

Spreading the word
It’s the oldest information-diffusion process in the world: word of mouth. In a major new study of that process, researchers tracked communication through social networks as a microfinance company began marketing loans in 43 villages in southern India.
FYI, these are old-fashioned, voice-actuated social networks.
“I have a basic interest in understanding how social networks influence human behavior,” says study co-author Matthew Jackson, a professor of economics at Stanford University. Advance knowledge that the Bharatha Swamukti Samsthe bank would enter these communities “represented a unique opportunity” to gather data on social networks, and then test how communication in the networks affected the decision to borrow from the bank.
Small “microfinance” loans are made to members of groups of borrowers, which guarantee each individual loan. Loans are typically used to start a business by buying a cow, say, or a sewing machine. The loans are usually made to women; in this case, women aged 18 to 57.
Before the bank entered the villages, a small army of research assistants asked about demographics, income and social relationships:
“Where do you borrow money?”
“Who do you borrow kerosene from?”

“What temple, church or mosque do you attend?”
After the bank came to town, the researchers returned to identify the new microfinance borrowers.
It’s who you know
As expected, the new borrowers, who were presumably enthusiastic about the bank, were more likely to pass along information about the bank than people who knew about the bank but did not take out a loan.
Still, those non-borrowers accounted for about one-third of overall information transmission. Jackson found that surprising, since he expected the borrowers to be even more dominant in spreading the word about the bank and the new loans.
The case may be unusual, as Jackson acknowledges, since microfinance has received so much positive coverage in the Indian media. “The main thing they had to do was announce that it was available in the village. If this was another product that you had never heard about, maybe you would listen more to the advice of a friend.”
Who’s got clout?

If you want to spread the word about something, should you try to reach the person with more friends, or the person with friends who are more important? Here, quality beat quantity. “On a superficial level, it’s obvious that if you want to reach more people by word of mouth, you want to hit someone who is well connected, but it turned out that having more connections isn’t a good predictor of whether you spread information well in the village,” Jackson says. “You need to be well connected to key people in the village, and they need to have good connections to other key people.”
As Jackson talked about “friends,” we had a FB moment: Could the results from rural villages in Southwest India pertain to people who have hundreds of “friends” on the king of the social networks? Can we extrapolate from villagers to screen slaves?
To some extent, Jackson thinks we can. “There is a substantial amount of word-of-mouth in any diffusion process in the developed and developing world.” He hopes a new definition of centrality proposed in the new study, which accounts for quality and quantity of friends, will be useful in future work on networks.

Sifting the network
But who, we wondered, would want to spend so much time and money identifying the biggest grapes on the grapevine? Aside from researchers, nobody would, as Jackson recognizes. “If you are going to bang on everybody’s door, and interview them, you might as well tell them about your product.”
Instead, researchers are using their findings to streamline the process of finding key network nodes. “It looks like people have an ability to tell you who are the right people,” Jackson says. Ideally, it should be possible to determine the minimum number of people needed to find the key people.
We always knew that opinion leaders affect attitudes about new ideas and products, so what is new? First, spreading basic information about the presence of a new financial option seemed to be more important than opinions conveyed along with the information.
Second, the really influential person “is not necessarily the person with the most connections, or who is most central in the network,” Jackson says. “It’s somebody who is well connected in the sense that they are well connected to people who are well connected.”
— David J. Tenenbaum
Terry Devitt, editor; S.V. Medaris, designer/illustrator; Yilang Peng, project assistant; David J. Tenenbaum, feature writer; Amy Toburen, content development executive
Bibliography
- The Diffusion of Microfinance, A. Banerjee et al, Science, July 26, 2013. ↩
- What is microfinance? ↩
- The neuroscience of social influence ↩
- Familiar strangers in hidden social networks ↩
- Can having more friends on Facebook make you smarter? ↩
- What did social network look like in the Stone Age ↩