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Certificate of Completion

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THIS ACKNOWLEDGES THAT

HAS COMPLETED THE FALL 2025 QUANT FINANCE BOOT CAMP

Ahmer Nadeem Khan

Roman Holowinsky, PhD

NOVEMBER 13, 2025

DIRECTOR

DATE

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TEAM

Dynamic Fear Hedging: Using the "Fear Gauge" to Mitigate Risk

Ahmer Nadeem Khan

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This project explored the CBOE Volatility Index (VIX) as a hedging instrument on a portfolio of equities. Notebooks:

1) 01_data_collection: Custom scraping scripts for historical data for any ticker, frequency, time period and types on Yahoo Finance. I mainly implemented these using Playwright and Beautiful Soup.

2) 02_visualization: Visualize the data and pre-process it to build intuition for our goals.

3) 03_event_study: Research market impact on the VIX, detect and explain how real-world news causes VIX spikes.

4) 04_analysis: Perform an initial regression and sensitivity analysis to demonstrate the relationship between SPX and VIX and motivate our hedging strategy.

5) 05_hedging_portfolio: Conduct the major hedging analysis. We first explain our VIX exposure instrument (Short-term VIX Futures ETF), demonstrate relationships rigorously, perform static/dynamic hedging, and evaluate and explain performances.

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github URL

©2017-2025 by The Erdős Institute.

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