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Your certificate is now private

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Certificate of Completion

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THIS ACKNOWLEDGES THAT

HAS COMPLETED THE MAY-SUMMER 2024 DATA SCIENCE BOOT CAMP

Ram Purandhar Reddy Sudha

Roman Holowinsky, PhD

JUNE 10, 2024

DIRECTOR

DATE

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TEAM

Is it Priced In? Classifying Efficient Markets

Tanuj Mathur, Ram Purandhar Reddy Sudha, Anuvetha Govindarajan, Pinky Thomas, Neophytos Charalambides

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In this project, we attempt to answer the question “Is the market aware of the situation which has taken place regarding a certain event and has it reacted to it?”. This is commonly referred to as “Priced In”, i.e. ``are all available information regarding a particular event or news, or potential outcome, already reflected in the current price of a financial asset, stock market index, or ticker symbol?''. Our approach primarily consisted of data scraping and cleaning, and training a Recurrent Neural Network. The results demonstrate that for events such as Earnings Reports, the market efficiently captures the effects through either anticipation before the event or re-adjustments after the event, and the model’s accuracy in predicting the overall effect of events (positive or negative) based on market & stock history highlights its robustness and practicality in applications.

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