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What makes a Twitter user influential?

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I’m a big fan of Bernardo Huberman, director of HP Labs’ Social Computing Lab, and the work of his team. HP has been applying rigorous scientific practices to the study of social media and it has a gold mine of research open to the public.

It is worth emphasising that HP’s studies are designed to the highest scientific standards; they are not isolated case studies or the musings of a “social media expert”. They typically involve the study of very large numbers of people and thus they reveal some fundamental aspects of our increasingly online culture, and our common humanity.

The latest study from Dr Huberman and team is on what makes a Tweet or a Twitter user influential. More than 22-million tweets were analysed and it has led to the creation of the “IP Algorithm”, which measures the influence and passivity of Twitter users.

The study found:

  • Most Twitter users are passive, they do not re-Tweet.
  • There is a difference between popularity and influence. High numbers of followers does not equal influence because those followers do not re-Tweet.
  • To become influential, Twitter users must somehow persuade their followers to re-Tweet.

To measure influence, the study looked at how much traffic a Tweeted URL received, using the Bit.ly shortening service, which also tracks clicks.

From the paper Influence and Passivity in Social Media — HP Labs Research:

“This reveals interesting implications about the relationship between a person’s popularity and the influence she has on other people. In particular, it shows that having many followers on Twitter does not imply power to influence them to even click on a URL.

“Given the mushrooming popularity of Social Media, vast efforts are devoted by individuals, governments and enterprises to getting attention to their ideas, policies, products,and commentary through social networks.

“But the very large scale of the networks underlying Social Media makes it hard for any of these topics to get enough attention in order to rise to the most trending ones.

“Given this constraint, there has been a natural shift on the part of the content generators towards targeting those individuals that are perceived as influential because of their large number of followers.

“This study shows that the correlation between popularity and influence is weaker than it might be expected.

“This is a reflection of the fact that for information to prop-agate in a network, individuals need to forward it to the other members, thus having to actively engage rather than passively read it and cease to act on it.

“Moreover, since our measure of influence is not specific to Twitter it is applicable to many other social networks.

“This opens the possibility of discovering influential individuals within a network which can on average have a further reach than others in the same medium regardless of their popularity.”

Influence vs popularity

The fact that this study’s findings can be applied beyond Twitter is fascinating, especially applied to the work of PR and advertising firms.

For example: If a PR firm succeeds in placing a story abut a client on a popular news site, it means little in terms of that story being influential and reaching potential customers, investors, or others.

Popularity and influence are two separate issues. Targeting the right media outlets based on influence is more important than the popularity of any one publication.

The same can be applied to online advertising. Advertising agencies buy “numbers” when placing ad buys. But they should be concentrating on targeting in regards to influence.

The HP study shows that there is a significant arbitrage opportunity for those PR and advertising firms that understand the distinction between popularity and influence — and know how to act on it.


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  • http://topsy.com/memeburn.com/2010/08/what-makes-a-twitter-user-influential/?utm_source=pingback&utm_campaign=L2 Tweets that mention What makes a Twitter user influential? | memeburn — Topsy.com

    [...] This post was mentioned on Twitter by Tac Anderson, matt, Samantha Perry, Mandy de Waal, Khadija Patel and others. Khadija Patel said: What makes a Twitter user influential? | memeburn – http://goo.gl/jql6 [...]

  • http://www.antonkoekemoer.com AntonRSA

    Nice article and agree 100% with you. If you are an influencer, it really doesn't care how many followers you have – not that it cares anyway.

  • http://twitter.com/StartupSidekick Jason Sullivan

    Tom, this is the best article that I've read in a long time. There is a Huge difference between popularity, and influence. I can give 2 quick examples where I've seen this:

    A friend of mine started a band with his buddies. After several months, they managed to amass 1100 followers on Facebook. When they promoted their album to their 'followers', they got 3 sales. Why? Many followers were friends, or friends of friends. Most of the others had heard the band once, and decided to add them as a 'Like' in Facebook, probably for no more reason than to express interest in the band to their friends. A few of their followers fell within the target demographic of being an interested customer. Most were just friends, or friends of friends however. Popularity did not translate to influence (or in this case, sales).

    Second example (and very primitive). My first attempt at Adwords came a long time ago, but I still remember it vividly. I had a new product to sell, and a 'killer' sales page. I bought $20 of Adwords placings, and went to sleep.. It was going to be millionaire time when I woke up! Not so much. I generated 400 hits, but zero sales. Figuring this was just an anomaly, I pumped another $20 in. Once again 400 hits, zero sales. Why? Because clicks don't equal sales. The quality of people coming into my website had very limited interest in buying my product. They were looking for free information, or they were located in a country that would have no use for my product. I eventually refined this process, and ended up turning things around. But that lesson instantly made me aware of the difference between clicks (or popularity), and influence/(sales in my case)

    Jason
    http://twitter.com/StartupSidekick (follow me on Twitter for more entrepreneurial advice)

  • Steven.

    Tom great article, as a marketer I'm still sitting on the fence vis a vis social media as an effective marketing tool or wheter I hang with the other school which believes that marketing communications has no business being in social media? Gotta be honest my natural inclination is to go with the later crowd but every time I do something comes up that swings back into the middle again. Oh well… we'll see.
    By the way great blog I've been meaning to mention it but just havent …well you know. I will definately be including it in my blogroll.
    Cheers Steven
    http://www.xrosstheline.wordpress.com

  • http://memeburn.com/2010/09/the-100-most-influential-news-media-twitter-accounts/ The 100 most influential news media Twitter accounts | memeburn

    [...] answers these questions by using a study by HP Labs’ Social Computing Lab which attempts to measure influence on [...]

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