Investment Signal
Does structural lock-in predict equity performance? We test whether BHI scores correlate with stock returns, operating margins, and revenue growth across 76 publicly-traded platforms.
B-Index vs 1-year stock return
Positive slope but heavy noise. The fit is dominated by a small number of high-B, high-return franchises.
B-Index vs operating margin
Platforms in the upper BHI zones earn structurally higher operating margins — the financial expression of structural lock-in.
Parameter attribution to the Q4 − Q1 spread
Each bar is the parameter's Q4−Q1 delta. Coloured dots indicate the parameter family.
Cumulative return, indexed to 1.00
Six months, equal-weighted, no transaction costs. Q4 is top BHI quartile, Q1 is bottom.
Top quartile · current basket
| # | Platform | Zone | B-Index | 1Y Return |
|---|---|---|---|---|
| 01 | TSMC | Black Hole | 10.91 | +120.9% |
| 02 | Palantir | Black Hole | 9.66 | +11.9% |
| 03 | ASML | Black Hole | 9.62 | +108.5% |
| 04 | Visa | Black Hole | 8.82 | -5.1% |
| 05 | Amazon | Black Hole | 8.40 | +39.5% |
| 06 | NVIDIA (CUDA) | Black Hole | 8.29 | +74.3% |
| 07 | Mastercard | Black Hole | 8.14 | -10.1% |
| 08 | Amazon Marketplace | Black Hole | 7.77 | +39.5% |
| 09 | SAP | Black Hole | 7.21 | -43.8% |
| 10 | AWS | Black Hole | 6.85 | +39.5% |
| 11 | Microsoft | Black Hole | 6.64 | -6.3% |
| 12 | Apple App Store | Black Hole | 6.13 | +32.1% |
| 13 | JPMorgan Chase | Black Hole | 6.13 | +24.1% |
| 14 | MercadoLibre | Black Hole | 5.87 | -21.4% |
Integrate BHI into your research workflow
Public API (REST/JSON) for programmatic access to all scores, decompositions, and quarterly updates. Commercial redistribution licensed at institutional tier.
Caveats
- Cross-section, not time series. Single BHI release. Causal inference requires longitudinal data.
- Confounds. High-BHI firms are disproportionately large-cap and tech-sector.
- Return correlation is weak. ρ = 0.18 is statistically weak. Margin correlation (ρ = 0.32) is stronger.
- Single scorer. Inter-rater reliability validation pending.
- Not investment advice. BHI is a structural-fact instrument.
Stock returns: Yahoo Finance API, TTM through April 30, 2026. Fundamentals: SEC filings (10-K, 10-Q). BHI scores: V3.1 model. All data CC-BY 4.0 at github.com/Joingithubstyle/blackholeindex.