Follow the Herd. How behavior and stories spread through online crowds
by Patrick | Published in Crowd Science, Featured | 18 Comments

Humans are social animals. We tend to gather together in crowds in the physical world and now more often than ever, online. A crowd is joined by common interests like a rock concert, or staving off boredom on Digg and StumbleUpon. But how does behavior and information flow through the crowd? Why is it that we all chant the same thing at that concert, and also end up reading the same story on Digg? Most importantly: How can we spread our message through the online crowd?
Traditional crowd behavior and the new digital herd
Most of the studies we have on human crowd behavior are pretty outdated. While people haven’t really changed in their nature, the medium has. No longer is a crowd limited to a gathering of people together at the same time at a physical location. Now you can be separated in time and space and be a member of several crowds at once, with gatherings around Facebook, Digg and StumbleUpon just to name some of the biggest players.
Make no mistake though; Digg and StumbleUpon are crowds, not communities or tribes no matter what the marketing gurus tell you. They lack central leadership or even a common purpose. Thinking of it as a herd or crowd much better explains the organization of these online gatherings and the dynamic flow of stories and ideas through them.
But online crowds are not as free flowing as you might think. At a rock concert you can yell, push, throw, dance see, hear and feel. Online crowds have only limited channels open – short descriptions of an article, comments, thumbs up, and votes. The flow of information and attention is artificially crippled compared to the physical world, limiting the type and amount of contact you have with your fellow grazers in the herd.
If you constrain the channels of interaction, like Digg and StumbleUpon do, then you constrain normal crowd behavior. What happens when behaviors get constrained and how this affects how ideas spread through the crowd is a tough one to study. What we can do though is look at how online crowds behave thorough what we know about traditional, physical crowd behavior and update it for a more modern definition.
With this we can then come up with a strategy to help spread our stories and ideas throughout these online crowds.
What herd behavior is not – Crowd sourcing
It’s worth taking a moment here to dispel a common misconception about what the dynamics of crowd behavior is not – Crowd sourcing.
Crowd sourcing and mining “the wisdom of the crowd” are merely modern incarnations of out sourcing, abeit on a mammoth scale. Wikipedia is perhaps the most visible example, where it is the cumulative contributions of large numbers of people that shape the final content. Solutions to problems emerge from individuals and the group sorts through all the options until the “best” answers are promoted.
Despite the crowd label being applied to “crowd sourcing”, this is not a model of how information and behavior flows through crowds, nor does it tell us why some ideas emerge and become popular over competing ideas. This is because we can’t really describe the people gathered here as a crowd, and herd behavior does not apply. Each Wikipedia editor may only propagate their ideas and gain attention through the audience by modifying the main article page (the discussion page notwithstanding).
This amounts to a more linear flow of information, analogous to each person at a rock concert taking turns to yell out something different, then everyone deciding which one was the catchiest, and then using that as the chant. It’s not dynamic at all like a real crowd.
There are variations on this of course, where crowd sourcing information flow is more dynamic. Companies like Vanno are using a hybrid approach to try and crowd source the reputation of companies – something that’s inherently dynamic and subject to opinions and behaviors flowing through crowds. Take devotion to and pushback against Apple for instance with the introduction of the first iPhone at a high price point, and it’s rapid price cut that left a lot of previous fans dismayed.
If this hybrid approach to crowd behavior and crowd sourcing works, then not only will you be able to see the most “popular” companies like a story on Digg, but also have a mechanism to follow the propagation of a idea or behavior through the crowd over time to find out exactly how they became popular or unpopular.
But now we need a model of how an idea can move through a crowd and become common enough to be popular.
You are all individuals. Now follow me.
Dr Alex Bentley and Mark Earls have championed a new way of thinking about how something gains the attention of the crowd; with the principle of Pull not push. Pulling an idea through the crowd involves presentation followed by random copying by the crowd members until it spreads far enough to become common. From Mark’s marketing perspective, this differs greatly from pushing ideas through the crowd like traditional advertising where it’s common to use celebrities to shill a product.
The same seems to hold true with the new dynamics of online crowds, where stories that become popular are hard to predict and seem to spread via random copying by other Digg/Stumble members.
Pushing can also occur somewhat in the online crowds, with very influential members appearing on Digg and StumbleUpon championing articles and speeding up the spread of the article. But just like celebrity endorsements they do not guarantee success.
