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Options Trading Bot Analysis

🚀 Project Overview

Work in progress. This project is focused on identifying trading opportunities with a statistical edge. We are selling volatility after earnings announcements and buying volatility before earnings. Both strategies can be explained by behavioral finance and are likely anomalies with a chance to persist over time.

Strategies

  • 📉 Short Put Options: Post earnings announcements
  • 📈 Long Straddles: Prior to earnings when IV is low
  • 📦 Box Spreads: Between earnings seasons

🕒 Last Updated: 2025-01-22 04:21:59 EST

Top 10 Upcoming Earnings by Volatility Premium

symbol date when sector market_cap close hv_current iv_current vol_premium
0 PRGS 2025-01-21 After market close Technology $2.7B $62.94 18.39% 38.35% 2.09x
1 NFLX 2025-01-21 After market close Communication Services $366.8B $842.37 25.38% 44.03% 1.73x
2 STX 2025-01-21 After market close Technology $20.7B $95.07 28.43% 43.90% 1.54x
3 UAL 2025-01-21 After market close Industrials $35.3B $106.11 37.47% 56.25% 1.50x
4 TEL 2025-01-22 Before market open Technology $43.6B $143.69 15.95% 23.91% 1.50x
5 PG 2025-01-22 Before market open Consumer Defensive $379.5B $160.50 14.48% 20.81% 1.44x
6 TRST 2025-01-21 After market close Financial Services $618.0M $32.22 29.60% 41.90% 1.42x
7 UCB 2025-01-22 Before market open Financial Services $4.0B $32.61 30.97% 42.03% 1.36x
8 COF 2025-01-21 After market close Financial Services $72.8B $188.44 25.54% 34.56% 1.35x
9 TDY 2025-01-22 Before market open Technology $22.1B $472.08 15.68% 20.85% 1.33x

📊 Historical Implied Volatility Analysis

Top 10Stocks with Low IV compared to their historical values before earnings

symbol next_earnings_date earnings_time sector market_cap iv_current iv_before_mean deviation_from_before iv_after_mean deviation_from_after iv_before_std iv_before_count iv_after_std iv_after_count
0 CBOE 2025-02-07 Before market open Financial Services 20390.7400 0.2123 0.3317 -0.1194 0.2460 -0.0337 nan 1 0.0519 13
1 KIM 2025-02-07 Before market open Real Estate 15025.2667 0.2187 0.3141 -0.0954 0.2716 -0.0529 0.0357 12 0.0149 2
2 FTV 2025-02-07 Before market open Technology 27377.7459 0.2516 0.3195 -0.0679 0.2336 0.0180 0.0254 4 0.0400 11
3 AVTR 2025-02-07 Before market open Healthcare 14816.9677 0.5147 0.5383 -0.0236 0.3604 0.1543 nan 1 nan 1

📝 Data Interpretation

  • Top 10 Upcoming Earnings:

    • Ratio of current implied volatility to historical volatility
    • Potential candidates for short puts
  • Historical IV Deviation:

    • Measures difference between current and historical pre-earnings implied volatility
    • Negative values indicate current IV is lower than historical pre-earnings IV
    • Potential candidates for long straddles

⚠️ Disclaimer

  • This is an experimental trading bot
  • Always perform your own financial research
  • Past performance does not guarantee future results