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General Market Indicator: Volatility of Sentiment Helpful in Predicting Overall Market Performance
August 3, 2022
The target of this research was to find an indicator that helps predict the direction of the overall US Equity market for the next week using sentiment data from the previous week. The hypothesis is when there is high volatility in sentiment over the previous week, which means investors have differing opinions, the subsequent week […]
Using Twitter Sentiment for Day Trading
June 21, 2022
My name is Campbell Taylor. I am a rising senior and a Statistics major at The Ohio State University. Through my first few weeks as a Quantitative Research Intern for Social Market Analytics I’ve been exposed to alternative data and its applications in the financial market. In this research, I created a day trading strategy […]
S-Factor Introduction Video Blog
May 10, 2022
Our S-factor metrics have harnessed the power of social media to benefit investors. The online discussions of the Stockmarket online greatly effects the market. By filtering through over 500 million tweets a day, SMA metrics ingests the full firehose for topics of interest from Twitter, Stocktwits and more with 10+ years or out of sample […]
SMA Short Squeeze Data Feed
February 22, 2021
Since the now famous GameStop (GME) short squeeze we have received inquiries about Twitter’s ability to identify short squeezes early and do we have any products to help identify these stocks prior to the squeeze? In fact, Twitter is excellent at identifying early discussions of short squeezes. We have a pre-market open Short Squeeze Alert […]
Filtering Relevant Tweets Using Topic Models
July 20, 2020
At Social Market Analytics we use proprietary techniques to return the most accurate Twitter volume for topics of interest. First, we use a topic model not just $Ticker. Most vendors use the CashTag concept to identify securities. At SMA we believe only using CashTag excludes a lot of valuable conversation. We return higher volume and […]
Social Market Analytics (SMA) Partners with Coin Metrics to provide Real-Time Sentiment Data Feeds
June 17, 2019
Coin Metrics and Social Market Analytics (SMA) announced today a partnership to incorporate SMA's Crypto Currency Data Feed into the Coin Metrics Market Data Platform. Alternative data such as social media platforms and data feeds have become a vital source of information for traders, particularly in the Crypto Currency Markets. The SMA Crypto Currency Sentiment Feed will […]
Social Market Analytics Identifies Most Accurate Twitter Accounts
May 1, 2019
Social Market Analytics aggregates the intentions of professional investors as expressed on Twitter. We identify these professional investors using our proprietary twelve factor ranking system. One factor is the forward accuracy of Twitter accounts. If a Twitter account is Tweeting bullishly based on our patented NLP process and the security subsequently moves higher over specified […]
Benefits of Social Market Analytics Account Filtering During 2018 Down Market
January 22, 2019
Social Market Analytics aggregates the intentions of professional investors as expressed on Twitter. We apply our patented filtering and natural language processing(NLP) to Tweets to proactively select Twitter accounts to use in our predictive metrics. We track several metrics to gauge the predictive nature of our dataset. For this blog I am going to illustrate […]
CBOE - Social Market Analytics SMLCW Index significantly outperforms.
January 8, 2019
Social Market Analytics aggregates the intentions of professional investors as expressed on Twitter. SMA factors are highly predictive over various time frames. In June of 2017 Social Market Analytics launched a weekly re-balanced large cap sentiment based index. This index is comprised of twenty-five stocks with the highest average Twitter sentiment over the prior week […]
Power of Predictive Alpha in a Bear Market
November 28, 2018
This year has been tough for most investment strategies. Firms using traditional sources of data are generating the same underwhelming returns. Two years ago, Social Market Analytics, Inc. (SMA) (Twitter) launched the SMLCW index in partnership with the CBOE. This index is re-balanced weekly and comprised of the twenty-five securities selected from the CBOE large […]
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