Minority Rules: Scientists Discover Tipping Point for the Spread of Ideas

Scientists at Rensselaer Polytechnic Institute have found that when just 10 percent of the population holds an unshakable belief, their belief will always be adopted by the majority of the society. The scientists, who are members of the Social Cognitive Networks Academic Research Center (SCNARC) at Rensselaer, used computational and analytical methods to discover the tipping point where a minority belief becomes the majority opinion. The finding has implications for the study and influence of societal interactions ranging from the spread of innovations to the movement of political ideals.

“When the number of committed opinion holders is below 10 percent, there is no visible progress in the spread of ideas. It would literally take the amount of time comparable to the age of the universe for this size group to reach the majority,” said SCNARC Director Boleslaw Szymanski, the Claire and Roland Schmitt Distinguished Professor at Rensselaer. “Once that number grows above 10 percent, the idea spreads like flame.”

As an example, the ongoing events in Tunisia and Egypt appear to exhibit a similar process, according to Szymanski. “In those countries, dictators who were in power for decades were suddenly overthrown in just a few weeks.”

The findings were published in the July 22, 2011, early online edition of the journal Physical Review E in an article titled “Social consensus through the influence of committed minorities.”

An important aspect of the finding is that the percent of committed opinion holders required to shift majority opinion does not change significantly regardless of the type of network in which the opinion holders are working. In other words, the percentage of committed opinion holders required to influence a society remains at approximately 10 percent, regardless of how or where that opinion starts and spreads in the society.

To reach their conclusion, the scientists developed computer models of various types of social networks. One of the networks had each person connect to every other person in the network. The second model included certain individuals who were connected to a large number of people, making them opinion hubs or leaders. The final model gave every person in the model roughly the same number of connections. The initial state of each of the models was a sea of traditional-view holders. Each of these individuals held a view, but were also, importantly, open minded to other views.

Once the networks were built, the scientists then “sprinkled” in some true believers throughout each of the networks. These people were completely set in their views and unflappable in modifying those beliefs. As those true believers began to converse with those who held the traditional belief system, the tides gradually and then very abruptly began to shift.

“In general, people do not like to have an unpopular opinion and are always seeking to try locally to come to consensus. We set up this dynamic in each of our models,” said SCNARC Research Associate and corresponding paper author Sameet Sreenivasan. To accomplish this, each of the individuals in the models “talked” to each other about their opinion. If the listener held the same opinions as the speaker, it reinforced the listener’s belief. If the opinion was different, the listener considered it and moved on to talk to another person. If that person also held this new belief, the listener then adopted that belief.

“As agents of change start to convince more and more people, the situation begins to change,” Sreenivasan said. “People begin to question their own views at first and then completely adopt the new view to spread it even further. If the true believers just influenced their neighbors, that wouldn’t change anything within the larger system, as we saw with percentages less than 10.”

The research has broad implications for understanding how opinion spreads. “There are clearly situations in which it helps to know how to efficiently spread some opinion or how to suppress a developing opinion,” said Associate Professor of Physics and co-author of the paper Gyorgy Korniss. “Some examples might be the need to quickly convince a town to move before a hurricane or spread new information on the prevention of disease in a rural village.”

The researchers are now looking for partners within the social sciences and other fields to compare their computational models to historical examples. They are also looking to study how the percentage might change when input into a model where the society is polarized. Instead of simply holding one traditional view, the society would instead hold two opposing viewpoints. An example of this polarization would be Democrat versus Republican.

The research was funded by the Army Research Laboratory (ARL) through SCNARC, part of the Network Science Collaborative Technology Alliance (NS-CTA), the Army Research Office (ARO), and the Office of Naval Research (ONR).

The research is part of a much larger body of work taking place under SCNARC at Rensselaer. The center joins researchers from a broad spectrum of fields – including sociology, physics, computer science, and engineering – in exploring social cognitive networks. The center studies the fundamentals of network structures and how those structures are altered by technology. The goal of the center is to develop a deeper understanding of networks and a firm scientific basis for the newly arising field of network science. More information on the launch of SCNARC can be found at http://news.rpi.edu/update.do?artcenterkey=2721&setappvar=page(1)

Szymanski, Sreenivasan, and Korniss were joined in the research by Professor of Mathematics Chjan Lim, and graduate students Jierui Xie (first author) and Weituo Zhang.

