SPB Git

spb/wp7_uqo Public

UQO Working Paper No. 7 — Options-implied information for cross-asset return and volatility prediction: evidence from 3.8B option contracts.

Python 66.5% TeX 32.7% Makefile 0.8%

README: badge header with key metrics and author block

Shields.io badges for author/contact, paper build, references,
reproduction status, and headline findings (Sharpe 2.33, +23.3% RV R²,
100% Granger, 73.8% FEVD, placebo collapse), plus an RQ summary table.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
simon-pierre boucher committed 5 days ago (Aug 6, 2026) parent c54a8e2

Showing 1 changed file with +57 and −9

modified README.md +57 −9
@@ -3,16 +3,58 @@ Author: Simon-Pierre Boucher
3 3 Contact: contact@spboucher.ai
4 4 -->
5 5
6 +<div align="center">
7 +
6 8 # WP7 — The Options-Implied Information Content for Cross-Asset Return and Volatility Prediction
7 9
8 **UQO Working Paper No. 7** · Simon-Pierre Boucher, Département des sciences administratives,
9 Université du Québec en Outaouais.
10 +**Evidence from 3.8 Billion Option Contracts**
11 +
12 +*UQO Working Paper No. 7*
13 +
14 +[![Author](https://img.shields.io/badge/author-Simon--Pierre_Boucher-1f6feb?style=flat-square)](mailto:contact@spboucher.ai)
15 +[![Contact](https://img.shields.io/badge/contact-contact%40spboucher.ai-brightgreen?style=flat-square&logo=maildotru&logoColor=white)](mailto:contact@spboucher.ai)
16 +[![Institution](https://img.shields.io/badge/UQO-Sciences_administratives-00457c?style=flat-square)](https://uqo.ca)
17 +
18 +[![Paper](https://img.shields.io/badge/paper-29_pages-b31b1b?style=flat-square&logo=latex&logoColor=white)](paper/main.pdf)
19 +[![Build](https://img.shields.io/badge/latexmk-passing-success?style=flat-square)](paper/main.tex)
20 +[![References](https://img.shields.io/badge/references-45_(BibTeX)-8250df?style=flat-square)](paper/references.bib)
21 +[![Python](https://img.shields.io/badge/python-3.11%2B-3776ab?style=flat-square&logo=python&logoColor=white)](requirements.txt)
22 +[![Reproduction](https://img.shields.io/badge/reproduction-verified_(28%2F28_files)-success?style=flat-square)](AUDIT.md)
23 +[![Results](https://img.shields.io/badge/results-41_CSV_tables-informational?style=flat-square)](results/)
24 +
25 +**Key findings**
26 +
27 +![Contracts](https://img.shields.io/badge/option_contracts-3.83_B-0b3d91?style=for-the-badge)
28 +![Sample](https://img.shields.io/badge/panel-264%2C383_ticker--days_·_69_tickers_·_2010--2025-0b3d91?style=for-the-badge)
29 +
30 +![Sharpe](https://img.shields.io/badge/kurtosis_L%2FS_Sharpe-2.33_(t%3D19.8)-success?style=for-the-badge)
31 +![RV](https://img.shields.io/badge/HAR%2BIV_ΔR²_(1d_RV)-%2B23.3%25-success?style=for-the-badge)
32 +![Granger](https://img.shields.io/badge/IV_→_RV_Granger-100%25_of_tickers_(F%3D62.4)-success?style=for-the-badge)
33 +![FEVD](https://img.shields.io/badge/RV_FEVD_by_IV_shocks_@20d-73.8%25-success?style=for-the-badge)
34 +![Placebo](https://img.shields.io/badge/placebo_R²-0.0008_vs_actual_0.053-blueviolet?style=for-the-badge)
35 +
36 +</div>
10 37
11 Evidence from 3.83 billion option contracts (11,077 underlyings, 2010–2025) merged with 11.5
12 billion intraday OHLCV observations. Five research questions: cross-sectional return
13 predictability from implied moments (RQ1), realized-volatility forecasting with the IV surface
14 vs HAR-RV (RQ2), implied-vs-realized correlation as a stress predictor (RQ3), Greeks information
15 decay and price magnets (RQ4), and machine learning on the SPX surface vs the VIX (RQ5).
38 +---
39 +
40 +## About
41 +
42 +Five research questions on the information content of equity option markets, answered with
43 +3.83 billion option contracts (11,077 underlyings, 2010–2025) merged with 11.5 billion
44 +intraday OHLCV observations:
45 +
46 +| RQ | Question | Headline result |
47 +|---|---|---|
48 +| **RQ1** | Do implied moments predict cross-sectional returns? | Weekly yes (R² 4.8–19.3%), daily no; kurtosis L/S Sharpe **2.33** |
49 +| **RQ2** | IV surface vs GARCH/HAR-RV for RV forecasting? | HAR+IV improves 1-day R² by **+23.3%**, robust in all 9 subperiods |
50 +| **RQ3** | Implied−realized correlation → market stress? | Correlation ratio predicts stress at 5–20d ($t$: 3.91–8.30) |
51 +| **RQ4** | Greeks decay by DTE; max-OI "price magnets"? | Info rises with DTE; magnet hypothesis **rejected** (47.0% < 50%) |
52 +| **RQ5** | ML on the SPX surface vs the VIX? | HAR-RV beats RF/GBM and VIX OOS; 2w ATM IV = 50.8% of importance |
53 +
54 +## Author
55 +
56 +**Simon-Pierre Boucher** · Département des sciences administratives, Université du Québec en
57 +Outaouais (UQO) · 📧 [contact@spboucher.ai](mailto:contact@spboucher.ai)
16 58
17 59 ## Repository layout
18 60
@@ -35,7 +77,7 @@ wp7_uqo/
35 77 ├── paper/ LaTeX source: main.tex + preamble.tex + sections/ +
36 78 │ appendix/ + references.bib → main.pdf (29 pp.)
37 79 ├── _verify/ reproduction evidence: rerun logs + CSV comparator
38 └── _old/ byte-for-byte backup of the original project
80 +└── _old/ local byte-for-byte backup of the original (untracked)
39 81 ```
40 82
41 83 ## Setup
@@ -50,7 +92,7 @@ No installation of the `wp7` package is required — every script bootstraps
50 92 ## Reproducing the results
51 93
52 94 ```bash
53 make pipeline # runs scripts 02–11 (skips raw-dependent steps gracefully)
95 +make pipeline # runs scripts 02–13 (skips raw-dependent steps gracefully)
54 96 make figures # supplementary figures from the result CSVs
55 97 make paper # compiles paper/main.pdf with latexmk + bibtex
56 98 ```
@@ -98,3 +140,9 @@ in `AUDIT.md` §7 and `CHANGES.md`.
98 140 sensitivity, rank-based information coefficients, decile sorts, temporal
99 141 stability + placebo) backed by `scripts/13_extended_robustness.py`.
100 142 Build: `make paper` or `cd paper && latexmk`.
143 +
144 +---
145 +
146 +<div align="center">
147 +<sub>© 2026 Simon-Pierre Boucher · <a href="mailto:contact@spboucher.ai">contact@spboucher.ai</a> · Université du Québec en Outaouais</sub>
148 +</div>
101 149