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>
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README.md
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@@ -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 | +[](mailto:contact@spboucher.ai) | |
| 15 | +[](mailto:contact@spboucher.ai) | |
| 16 | +[](https://uqo.ca) | |
| 17 | + | |
| 18 | +[](paper/main.pdf) | |
| 19 | +[](paper/main.tex) | |
| 20 | +[-8250df?style=flat-square)](paper/references.bib) | |
| 21 | +[](requirements.txt) | |
| 22 | +[-success?style=flat-square)](AUDIT.md) | |
| 23 | +[](results/) | |
| 24 | + | |
| 25 | +**Key findings** | |
| 26 | + | |
| 27 | + | |
| 28 | + | |
| 29 | + | |
| 30 | +-success?style=for-the-badge) | |
| 31 | +-%2B23.3%25-success?style=for-the-badge) | |
| 32 | +-success?style=for-the-badge) | |
| 33 | + | |
| 34 | + | |
| 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 | |