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Social Sentiment
& Stock Markets
The canary in the
coalmine

   Research In Motion
   Case Study
Testing the correlation between Public Sentiment on
                Twitter and Stock Price
                                              DataSift provides funds
                                              with new data and
                                              insights to drive trading
                                              decisions
                                              
                                              Sentiment and Semantic
                                              analysis can be used to
                                              identify real-time trends
                                              and swings in sentiment
                                              towards stocks, industries
                                              and news.
                                              
                                              Example correlation between
                                              negative spike in sentiment and
                                              price decline for DJI index-price on
                                              17-Jan-2012
Social Media Content Analysis
Dow Jones 2012-01-17 (15 minute time frame)
Case in Point: Research-In-Motion (Blackberry)

                  Jan 21 - RIM’s co-CEOs announce resignation


                                                  Mentions of RIM surge on
                     Announcement 
                                                  Twitter
                                 of 
             
                        Resignation
              Sentiment of Tweets mostly
                                                  pessimistic
                                                  
                                                  Spike in negative sentiment 
                                                  




  RIM Social Media Content (1 hour time frame)
A Global Topic of Conversation

Which countries did the Tweets come from?



       Canada
        30%
      UK
                 20%




      USA
      30%

                                 APAC
                                 10%
Markets Open – as expected, RIM Tumbles

RIM Social Media Content (15 minute time frame)

                                  ①  Surprising spike of
                                     positive sentiment at
                                     beginning of trading
                                     hours (14:30 UCT)
                             ② 
                                  ②  As expected, RIM stock
                                     price drops on market-
                                     opening

                        ① 
Stock price declines for 20 mins, but social sentiment turns-around
– 5 minutes later, stock reaches support level

                                                   1. As expected Stock
                                                   Declines
                                                   2. Sentiment Inflection
                                                   Point
                                                   Sentiment on Twitter
         ①  Stock
          declines                                 switches to positive value
                                                   around 14:45(09:45 ECT),
                                                   despite price still falling. 

                                                   5 min latter the stock price
                                                   reaches the support level at
                                                   15.88. 

                                                   3. Support Level
                                      ③  Support
                                                   Tested
             ②  Sentiment
                 Inflection              Level
                                                   This level is tested again
                      Point              Tested
                                                   after 15:20 and holds, as
                                                   the sentiment of social
                                                   media content remain
                                                   positive.
DataSift – a powerful platform for creating insights from
                      social media

     To help make sense from social data, DataSift can aggregate data by:


 Geographic location 
        
   

      Timezone 
 Author's social influence                 Social media platform 
 (Klout score) 
                                          Gender 
 Number of followers 
                                          and up to 160 other categories... 
 Language
Social Influencers were good canaries
      RIM Social Media Content (Klout Score above 40)




8
To learn more
      visit
        
www.datasift.com/
    finance

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Twitter, Social Sentiment and Stock Markets

  • 1. Social Sentiment & Stock Markets The canary in the coalmine Research In Motion Case Study
  • 2. Testing the correlation between Public Sentiment on Twitter and Stock Price DataSift provides funds with new data and insights to drive trading decisions Sentiment and Semantic analysis can be used to identify real-time trends and swings in sentiment towards stocks, industries and news. Example correlation between negative spike in sentiment and price decline for DJI index-price on 17-Jan-2012 Social Media Content Analysis Dow Jones 2012-01-17 (15 minute time frame)
  • 3. Case in Point: Research-In-Motion (Blackberry) Jan 21 - RIM’s co-CEOs announce resignation Mentions of RIM surge on Announcement Twitter of Resignation Sentiment of Tweets mostly pessimistic Spike in negative sentiment RIM Social Media Content (1 hour time frame)
  • 4. A Global Topic of Conversation Which countries did the Tweets come from? Canada 30% UK 20% USA 30% APAC 10%
  • 5. Markets Open – as expected, RIM Tumbles RIM Social Media Content (15 minute time frame) ①  Surprising spike of positive sentiment at beginning of trading hours (14:30 UCT) ②  ②  As expected, RIM stock price drops on market- opening ① 
  • 6. Stock price declines for 20 mins, but social sentiment turns-around – 5 minutes later, stock reaches support level 1. As expected Stock Declines 2. Sentiment Inflection Point Sentiment on Twitter ①  Stock declines switches to positive value around 14:45(09:45 ECT), despite price still falling. 5 min latter the stock price reaches the support level at 15.88. 3. Support Level ③  Support Tested ②  Sentiment Inflection Level This level is tested again Point Tested after 15:20 and holds, as the sentiment of social media content remain positive.
  • 7. DataSift – a powerful platform for creating insights from social media To help make sense from social data, DataSift can aggregate data by: Geographic location Timezone Author's social influence Social media platform (Klout score) Gender Number of followers and up to 160 other categories... Language
  • 8. Social Influencers were good canaries RIM Social Media Content (Klout Score above 40) 8
  • 9. To learn more visit www.datasift.com/ finance