テイクアンドギヴ・ニーズ (4331.T) quant model fit
Median hit rate and return when a model selected テイクアンドギヴ・ニーズ (4331.T). Model: ml-factor-lgbm-9f-jp-growth. Model–stock fit, not a buy signal.
Median LONG hit rate is 0.24 (n=12). below a coin flip.Median LONG return is -127.0 bps.
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.
Accuracy (median across grid)
| metric | median | p25 – p75 | n |
|---|---|---|---|
| Hit rate · LONG | 0.2415 | 0.1889 – 0.3245 | 12 |
| Hit rate · SHORT | 0.9830 | 0.8433 – 1 | 12 |
| Avg return · LONG (bps) | -127.0 | -210.2 – -99.9 | 12 |
| Avg return · SHORT (bps) | 309.2 | 215.9 – 332.2 | 12 |
| Selection rate · LONG | 0.0023 | 0.0019 – 0.0026 | 12 |
| Selection rate · SHORT | 0.0007 | 0.0005 – 0.0008 | 12 |
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
Selected LONG 1721 / SHORT 532 times out of 813,312 appearances (0.212% LONG).
sum of per-trade decimal returns across all grid combos and retrain periods (0.01 = one trade returning 1%)