Copying those around you has a certain appeal from an evolutionary perspective – it’s much easier for one Stone Age man to invent fire and have everyone else just copy how they did it, instead of independently inventing it every time. Copying what others are doing then confers a great survival advantage and may even explain our tendency to gossip. It is arguable then that our ability to learn/copy is an even greater contributor to our survival than our ability to create. The key requirement here though is that successful ideas and behaviors get copied and passed through the herd, leading to better survival, and that disadvantageous ideas do not get copied.
However there is a third category which contains even more ideas/behaviors than those that are advantageous or disadvantageous and it’s the category that almost everything you’ve ever seen on the internet falls into: Neutral effect. Those stories that fly through Digg and StumbleUpon vying for your eyeballs, begging you to copy them, fall firmly into this category. Like our Stone Age ancestors trying out thousands of different ways of making fire, as long as it didn’t kill you then it doesn’t hurt your chances of survival either.
OK, so articles on social media may not necessarily helpful, but they certainly aren’t harmful, so why do some make it to the front page of Digg and not others? Well the random copying of an idea in the online world requires one more factor for success: the transfer of attention from one crowd member to another.
Attention is a currency and funds are limited
When a story travels through a social network, it is not just the transfer of information that’s happening – as traditional models would have it. That’s way too abstract of a concept for the brain to really latch onto to explain why you would want to pass something on or vote it up or down.
We should instead think that a behavior or story traveling through the crowd as a transfer of attention. Take for example the catchy chant at a rock concert. When one person shouts it out, the people within earshot may pay attention to it and decide to copy it, leading to a cascade spreading throughout the crowd until the majority of people are in sync. The idea has gained attention and the individual members copy the behavior gaining the attention of more of the crowd.
The great myth about spreading your idea is that the transfer of a story or behavior between people happens because the idea has value. Take for example the rock concert analogy above. If the crowd has begun to chant, then an individual within the crowd may yell out an even catchier or wittier chant, one that could be said to have greater value than the one currently propagating. But because the transfer of attention from one person to another has already taken place on the first chant, it is very difficult for the second to gain ground and rise to become dominant, even if it is much more “valuable”.
You can see numerous examples of this on Digg and StumbleUpon everyday, where the progress of an article towards the front page is somewhat unpredictable, but as attention grows then the faster the article spreads, and the less likely another article will spread through the same group of users at the same time.
This is independent of the perceived value of either article. Which is why what you’re reading now can be equal in value to a picture of cat with a funny expression on its face (The subject of my next article: “I can haz newro-zience??”).
How to spread your idea through online crowds
So how can we use this knowledge of crowd behavior to spread our message?
1) Behavior emerges from within the herd. Unless you are already the focus of the crowd, like the band playing at the rock concert, then behavior and ideas must emerge from within the crowd. This may then seem like obvious advice but you need to spread your idea from within the crowd you are trying to get attention from. For example you and the readers of your website need to be part of the crowd that normally uses, Digg or StumbleUpon. If you’re a big faceless corporation yelling it’s ideas in our direction you are not part of the crowd. A good example would be the effective campains of Apple being seen as “one of us” and Microsoft as, not necessarily hated, but merely an ambivalent outside entity.
2) Pull don’t Push. It’s almost impossible to force a crowd to do something it doesn’t want to do. To spread your idea/behavior you need to present it as something worthy of attention. The value of your idea might appear independent from the attention it musters, but the perception of value is essential. Your article may even be the most brilliant one in the world, but unless you can communicate this, then why will a member of the crowd spend an ounce of attention showing it to someone else? You need your message to sell itself – you won’t ever contact every member of the crowd, you need to start something that people want to spend their attention on and that would be willing to ask others to spend attention on. There’s no getting around it – you need others to pull your idea for you. Anything else is just pushing.
3) Attention is currency. Attention is a finite resource, once the herd has begun to follow a behavior or idea then the odds of your idea going widespread with the same members is low. Most people just won’t Digg or Stumble more than one story a day, if that. This is largely out of your control, but it’s an odds game. Timing the presentation of your idea and spreading it over time will increase your chances of getting the attention of the crowd, but it’s something that will need to be refined in every case.
The dynamic nature of crowds means that the best we can do now is to present this general strategy – the exact steps, timing and presentation is going to vary depending if you are pulling your article, Pepsi, or your company logo through the herd. Our knowledge of crowd behavior is still developing and the online crowd science even more so. Think of this as an imperfect science, that is still more fine art than fine engineering.
