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BBC - The Code - The Wisdom of the Crowd 

timb6
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BBC's prof. Marcus du Sautoy explains how a group of people know more than one individual. Amazing stuff! The explanation is not hard to understand, but still it is hard to believe.

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14 авг 2011

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Комментарии : 592   
@ashmann3783
@ashmann3783 11 лет назад
I would be fascinated to see how differently the collective accuracy of guesses changes when the people witness every other person's guess, and when each person guesses separately and secretly. To see if social factors play any impact on guesses.
@jfriesne
@jfriesne 10 лет назад
When asked, I always estimate that there are 10 trillion jelly beans in the jar. No crowd with me in it is ever going to be wise... ;)
@sasha-2574
@sasha-2574 4 года назад
maybe he should've mentioned that you shouldn't ask the devil
@Marnige
@Marnige 4 года назад
Naah, any statistician would've ruled you out as an anomaly.
@jetcaspian2882
@jetcaspian2882 3 года назад
Lol that defeats the point.
@kennarajora6532
@kennarajora6532 3 года назад
I think it's closer to negative ten trillion jelly beans.
@alejorabirog1679
@alejorabirog1679 3 года назад
Outliers are discriminated in statiatic analysis.
@Khazar01
@Khazar01 11 лет назад
This is why we should always stick together and let nothing divide us and let nothing come between ourselves......we simply are smarter when we're together
@CascadianConsiderations
@CascadianConsiderations 11 лет назад
I'm pretty sure I've read something that tested this over and over, and it kept coming up right. It's like the hive mind of a beehive.
@ItsSansom
@ItsSansom 11 лет назад
"Somebody thought there was half a bean in there" LOL
@capelandpermaculture5808
@capelandpermaculture5808 Год назад
Saw this yesterday and it became one of my favourite videos - instantly.
@Wyzzkyd
@Wyzzkyd 11 лет назад
People think the Asian girl who gave 50,000 was way off. When in fact she had estimated how wrong the 159 people were and gave a number that would lead to the correct answer. This is the power, the power of Asian.
@betanixd5083
@betanixd5083 4 года назад
Das is racist
@HackingDutchman
@HackingDutchman 11 лет назад
In a group it’s possible for nobody to be correct but for everybody to be right.
@Ciruchan
@Ciruchan 10 лет назад
Anyone came here from Vsauce?
@dillondasilva6223
@dillondasilva6223 9 лет назад
i did
@EirikAnd99
@EirikAnd99 9 лет назад
I did
@kennarajora6532
@kennarajora6532 3 года назад
I want to do an experiment. I want to see what percentage of people came here from Vsauce. Since there's no way of really figuring it out. I'm going to try and see what Wisdom Of the Crowds has to say about this whole thing. I'll write the percentage I think came from Vsauce at the bottom, before you check my answer, have an answer in your head to make sure mine doesn't influence yours. - - - - - - - - - - - - - - - - - - - - - - I think it's around 70% of all the viewers, that came from Vsauce.
@oglommi
@oglommi 13 лет назад
This is amazing, there is no other word for it.
@fauxjebus
@fauxjebus 11 лет назад
There are many more examples of this phenomenon in James Surowiecki's book 'The Wisdom of the Crowd'. Definitely worth checking out if this video interested you.
@redfish337
@redfish337 10 лет назад
There is an absolute minimum, but no absolute maximum. Taking the average cannot provide a reliable answer because no one can guess -75000 to cancel out ridiculously high guesses. In such a situation, anyone that guesses over twice the real answer is doing more than one person's worth of damage to the mean.
@mttlsa686
@mttlsa686 9 месяцев назад
Guys this is really mind blowing. I've studied statistics at school when i was young but i've never seen this with the curiosity and awareness that i've today at almost 40. Do you realize how this simple experiment opens up to interesting discussions about reality, consciousness, collective consciousness, and many other existential mysteries? This is a very underrated topic that should be taken more into consideration for its importance, imho.
@theblackboyjoe
@theblackboyjoe 8 лет назад
If I knew this in primary school I would have won many jelly beans.
