Integrated Technical and Sentiment Analysis Tool for Market Index Movement Prediction, comprehensible using XAI

The Stock market has always been an attractive investment avenue. Though the investor has to perform technical analysis, sentiment analysis, and fundamental analysis in order to make informed decisions in stock market investments. This paper proposes an end-to-end system to simplify the process of investment research for the user by providing a holistic view of market index trends based on technical as well as news analysis. Various time-series algorithms have been tested and consolidated by news-based analysis to generate comprehensive data-driven recommendations. An interactive dashboard for the same gives insights for the short term trend of Nifty50 which is chosen for the hypothesis of this paper. The news classification is performed on news related to the index and it is powered by the principle of Explainable AI, incorporating the notion of ethical usage of data-based decision methods.