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Link-Uグループ (4446.T) quant model fit

4446.T·情報通信・サービスその他·jp-listed
computed asof 2026-10-01T02:33:09

Median hit rate and return when a model selected Link-Uグループ (4446.T). Model: ml-factor-lgbm-9f-jp-growth. Model–stock fit, not a buy signal.

Median LONG hit rate is 0.41 (n=12). below a coin flip.Median LONG return is +10.7 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 · LONG0.41270.3576 – 0.447312
Hit rate · SHORT0.57140.5052 – 0.626812
Avg return · LONG (bps)10.7-57.3 – 135.912
Avg return · SHORT (bps)63.37.5941 – 253.412
Selection rate · LONG0.01340.0102 – 0.015112
Selection rate · SHORT0.02040.0178 – 0.022112

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
31.1
short
113.4
total
144.5

Selected LONG 5903 / SHORT 9123 times out of 453,120 appearances (1.303% LONG).

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

/ai/stocks/4446.T.md/v1/stocks/4446.T
Research, not investment advice. Metrics describe model–stock fit, not the stock's merit.