9.1 C
New York
Friday, April 19, 2024

ECB and Twitter

At least short term, you may be better off learning how to mine Twitter data for sentiment signals than learning how to value a company.

And note, currently people are paying higher than usual prices for growth stocks. As all cycles come to an end, studying Twitter may warn us of the turning away from stocks such as Zillow to something as boring as, say, gold.


Courtesy of 

The European Central Bank has been particularly busy. It is engaged in an asset buying program. Despite a European Court of Justice ruling highlighting the conflict of interest between its bank supervisory function and role as creditor, the ECB is still part of the Troika official creditors and participated in the marathon negotiating sessions over Greece.  

The ECB is closely monitoring the situation at Greek banks.  It has now increased the ELA ceiling for the second consecutive week, following the Greek government's acceptance of the creditors' demands.
 
Still its staff has time to conduct some fun research.  It released a report that many market participants will find interesting.  It looked at whether Twitter and Google can be useful in predicting the stock market.  It finds that Twitter is better than Google.  It is also better than the survey that the ECB currently uses.  The ECB staff (Huina Mao, Scott Counts and Johan Bollen) concludes that Twitter generates statistically and economically significant predictive value.  The caveats are that it is particularly useful in the US, UK, and Canada.  It is not very useful in China.  Also, the predictive value is only for the very short-term.  
 
The research looks at the use of "bullish" and "bearish" words on tweets and also in Google.  A one-point increase in the sentiment survey index it currently uses translates, for example, into a 2.26 bp move in the Dow Jones Industrials the next day.  In contrast, a one-point increase in its Twitter index is associated with a 12.5 bp move in the Dow.  
 
This research found that Twitter bullishness helps predict Google bullishness.  This suggests that Twitter information precedes Google searches.   It also finds that the bump given to stocks from the Twitter bullishness wears off, and stocks return to what the  ECB staff says are fundamental values within a week.  
 
The ECB's work shows a positive correlation between Google queries and Chinese stocks.  It suggests that others look at Weibo, which is a Chinese-version of Twitter.  Mining social media for insights into other markets, including the foreign exchange market may be picked up by students and practitioners.  
 
 
 
Subscribe
Notify of
0 Comments
Inline Feedbacks
View all comments

Stay Connected

157,350FansLike
396,312FollowersFollow
2,290SubscribersSubscribe

Latest Articles

0
Would love your thoughts, please comment.x
()
x