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Author SHA1 Message Date
afec7bda73 Alpha search: mine + screen the local DB for idiosyncratic alpha complements
Answer to 'find other alpha-driven funds that complement the portfolio':

- fundlab/search.py: complementarity screen - each fund's daily total
  returns vs the same 21 broad sleeve axes (BIC forward selection,
  |t|>2), full + 5y; alpha (intercept t), R2, rolling 6m alpha
  persistence, correlation vs the current qspnx/pmaix portfolio and the
  spy/agg/tlt benchmark mix. Verdict tiers: CANDIDATE (alpha +
  persistent + portfolio-corr<0.3) / semi-alpha / alpha-but-correlated /
  sleeve mix / weak.
- fundlab/dbmine.py: the actual search universe - the local stocks DB
  already holds ~100 US open-end alternatives (AQR, PIMCO, JPM,
  Principal, Calamos, GMO, Franklin K2, ...). Name-pattern miner with
  share-class family dedupe (keeps the longest-history class).
- fundlab/tickers.py + searchlist.py: external longlist resolution
  (chart-API name gate + EDGAR 497 cover tickers). Finding: the famous
  multi-strategy/macro names (Millennium, Balyasny, Two Sigma, Winton,
  Marshall Wace, Brevan Howard, AQR Event-Driven) are private/offshore
  or terminated - not US open-end accessible. Fidelity Multi-Asset
  Income (FMSDX) resolved and screens as weak alpha.
- app Fund Lab: 'Alpha search - all screened funds, ranked' table
  (80 funds: 13 shortlist + 59 mined + 1 external).
- results (ranked candidates, 5y alpha / t / portfolio-corr):
  wmnix Westwood Alt Income +3.8% t6.5 c0.09 | pyaix Payden ARB +3.0%
  t4.8 c0.13 | srdax Stone Ridge Div Alts +7.7% t4.2 c0.10 | padqx PGIM
  ARB +2.3% t2.4 c0.27 | bxmdx Blackstone Alt MS +3.5% t2.4 c0.30 |
  aqmix AQR Mngd Futures +8.0% t2.2 c0.21 | cmnix/gioix semi-alpha.
  Key insight: AQR MN / L/S-equity / Vanguard MN show strong alpha but
  corr 0.35-0.76 with the portfolio - it is already 50% market-neutral
  (qspnx), so more MN is not diversifying.
- tests: 59/59 fundlab (resolver gates, query ladder, family dedupe,
  ticker regex), 32/32 app, 14/14 data
2026-08-26 13:34:34 -04:00
db5fc4626d Fund Lab: returns-based strategy decomposition for the 16 shortlist funds
- fundlab/decompose.py: per-fund OLS forward selection (BIC-gated, |t|>2,
  per-model complete cases so differently-vintaged candidates stay
  comparable) against curated DISTINCT-AXIS candidate sets; full-history
  + last-5y models; rolling 1y beta drift for static-vs-time-varying
  verdicts; per-fund holdings cross-check notes
- results (13 unique funds; pmfkx/lcrix/egrsx are share classes):
  * jlpsx  ~1.04x S&P 500, R2 0.96 5y  (cleanest)
  * lamhx  S&P + value/mid tilt, R2 0.95, stable
  * cosix  5y: HY +0.30 / MBS +0.29 / IG +0.18, R2 0.86
  * cvsix  market neutral, 5y R2 0.74, +5.5%/yr alpha (t 6.7)
  * pmaix  multi-asset: HY .62 / EFA .23 / comm .05 / bonds -.15
  * mbxix  hedge: ivv .39 / ief -.67 / fxe -.28, R2 0.53
  * atesx  NOT a static mix - rolling beta to its own QQQ/SPY holdings
            is 0.13-0.89 (median 0.30): the 'risk managed' overlay is real
  * qspnx/svarx/eagmx/atrfx/pmorx: market-neutral or idiosyncratic -
            alpha, not sleeves (qspnx +12.8%/yr alpha t 4.0)
  * lcorx/lcrix: new classes (Jul 2026), no history yet - holdings only
- atesx holdings: pulled from the adviser's SOI PDF (anchor-soi-5.31.26):
  QQQ 65.2% + SPY 29.3% + MMF 0.6%, options overlay 4.9%
- pool: added qqq (Nasdaq 100) - needed to fit tech-concentrated funds
- app Fund Lab tab: per-fund decomposition (verdict, R2 full/5y, alpha,
  tracking error, beta drift, component table + bar chart, holdings
  cross-check note) and an all-funds summary expander
- tests: ols/forward-select engine tests (50/50 fundlab)
2026-08-26 11:59:59 -04:00