The implications of modeling human herd behavior are huge though. If you could absolutely answer the question of what will be popular on Digg next Wednesday, you would also have yourself a formula that predicts human behavior on the stock market. But for now we will just have to live with the random copying of the herd and concentrate on building something that is worthy of attention.
If you believe I have transferred some attention to you my fellow herd member, I’ll invite you to pull it through the crowd by using the buttons below. Or if you have already used up your attention quota, to subscribe to the RSS and Email updates and graze with the herd here at VE.
Original image by tricky remixed by Patrick
January 19th, 2009

January 19th, 2009at 5:43 am(#)
Hi Patrick,
Wow, that was a detailed post! Hats off to you for the effort. Crowd behaviour is fascinating and I like the advice to pull, not push. I’m still trying to figure out how online social media works, so this post was helpful. Thank you!
January 19th, 2009at 11:20 am(#)
The concept of Pushing through the crowd makes me think of Digg founder, Kevin Rose.
Almost everything he submits makes it to the front page. I call it the King Midas Effect. Anytime a leader in a crowd endorses an idea, it immediately takes off.
This leaves crowd members with two options in trying to get their ideas spread –
A) Get the endorsement of a leader
B) Expand upon an idea generated by the crowd
These observations are beyond fascinating…
January 19th, 2009at 12:57 pm(#)
@patrick – Thanks much for the mention of Vanno.
@daphne et al. – At the risk of oversimplification, I would offer that what happens on social media sites is more like “mobsourcing” than “crowdsourcing”. You can read more here if you’re interested:
http://blog.vanno.com/index.php/2008/11/09/crowdsourcing-done-right/
January 19th, 2009at 5:29 pm(#)
Hi Patrick: I love that cow. Because of information overload, people are looking for shortcuts, and following the crowd (or the herd) is a shortcut. If while stumbling I land on a blog that has a feed counter that shows the blog has many subscribers, I’m more likely to give it a chance than a blog without a feed counter or one that shows few subscribers. In a way, with a blog that has many subscribers, other people have already done the work of going through the blog and judging it “attention-worthy”. It’s Malcolm Galdwell’s tipping point: it’s difficult to get up to a certain number on Digg, say 250, but once you get to that number you draw the attention of “the herd” and suddenly lots of people start digging the story. This is very interesting.
January 19th, 2009at 8:14 pm(#)
I contributed to your herd by adding you to my blogroll. I think you adequately described the ultimate online currency – attention. For some reason we need an audience to express ourselves…that’s what most art is about. There’s some message there that the artist feels he or she needs to express…and bloggers are no different (forgive me for comparing blogging to art).
I actually have a neurological question for you – maybe a good post idea. Do people become more risk averse as they get older? What happens in the brain to make this happen?
January 19th, 2009at 9:51 pm(#)
Patrick,
What a great article on crowd behavior. I agree with you on the view of a number of social media platforms – they are most definitely crowds not tribes.
As for attention – might you want to put that into effect with the post? I can only spend so much time reading and I found your article hard to scan for the relevant pieces of information. Since one item of currency that I must closely monitor is time – scan-ability is crucial to me when reading a blog. Just a thought. I like your stuff and I will come back and check in again soon.
January 20th, 2009at 12:44 pm(#)
Thanks everyone for the comments.
@PFP – That’s a good question and I think I shall turn that into a future article – changes in decision making behavior over time. The neuroscience of human decision making is fascinating, though honestly still in it’s infancy. I touched upon it in my article on The Stone Age Brain vs the Stock Market, but I’m going to be exploring this in articles for a long time to come yet.
@Will – The irony of my talking about attention in such a long article is not lost upon me
The movement of behavior and ideas through crowds is a pretty complex one though, so I thought it needed it. This topic is huge so I’m going to be writing a lot more yet. I hope this article serves as sort of a introduction to the field, one that I’ll link back to in future discussions.
Patrick
January 20th, 2009at 1:13 pm(#)
Loved it Patrick. I do a LOT of social media and am always amazed at how people behave in different spaces ….
BTW< have you read TRIBES by Seth Godin?
January 20th, 2009at 1:36 pm(#)
Thanks Maya – I think I’ve barely touched on the subject with this article, but that’s why I have the crowd science category here on VE, much more to come on this topic.
I have not read Seth’s latest book yet, but I have been following his blog for a few years now – highly recommended it for those (3 people) left on the planet who haven’t yet seen Seth Godin’s work
Patrick
January 20th, 2009at 4:52 pm(#)
Very thorough post!