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66 Responses to “Minority Rules: Scientists Discover Tipping Point for the Spread of Ideas”

  1. Tim #

    The people commenting about this study (and complaining about it) should not try and apply it to religion. The study states that “Each of these individuals held a view, but were also, importantly, open minded to other views.”

    Generally, people of faith are not open minded to other views! In fact, suggesting someone’s faith might be the “wrong” one usually just pisses them off. What it doesn’t do (obviously) is make them think “Hmmm, maybe everything I have believed in and devoted my life to is wrong. Let me seriously consider turning my life upside down to support your viewpoint”

    It would be more appropriate to consider views such as whether humans caused global warming, whether eggs cause high cholesterol, or whether Lee Harvey Oswald acted alone.

    July 26, 2011 at 10:52 am Reply
    • eric #

      Right: So this paper basically makes a useless claim.

      July 28, 2011 at 6:53 am Reply
  2. I think this depends on the total population of the “tribe”. The article is pretty skim on exact data and experiments. See the book “influencer” for more details on data and analytics (I’m not affiliated in any way – just picked up the book a few weeks ago)

    July 26, 2011 at 10:49 am Reply
  3. Bengie #

    It’s *obvious* that they mean ideas that other’s are willing to believe but are constrained by popularity.

    Just because 12% believe in reincarnation, doesn’t mean their hard held belief will over-ride the other 78% of the population’s hard-held belief that it is not real.

    A better example is this hypothetical situation, lets say no one had any info on lead and health. At some point, 10% of the population believes lead could be bad for you but there’s no proof yet. But 10% of the population knows someone who worked with lead and is now sick.

    Now you have 10% of the population with a firm belief that lead can be bad, so the idea spreads really really fast.

    And unless someone creates a counter-claim stating lead is good, people will continue to assume it’s bad.

    Again, hypothetical as we all know it’s bad for us.

    July 26, 2011 at 10:41 am Reply
  4. arid #

    Sounds like the Pareto Principle, but at 10-90 instead of the accepted 20-80 of the Pareto Principle. Once you get 10 percent of the group involved, you’re pretty much done. Maybe the 10 percent is to get conviction of at least 50 percent (the majority), so that makes sense along with the Pareto Principle.

    July 26, 2011 at 10:03 am Reply
  5. Ghana #

    Let’s just look at reality and see that this is; nothing.

    July 26, 2011 at 9:40 am Reply
    • dalancroft #

      Not to mention; bad punctuation.

      July 26, 2011 at 5:36 pm Reply
  6. JDCyrus #

    To respond to some earlier comments, I think this only applies to ideas that can spread virally. This is heavily dependent on social conditions; religion, for instance, isn’t very good at this nowadays because existing . On the other hand, if you go back 2000 years to the Roman Empire, there was no meaningful religion for most of the population, so Christianity was able to spread thanks to this phenomenon. (This is also why it never really caught on in the East; they did already have meaningful religions.) Similarly, the idea of a revolution can spread easily in a political climate like the current one in the Middle East.

    July 26, 2011 at 9:13 am Reply
    • Yan #

      You may have a point, it was the “always” claim that irritated me as stated in the article, it sounds like they were saying that if a small group believed something then it was a done deal that everyone else would eventually agree, and I am pretty sure that this is not the case.

      July 26, 2011 at 9:36 am Reply
    • Ron #

      the Roman Empire, there was no meaningful religion for most of the population, so Christianity was able to spread thanks to this phenomenon.

      Unless you have some new and different usage of the word “meaningful”, that statement is utter hogwash.

      Christianity took hold because it did a better job of meeting the physical and emotional needs of the disenfranchised: slaves, the poor and women.

      July 26, 2011 at 4:56 pm Reply
      • John Mack #

        And the 20% (estimated) of the Roman Empire that was Jewish or Jewish affiliated (yes, that was allowed) thought their religion was pretty meaningful too.