@wizerapp
@wizerapp Год назад
We have harnessed the power of the crowd into social technology for decision making. So fun to connect people to the right crowd
@The_Big_Dawg
@The_Big_Dawg 11 лет назад
Oh VSauce, we thank thee for this link of wisdom!! :)
@JakeLikesTech
@JakeLikesTech 4 года назад
That dude's face when he saw how close they were was amazing lol
@KevinLarsson42
@KevinLarsson42 9 лет назад
Who is here because of Vsauce?
@bigpips3051
@bigpips3051 8 лет назад
I am blown away you ask this.. I have to ask why you ask that! Indeed, I was watching VSAUCE about 15 minutes ago, but it didn't directly bring me here. I don't even remember which video I was watching, but it reminded me of a video I saw a long time ago about jellybeans and Google data and I couldn't find it.
@justindoan4258
@justindoan4258 8 лет назад
+bigpips3051 ...there's a video where this video was linked/mentioned/used as an example. Funny coincedence though
@jaduyare
@jaduyare 6 лет назад
Which Vsauce video?
@jayasuriyas2604
@jayasuriyas2604 6 лет назад
Can you tell which Vsauce video?, I wanna see it.
@flafichi
@flafichi 5 лет назад
Me
@HugabearNo7
@HugabearNo7 11 лет назад
That is so extraordinary.
@ArturoStojanoff
@ArturoStojanoff 8 лет назад
That guy who guessed there was half a bean... we all hate that guy...
@daxsama
@daxsama 11 лет назад
This blew my mind when I watched this at school :)
@FiatLux47
@FiatLux47 11 лет назад
Engineers use this all the time. If you're trying to measure something that is extremely difficult to measure (noisy data for instance), considering only one single measurement would be very dangerous, since it might be extremely imprecise. However, if you measure 1000 times and take the average, the errors cancel out and you have a pretty accurate measurement :)
@mttlsa686
@mttlsa686 9 месяцев назад
Take the??? I wanna know!!! 🤣
@michaelwang1730
@michaelwang1730 9 месяцев назад
@@mttlsa686 average?
@mttlsa686
@mttlsa686 9 месяцев назад
@@michaelwang1730 the words after "take the" were not showed when i clicked on "see more". Today yes, i don't know why...
@TheAnachronist
@TheAnachronist 10 лет назад
The right way to do this scientifically would be to have the guy running the experiment have no idea how many beans were in the jar, in fact not even see the jar himself only asking others to look (after the end, of course, they can look). Also, the contest needs to be announced ahead of time otherwise you run the risk of only contests which produce the shocking result being revealed publicly. Reminds me of XKCD #882, "Significant" ("Found a link between green jelly beans and acne, p>.05").
@TheNearFantastica
@TheNearFantastica 11 лет назад
Mindblowing.
@mrjkamm123
@mrjkamm123 11 лет назад
this video is about to blow up
@gaspot007
@gaspot007 8 лет назад
Excellent!
@epistemocrat
@epistemocrat 7 лет назад
this is absolutely amazing. Markets do this after all.. I wonder why no-one actually exploit this to make decisions. We talk so much of AI but maybe crowds are actually the cleverest thing could ever exist.
@underdog_factor
@underdog_factor 5 лет назад
It's not clever if it's manipulative
@999matau
@999matau 11 лет назад
Mind-Blown!
@devun1999
@devun1999 11 лет назад
THX Vsauce for letting me see this amazing video... It is so complicated but at the same time so easy. At first I thought quantum mechanics was at work when they were talking about the "code" but after wards I realised it's just crazy math!
@obsideonyx7604
@obsideonyx7604 8 лет назад
Am I the only one creeped out by the wisdom of crowds. It's too OP, God, please nerf.
@benjaminparker5044
@benjaminparker5044 7 лет назад
Lol
@crimsonglory7823
@crimsonglory7823 3 года назад
No you're not. I mean, I understand the mathematics behind it but it's still startling.
@timb6
@timb6 13 лет назад
@oglommi True. Thought about that later as wel... I want it to work though! There would be no unanswered problems around anymore!
@cuteisgr8
@cuteisgr8 11 лет назад
I am sooooo doing this Monday!
