balloon Challenge.
In contrast, the MIT team started without a Twitter community. But
within a couple of days, it was able to generate a Twitter following
comparable to Hotz’s. What’s more, the team observed that when media
outlets reported MIT as the winner of the challenge, the number of
tweets actually declined, suggesting that the team’s incentive structure
played a large role in generating tweets.
Erica Briscoe, a research scientist and a member of the GTRI team, says
MIT’s extrinsic reward structure — promising monetary reward — helped
the team generate a large social network quickly.
“I think the challenge brought up the question, ‘What kind of incentives
do you need to participate?’” Briscoe says. “And it does seem their
incentive scheme was more motivation for people to form that network.”
The
MIT team’s system was not without weaknesses: For example, Pentland
says, people could have tried to register under multiple false names, in
order to increase their chances of winning. However, the team found
little evidence for that, possibly because of the competition’s time
pressures.
Pentland’s group is currently investigating incentive structures to
mobilize large groups in other scenarios, such as disaster response and
exercising.
“Humans are really social animals,” Pentland says. “We live in this web
of social relationships, and a lot of what we do and the satisfaction we
derive comes from the web of social relationships. So if you want to get
people to coordinate or change their behavior, you have to first and
foremost deal with the existing web of relationships, rather than treat
people as isolated individuals.”