        July 27, 2011 at 4:35 pm Reply
  7. dilbert #

    Hey… I got an idea. Why don’t some of you actually do an experiment instead of just saying “utter crap” and offering no alternative research? Just a thought…

    July 26, 2011 at 8:59 am Reply
    • Yan #

      Because I can use common sense. If 10% of people in the US are Buddhists and 10% are Muslim does that mean the majority will one day be Muslim and Buddhist? I don’t consider either of those things as being demonstrated based on what just read. By the way, the burden of proof usually lies with those who make the claim. Its not my job to come up with research that disproves as silly claim. It is THEIR job to support their own claims.

      July 26, 2011 at 9:03 am Reply
      • dilbert #

        Well… it could be that you don’t actually have any. I’d rather base my ideas of research and not just what some random irate internet prick thinks.

        July 26, 2011 at 9:11 am Reply
      • dilbert #

        And you are probably stupid enough to think this “story” is that same as the “research”.

        What a way to jump to conclusions.

        July 26, 2011 at 9:14 am Reply
        • Yan #

          Well, you *could* just fault the reasoning I gave above instead of getting so upset. So if two groups of people, both greater than or equal to ten percent of the population, believe different things, does this mean that they both come true?

          July 26, 2011 at 9:34 am Reply
          • Riip #

            let’s face it… you are both random irate internet pricks!
            don’t ya?

            July 28, 2011 at 6:28 am
      • Chris Carpenter #

        Read the article again :) . It says that they have not yet looked into a population with polarization (people devoted to opposite views, like your Buddhist/Muslim example) and that they wish to look into that in the future. Their experiment -only- applies to populations where there are 10% people with a hard core belief and 90% who are open and have no real previous opinion. Also, because of the way the computer model was created, it will only work on a macro scale. On a micro scale all the other factors have too much influence IMHO.

        July 26, 2011 at 11:20 am Reply
        • Yan #

          That makes more sense, but would this *always* be the case as the article states? That sounds like it is being out rather strongly.

          July 26, 2011 at 11:53 am Reply
        • Peter Baumann #

          Outside of largely homogeneous cultures, one can rarely find population groups not polarized. And given how people can become polarized in more than one cultural identity (religion, politics, race, class), this study just reads as too simple to be useful right now, but I do look forward to results of the larger scale studies.

          July 28, 2011 at 10:26 pm Reply
  8. John Small Berries #

    “‘When the number of committed opinion holders is below 10 percent, there is no visible progress in the spread of ideas. It would literally take the amount of time comparable to the age of the universe for this size group to reach the majority,’ said SCNARC Director Boleslaw Szymanski, the Claire and Roland Schmitt Distinguished Professor at Rensselaer. ‘Once that number grows above 10 percent, the idea spreads like flame.’”

    Okay, I’ll bite. If there is no visible progress in the spread of ideas when those who hold them number less than ten percent, how do they manage to increase their numbers in order to break the ten percent barrier?

    July 26, 2011 at 8:20 am Reply
  9. Eric #

    And what happens if 10% or more hold an unshakable belief one way, and another 10% or more hold an unshakable belief the other way? Such as with Abortion vs. Right to Life?

    July 26, 2011 at 8:19 am Reply
  10. Yan #

    Utter crap. If twelve percent of the people in a country believe in reincarnation, for example, does this mean it will become the belief of the majority? This is very weak logic. Change “always” to “sometimes” and you might have a case, although that wouldn’t actually be telling you much.

    July 26, 2011 at 8:05 am Reply
    • heart #

      absolutely not…each one if he thinks with rational views wont accept what others believe strongly about a faith, its because, each one has different qualities and opinions. In the ancient period only trees with medicinal qualtiies were worshipped ex.margosa tree, banyan, wood apple tree etc etc. in india. Even now women without issue worship some trees to get blessing, had they been left to worship the nature, then there wont be anything called idols in india. Nature is God and God is Nature. But today because of idols we have lost our love and friendlyness towards humanity. Each of us instead of behaving like a human behave like people belong to a particular community. It creats tension among people. The selfish people with selfish desires always use this passion and affection of people towards religion exploit them and always hurt their feelings. A new born baby do not know about its religion, but we humanbeing only teach it and preach about how to follow a faith. So, we only plant the seed in its brain that grows and grows and it look at the society with narrow mindedness. In south india, people are always attached to their belief and caste especially and it create tension everywhere. All are with same coloured blood but their brain only make them act diferently. So, the culprit here is the “BRAIN”.

      July 27, 2011 at 5:17 am Reply

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