@Son0fHobs
@Son0fHobs 10 лет назад
To tackle this, a Fermi Estimate is the best way to go. The crowd gave a kind of fermi estimate in a way. (google: fermi estimate less wrong)
@Cohonees
@Cohonees 10 лет назад
... and this is why we put our heads together!
@trashthethrasher
@trashthethrasher 11 лет назад
This is amazing..
@TheTaltiko
@TheTaltiko 11 лет назад
they should do this multiple times. To proove that it's not just luck
@pollumG
@pollumG 3 года назад
Now you know why corporations are collect our data...they can pretty much predict the future with the amount of data these days.
@MASsurvival
@MASsurvival 11 лет назад
I'll show it to my math class!
@brettblyth1857
@brettblyth1857 11 лет назад
The accuracy of the group is far greater than the individual. wisdom of the crowd = direct democracy
@AnantMall
@AnantMall 11 лет назад
this is AWESOME !
@AGfrom83
@AGfrom83 5 лет назад
That deep intro.
@mrwho995
@mrwho995 11 лет назад
The concept of Wisdom of the crowds IS repeatable and it is a rather thoroughly grounded phenomenon. Do the experiment for yourself if you want (as long as you get an appropriate sample size). Or you can just look up the effect if you want. Of course it's not going to always be reliable but the effect is well documented.
@zetadroid
@zetadroid 9 лет назад
4:10 aka the central limit theorem
@weirdyoda04
@weirdyoda04 11 лет назад
Thank you for your consideration =)
@iFilmR
@iFilmR 11 лет назад
With the one guess of 30,000, if you subtract that from the total 722,383.5, and put a more "educated" or similar guess to some of the others, with 3,000 and average it accounting for the 160 people. The final average comes out to be 4346.2. Which is a few hundred different to the actual number of beans compared to the 4 bean difference with the 30,000 guess. So although it is still accurate, that 30,000 guess was actually pretty lucky.
@richmyjz
@richmyjz 12 лет назад
Very cool video
@Dazza3500
@Dazza3500 11 лет назад
indeed the interquartile range would be interesting to see in this case
@ChadWorthman
@ChadWorthman 11 лет назад
@mohamedAlsaid that's my point. Even the outlier guesses matter.
@SilverJigGames
@SilverJigGames 11 лет назад
Hahaha, my thoughts exactly. Props on actually knowing the functions of excel, it's such a great program. Most people think it just makes tables. >.
@TheMts95
@TheMts95 11 лет назад
that is awesome!
@spacedew
@spacedew 11 лет назад
The same method is used at statistics when we take an average and use it and the result is very accurate.
@JenkoTV
@JenkoTV 10 лет назад
I think leaving out the 80,000 or 50,000 would make sense because you would have to have some kind of filter. For example in crowd sourcing you would try to avoid people with significant mental disability. And without counting normal people would know 80,000 is was way off.
@zeogravity20
@zeogravity20 11 лет назад
ur absolutely right
@chrisg3030
@chrisg3030 2 года назад
Ten years on and it's still the best RU-vid vid on this fascinating subject. Thanks Marcus. Here's a thought experiment that occurred to me. Get a couple of dozen ordinary people to each shoot an arrow or gun or whatever as accurately as they can at a small spot of light projected on a barn door or similar. Afterwards switch the light off, and deduce where the target was just from the grouping of punctures. I'm pretty sure you'd be spot on just by finding their centre. Would this mean the crowd is collectively a better shot than the individual?
@finthefish2525
@finthefish2525 Год назад
This is an experiment I’ve wanted to try for a while, or at least something similar. I didn’t think of using a light, but good idea.
@FiatLux47
@FiatLux47 11 лет назад
I'm not sure I understand your question, but what you might be referring to is what engineers call noise with non-zero mean. That means that when averaging all measurements, the noise cancels out but with a biais. For instance if humans had a tendency to underestimate things, the average number in the experience in the video would be much lower. But apparently, at least when it comes to beans, humans seem to be pretty unbiaised estimators and thus the "noise" they produce has a mean of zero :)
@Xanketh
@Xanketh 11 лет назад
Awesome, now I'm gonna do this to find the amount of candy in the jar at festivals :)
@duck-fil-a3606
@duck-fil-a3606 5 лет назад
I used this principle today to guess the weight of a pumpkin at a work event. The person to guess the weight correctly or guess closest to the actual weight won a $10 gift card. Pretty cool. There were only 17 guesses when i averaged and put my guess in. Even crazier is my guess was right on the money.
