Crowds on Wall Street: Extracting Value from Social Investing Platforms
نویسندگان
چکیده
For decades, the world of financial advisors has been dominated by large investment banks such as Goldman Sachs. In recent years, user-contributed investment services such as SeekingAlpha and StockTwits have grown to millions of users. In this paper, we seek to understand the quality and impact of content on social investment platforms, by empirically analyzing complete datasets of SeekingAlpha articles (9 years) and StockTwits messages (4 years). We develop sentiment analysis tools and correlate contributed content to the historical performance of relevant stocks. While SeekingAlpha articles and StockTwits messages provide minimal correlation to stock performance in aggregate, a subset of authors contribute more valuable (predictive) content. We show that these authors can be identified via both empirical methods or by user interactions, and investments using their analysis significantly outperform broader markets. Finally, we conduct a user survey that sheds light on users views of SeekingAlpha content and stock manipulation.
منابع مشابه
The Value of Quality
P quality is probably undervalued by firms because there is little consensus about appropriate measures and methods to research quality. We suggest that published ratings of a product’s quality are a valid source of quality information with important strategic and financial impact. We test this thesis by an event analysis of abnormal returns to stock prices of firms whose new products are evalu...
متن کاملLittle Is Much: Bridging Cross-Platform Behaviors through Overlapped Crowds
People often use multiple platforms to fulfill their different information needs. With the ultimate goal of serving people intelligently, a fundamental way is to get comprehensive understanding about user needs. How to organically integrate and bridge cross-platform information in a human-centric way is important. Existing transfer learning assumes either fully-overlapped or non-overlapped amon...
متن کاملTransient News Crowds in Social Media
Users increasingly inform themselves of the latest news through online news services. This is further accentuated by the increasingly seamless integration of social network platforms such as Twitter and Facebook into news websites, allowing easy content sharing and distribution. This makes online social network platforms of particular interest to news providers. For instance, online news produc...
متن کاملThe Impact of Islamic Awakening on International Relations
Before the Islamic Awakening, the international system was the main shaping factor for the regional trends of Western Asia (Middle East). But after the political developments known as the Islamic Awakening or the Arab Spring, and the entry of new elements such as people and public opinion in the political equitation of the region, the regional trends of Western Asia has become more influential ...
متن کاملInformation Worth Spreading: An Exploration of Information Sharing from Social Q&A to Other Social Media Platforms
Social Q&A (SQA) sites that allow users to exchange knowledge by asking and answering questions in natural language have become increasingly popular due to their ability to leverage the wisdom of crowds and provide personalized answers. Considerable research efforts have been devoted to studying users’ information and knowledge sharing within SQA sites. Past research, however, has neglected use...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- CoRR
دوره abs/1406.1137 شماره
صفحات -
تاریخ انتشار 2014