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Twitter Mood Predicts Stock Market Changes, Study Says

The Huffington Post   First Posted: 10/18/10 01:53 PM ET Updated: 05/25/11 07:05 PM ET

Twitter Stocks

In the latest effort to determine how exactly Twitter will help the world, a new study argues that the micro-blogging platform can predict movements in the stock market.

The report (pdf), authored by Johan Bollen, Huina Mao and Xiao-Jun Zeng, says that the degree of "calmness" of the Twitterverse can predict -- with 87.6 percent accuracy -- how the Dow Jones Industrial Average will move, two to six days before the movements occur (hat tip to the Awl).

To reach this conclusion, the researchers examined two already-existing Twitter "mood tracking tools": OpinionFinder, which measures positive versus negative mood, and Google-Profile of Mood States, which measures "six dimensions" of mood: alert, sure, vital, kind, happy and calm.

After double-checking the accuracy of these tools, they looked at 9.7 million tweets between March and December 2008 and determined that Twitter calmness predicts the behavior of the DJIA. They find it "surprising," they say in the report, that OpinionFinder's positive/negative indicators didn't have more influence, and that it was "calmness" that appeared to anticipate moves in the market.

The study's authors are quick to note that they have no idea why this should be the case. The researchers say their findings "offer no information on the causative mechanisms that may connect public mood states with DJIA values in this manner." While "calmness" might predict market movements, it doesn't necessarily cause them.

Also perplexing is the fact that the tweets came from around the world, and the researchers don't know how many of them were conceived in the U.S., where the DJIA is based. And of course, other influences, such as news, can trump the "calmness" factor. As the researchers put it, "The deviation between Calm values and the DJIA ... illustrates that unexpected news is not anticipated by the public mood yet remains a significant factor in modeling the stock market."

Still, as Technology Review notes, these potential flaws don't detract from the fact that the findings could be "hugely influential." If nothing else, the results suggest the influences on the DJIA extend far beyond the financial community.

"One could speculate that the general public is presently as strongly invested in the DJIA as financial experts, and that therefore their mood states will directly affect their investment decisions and thus stock market values, but this too remains an area of future research," the report says.

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In the latest effort to determine how exactly Twitter will help the world, a new study argues that the micro-blogging platform can predict movements in the stock market. The report (pdf), authored by...
In the latest effort to determine how exactly Twitter will help the world, a new study argues that the micro-blogging platform can predict movements in the stock market. The report (pdf), authored by...
 
 
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01:43 AM on 11/02/2010
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05:05 PM on 10/25/2010
In my book, Tradestream your Way to Profits: Building a Killer Portfolio in the Age of Social Media I look at this phenomena from a different perspective. Sentiment analysis seems to work much better as it applies to individual securities and especially when the time studies backs up into an event, like earnings.
http://www.newrulesofinvesting.com
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08:05 AM on 10/20/2010
None other than Mark Twain had something to say about that sort of thing:

"There are lies, damned lies, and statistics."

In addition, let us not forget that "Dewey did NOT defeat Truman." But an "apparently valid" statistical study made that prediction ... forgetting the influence of the Internet-technology of its day, the telephone.

Any observations based on "Twitter," et al, obviously carry that same form of bias.
04:53 PM on 10/19/2010
Correlation does not imply causation. They need to make some predictions and then see if they come true.
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12:15 PM on 10/19/2010
please.......
11:14 AM on 10/19/2010
I think it would be best if we just relax now and take a deap breath. Then send out a twitter to a friend telling them how you feel.
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04:43 PM on 10/28/2010
This is still funny at 4 pm, lol.
11:10 AM on 10/19/2010
It's like the tic tac toe chicken at the fair...
http://yieldpig.blogspot.com/
11:10 AM on 10/19/2010
Uh please....
http://yieldpig.blogspot.com/
05:04 AM on 10/19/2010
I really really wonder what Warren Buffet would say about this.
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tc399
Your personal Eschatologist.
12:08 AM on 10/19/2010
It is not 'calmness'. It is resignation.
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04:44 PM on 10/28/2010
LOL, maybe it's a dropped signal, we know it's out there....but where?
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ThePlague
Programmer by day, vampire pundit by ni
09:18 PM on 10/18/2010
Well, gee. If I see a Twitter "calmness" rating, and I buy into a DJIA index matching fund, do I hold it for two days or six days to get the full effect? Maybe hold it for four days to split the difference? This might be another example of being able to predict something "after the fact" but not having a whole lot of practical value "before the fact".
06:45 PM on 10/18/2010
Why don't we just get economists, the politicians, stock brokers and speculators "mood rings"?
05:09 AM on 10/19/2010
I'm not sure how I feel about that...
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Aquest
No one here is exactly what they appear.
06:07 PM on 10/18/2010
87.6% accuracy is pretty amazing. You only have to be right about 51% to be very, very wealthy. The big problem with the report was the statement 2-6 days.

It seems that if I have an indicator that says the market is going to go up and don't define the time frame, I could be 100% accurate.
05:23 PM on 10/18/2010
The Stock Market DJIA or any Indvidual Stock Price has a fundamentally chaotic pattern of movement. It can never be predicted and never will be unless you trade on insider information. Anyone that tells you different is a Liar or is trading illegally.
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loki
cheap politicians for sale
03:51 PM on 10/18/2010
so you want to say that something that has been around for what? 2, 3 years now, can predict the whole market?
My My, we have really dumbed down lately haven't we.
06:44 PM on 10/18/2010
Exactly what I was thinking.
07:25 PM on 10/18/2010
Well it ties into animal spirits, people's mood can move markets, so if twitter represents people's moods, then it can predict the market