@Nguyening_music
@Nguyening_music 11 лет назад
I think he meant the .5 bean one, because it was added up to something and .5 bean, which is half a bean. only after it was divided by 160 that it was caused by fraction. The .5 was from someone guessing half a bean.
@larbremord
@larbremord 5 лет назад
I've guessed between 4 and 5 thousand! That makes 1 people more to rock! =D
@timb6
@timb6 13 лет назад
@oglommi i reccomend watching all 3 parts (1 hours each) from The Code. Can find it on BBC website. It's all pretty amazing! and i was wondering the last few days, why don't we guess alot of things in this way? Like howmany planets with life you think there are in the universe? Ask 1 million people, take the average, and we will know it :)
@mrsofficerb
@mrsofficerb 10 лет назад
How interesting.. thats pretty cool..
@mrgyani
@mrgyani 2 года назад
OMG, the average of my two guesses was bang on. I first guessed 3000, then 6000.
@TheAnachronist
@TheAnachronist 10 лет назад
Which shows that it's pretty likely there's some bias in there. If the average is sensitive to one answer, if you get very close to the right answer, you're lucky or you're cheating, even if subtly and unconsciously (like second-guessing the original 80,000 guess that she gave). If he hadn't biased the girl's original response of 80,000 down to 50,000, the answer would've been ~4702, which is off significantly. This subtle guiding of people's answers when you know the right answer is cheating.
@mattlm64
@mattlm64 12 лет назад
It kind of proves that out brains are capable of making accurate guesses, only with large errors on top of the accurate guesses which go equally either way.
@mrherobrine_15
@mrherobrine_15 Год назад
INTERESTINNG
@DoctorWhy777
@DoctorWhy777 8 лет назад
Is this group thought or a group influenced. If the woman at 2:00 had stuck with her original 80,000 instead of reducing it to 50,000 then the math would have worked out differently. When she submitted to doubt she reassessed her guess to 50,000 (its even more interesting why she did? It is a trivial question, maybe it is human nature to second guess your self.) So the math 722.383.5 / 160 = 4,514.896875 (eureka!) However if she had stuck with her original 80,000 guess it would have been 752,383.5 / 160 = 4,702.396875 (not so eureka) So influence must play a part in this, the interesting thing is why did she choose to reduce the number instead of increasing.. for example if she said 100,000 then it would have been 772,383.5 / 160 = 4,826.396875 (not eureka!) ---- Is this group though or individual influence over the group that creates this mathematical picture?
@mrgomelonsolaris
@mrgomelonsolaris 6 лет назад
I wonder what the median was (really cutting off the outliers).
@Threedog1963
@Threedog1963 6 лет назад
Well, even if she said, 100,000, averaging it to 4,826 isn't that bad for such an awful guess. I would think you'd need a larger group guessing to offset stupid guesses.
@carykh
@carykh 11 лет назад
What if someone guesses a googol as a joke? Even if there are a million guesses, that one guess will push up the average 10000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000 beans, which is pretty far form the real answer. You could take the logarithms of the guesses, but then someone might guess a googolplex.
@badkat5536
@badkat5536 6 лет назад
carykh this video is probably only taking serious guesses into effect here
@failstreet1556
@failstreet1556 3 года назад
It’s easy to recognize and sort out outliers
@15cocopuffs
@15cocopuffs 11 лет назад
im actually kind of surprised there is no response trying to duplicate this and se if it came true for them too, i myself want to try it now after seeing this
@blackout2240
@blackout2240 11 лет назад
Go for it. Try it yourself with something you know and ask the crowd. Then try it with something you dont know.
@R3Cat
@R3Cat 11 лет назад
Someone needs to do a larger, online and photo-based test of this.
@MikeTehV
@MikeTehV 11 лет назад
just like he said, lots of underestimates
@reginaldorodrigues3530
@reginaldorodrigues3530 2 года назад
Badass!!
@hoangjunior
@hoangjunior 11 лет назад
oh cmon, 50,000!
