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Certificate of Completion

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THIS ACKNOWLEDGES THAT

HAS COMPLETED THE FALL 2024 DATA SCIENCE BOOT CAMP

Kunal Mozumdar

Roman Holowinsky, PhD

December 11, 2024

DIRECTOR

DATE

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TEAM

SIGNS - Stock Insights from Global News Sentiments

Kunal Mozumdar, Rishabh Bhardwaj, Hirak Bandyopadhyay, Yaman Sanghavi

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We present our project, Stock Insights from Global News Sentiments, which focuses on leveraging sentiment analysis to predict stock price movements. Global events such as pandemics and election outcomes have a profound impact on stock prices. Our objective is to predict stock trends based on sentiment analysis of financial and geopolitical news. This project aims to optimize trading strategies, assist investors in making informed decisions. Using model predictions, we simulated a trading strategy where stocks are bought, sold, or held based on predicted probabilities. The portfolio's annual growth rate improved significantly with our models compared to a buy-and-hold strategy. This demonstrates the practical application of our methodology in enhancing investment strategies.

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