“Attention is currency” is my favorite. Very relevant to aspiring blogger like myself.
Thanks for sharing
January 21st, 2009at 1:41 am(#)
That is some SERIOUSLY deep content up there. I would have divided this post into at least 2 or 3 days.
So, what you’re ultimately saying, is that we should hire Jane Goodall to market our blogs?
January 21st, 2009at 10:02 am(#)
I agree with Trey. Your content is worth waiting for. I like that you have a meaty post twice a week rather than using some of your time to post filler.
January 23rd, 2009at 11:13 am(#)
Patrick,
This is an absolutely awesome article. I doubt it will get the attention it deserves because of the “headiness” of it. You have earned a spot on my reader for sure.
I have just finished “the tipping point”for the third time and if you haven’t read it, I think that it would be right up your alley. It explores how something goes viral (hence the “tipping point”) It is an oldie but a goodie.
I have an article that goes into what makes things go viral here that may expound on crowdsourcing (it is a basic how to get the crowd in the first place)..
http://leodimilo.com/internetmarketingblog/viral-marketing-social-media-platforms/
January 23rd, 2009at 1:23 pm(#)
@Leo – Glad you liked it, I can see from reading your site that this is a big compliment – thanks!
And yes Malcolm Gladwell has some great ideas – I am yet to read his latest, but it’s on my list as I’m sure it’ll be as fascinating as the tipping point.
Loved your article BTW, I would suggest to people that read this far down the page that they stop by and check it out.
Patrick
January 29th, 2009at 10:42 pm(#)
As it happens, I have a friend who runs a dairy farm. He does not tattoo his cows but they do exhibit a certain trend toward what humans would describe as “clicks.” Each person has choices about whether to follow a crowd or to go out on a limb. Some people are overwhelmed by choices. Otehr people never take the time to explore their options. Your post invites people to take another look at alternatives. After all, as you say, change is in the air!
February 6th, 2009at 11:26 pm(#)
Patrick thanks for appreciating my addition to Seth Godin’s list. I thoroughly enjoyed your post. Must say very deep thinking.
September 4th, 2009at 10:02 am(#)
Good post and summation- appreciate your synthesis. As you say, traditional “push”-ing doesn’t work in the digital environment. Things that people are willing to ‘pull’ on their own seem to either have a certain unknowingness/unintentionality of their significance/humor, OR are embraced if they have a knowingness of itself/themselves relative to where they are in the environment. Something that is transparently a “push” people are quickly turned off by.
January 13th, 2010at 1:15 pm(#)
Great article Patrick, very enjoyable. I can see your assertion of the transfer of attention holding true in addition to the transfer of information. But is it completely accurate to say that propagation of information cannot be measured by the value gained by its recipients and / or distributors?
I’d suggest there is value, more from the perspective of the distributor as opposed to recipient or consumer, in respect of how that may be perceived within their tribe. For example, by propagating your article as I’ve done, the value I gain (probably measured by total followers I receive relative to total followers pre-propagation, and / or a calculation of ‘value’ it presents to those in my network who’ve chosen to ‘spend’ some attention on it) is the growth of my network and / or the value I may present within it.
Additionally, the more one studies the area of decision making the more you begin to unearth the plethora of pressure’s on a mind at any given time. Take a golf shot for example. I could be exactly the same distance away from a hole, on the same course on two different days and choose two different clubs. The decision I make will depend on a whole series of criteria, some predictable and relatively stable calculations and others massively subjective. The most subjective being the mind. My minds state at the point I choose a club and my ability to therefore play the shot is something very difficult to rationalise, even by the person swinging the club!
Clay Shirky suggests that the quickest way to solidify a group is to present it with a threat. The Daily Mail getting away with that angle time after time is surely an example! The complete randomness with which decisions to propagate ‘vanilla’ type information and even make financial decisions are surely too complex to ever really predict conclusively their overall outcome.
Perhaps a test to see what level of propagation multiple ‘vanilla’ articles – those that start with zero credibility or stance within networks – need reach to be successful could try and discover what level, measurement or hierarchy it need attain to generate mass propagation. i.e. does complete randomness stop at a certain level of its propagation and more determinable measurements continue its expansion (as expected – the more people that spend attention on an article suggest more will do the same), or are there no patterns to their expansion and does it simply rely on the random factors associated with each person propagating the information.