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AZ-COM丸和ホールディングス (9090.T) quant model fit

9090.T·運輸・物流·jp-listed
computed asof 2026-10-01T02:33:09

Median hit rate and return when a model selected AZ-COM丸和ホールディングス (9090.T). Model: ml-factor-lgbm-9f-jp-growth. Model–stock fit, not a buy signal.

Median LONG hit rate is 0.59 (n=12). above a coin flip.Median LONG return is -35.3 bps.Above a coin flip is still not a buy signal.

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 · LONG0.58550.2867 – 0.630512
Hit rate · SHORT11 – 112
Avg return · LONG (bps)-35.3-168.5 – 29.012
Avg return · SHORT (bps)33.633.6 – 33.612
Selection rate · LONG0.00080.0006 – 0.000812
Selection rate · SHORT0.00030.0003 – 0.000412

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
-4.7016
short
1.4953
total
-3.2063

Selected LONG 679 / SHORT 323 times out of 871,680 appearances (0.078% LONG).

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

/ai/stocks/9090.T.md/v1/stocks/9090.T
Research, not investment advice. Metrics describe model–stock fit, not the stock's merit.