@awsomenesscaleb
@awsomenesscaleb 11 лет назад
No. We call that a normal distribution. Had he analyzed all of the guesses, he would have probably found out that guesses close to the true amount were the most frequent.
@Mompellion
@Mompellion 11 лет назад
I now know how to win one of these!!!!
@SinisterMJ
@SinisterMJ 10 лет назад
I like that 4523 guess for the jelly bean count. I mean, thats already spot on (.4% off...)
@requisitemaxim
@requisitemaxim 11 лет назад
Android ads. u r making it incredibly good.
@MudballDon
@MudballDon 3 года назад
I just used this to win a bag of candy at a baby shower.
@CrazyKnows
@CrazyKnows 11 лет назад
The same guy that counted the jelly beans individually as he put them in the jar.
@jianqiao0131
@jianqiao0131 11 лет назад
I love his shocking face.
@oglommi
@oglommi 13 лет назад
@timb6 I've seen all of them. The planets with liffe thingy would'nt work because everybody would just say random numbers. Wich is not the same as this video.
@MrAltheArtist
@MrAltheArtist 11 лет назад
Probably because more people underestimated or something!
@cocolefleur
@cocolefleur 11 лет назад
@Silky Johnston the low guesses will hardly make a difference.
@QodeMusic
@QodeMusic 11 лет назад
That is sadly very true...
@billevans9407
@billevans9407 11 лет назад
It's interesting how close the average was to the "real" answer ("real" because the experimenter could have made a small counting error either way also). However, I would also like to see what the standard deviation (StDev) was. If the average was less than a StDev or so from the answer, we could say they were "right on." How wide was that range? I mean, an Avg of 4515 with a StDev of 20 is much more certain than an Avg of 4515 with a StDev of 200. And yes, I came here from VSauce. :)
@Threedog1963
@Threedog1963 6 лет назад
So, would the answer become more accurate with a larger number of guesses? Or worse with smaller group guessing? I go with more accuracy with more people. Thoughts?
@kennarajora6532
@kennarajora6532 3 года назад
I think that the number of people does make a difference. If we only take two guesses, for example, 400 and 50,000 then the average is 25200 (I know those guesses are outliers but it makes the point). If we graph the accuracy with the number of participants, I'd expect an s curve, but that's just a guess as well.
@magmasceptre
@magmasceptre 11 лет назад
you should draw a normal distribution curve of the whole thing
@Forbes780
@Forbes780 9 лет назад
Vsause brought me here!
@pakiblinder
@pakiblinder 11 лет назад
I want this guys voice
@meucunt1
@meucunt1 11 лет назад
If you remove the 50k guess and divide by 159 it's 4228 to the nearest bean, still only 6 % away and if you remove the highest guess you should also remove the lowest.
@rampriyadarshini
@rampriyadarshini 12 лет назад
i simply cant believe tis! :O
@thefidol2
@thefidol2 11 лет назад
to do that math problem you only need to use the plus and divide function and a iphone calculater app should be able to manege that
@MrTranceNinja
@MrTranceNinja 11 лет назад
Actually, it would've been 4229 - assuming her guess is removed entirely, the total is then divided by 159 rather than 160. But the point still stands. :P
@iamnickyj
@iamnickyj 5 лет назад
The Borg were definitely onto something.
@chicofoxo
@chicofoxo 11 лет назад
"it's incredibly difficult for anyone to guess how many jellybeans there are.." 2:19 Guessing is actually very easy, getting it accurate is the hard part. Thanks.
@Fluffyc0wz
@Fluffyc0wz 11 лет назад
"Somebody thought there was half a bean in there.."
@ImTheBatchMan
@ImTheBatchMan 11 лет назад
The one with the cow had a similar result as the one with the jelly beans.
@CanOfCoolhwip
@CanOfCoolhwip 11 лет назад
1:47 the building looks like the bottom floor of Hank's FDA building in Breaking Bad
@kennarajora6532
@kennarajora6532 3 года назад
I'd be interested to find out the standard deviation actually.
@BassDownLow513
@BassDownLow513 11 лет назад
Seems interesting.. however, the girl that was hesitant in her number choice coincidentally allowed the experiment to be a success. If she had chosen one of the other numbers that she guessed first, the final number would be off from 4510.
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