qbuntuqbuntu

石原ケミカル (4462.T) quant model fit

4462.T·素材・化学·jp-listed
computed asof 2026-10-01T02:33:09

Median hit rate and return when a model selected 石原ケミカル (4462.T). Model: ml-factor-lgbm-9f-jp-growth. Model–stock fit, not a buy signal.

Median LONG hit rate is 0.49 (n=12). near a coin flip.Median LONG return is +89.9 bps.

read this first — not a buy signal

Model predictability decomposition: measures how accurately the ml-factor-lgbm-9f-jp-growth model family predicts this stock's returns within the jp-listed universe. High hit_rate_long does NOT mean 'good stock to buy' -- it means 'the model historically predicted this stock well when selecting it LONG'. This is a property of model-stock fit, not intrinsic stock quality.

Decomposes ml-factor-lgbm-9f-jp-growth — strategy verdict: marginal. Standalone walk-forward run of the same LightGBM 9-factor family on the jp-listed universe (~4,100 tickers); the referenced record's verdict applies to the jp-growth universe only.

Accuracy (median across grid)

metricmedianp25 – p75n
Hit rate · LONG0.48680.4248 – 0.567712
Hit rate · SHORT11 – 111
Avg return · LONG (bps)89.912.7 – 211.212
Avg return · SHORT (bps)208.1208.1 – 208.211
Selection rate · LONG0.00140.0012 – 0.001612
Selection rate · SHORT0.00010 – 0.000212

Hit rate ≈ 0.5 means the model's picks on this stock were near coin-flip. Returns in bps per trade (1 bps = 0.01%). Metrics with n = 0 are omitted.

PnL contribution

long
8.9812
short
1.3634
total
10.3

Selected LONG 876 / SHORT 68 times out of 612,096 appearances (0.143% LONG).

sum of per-trade decimal returns across all grid combos and retrain periods (0.01 = one trade returning 1%)

/ai/stocks/4462.T.md/v1/stocks/4462.T
Research, not investment advice. Metrics describe model–stock fit, not the stock's merit.