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JX金属 (5016.T) quant model fit

5016.T·鉄鋼・非鉄·jp-listed
computed asof 2026-10-01T02:33:09

Median hit rate and return when a model selected JX金属 (5016.T). Model: ml-factor-lgbm-9f-jp-growth. Model–stock fit, not a buy signal.

Median LONG hit rate is 0.56 (n=12). above a coin flip.Median LONG return is +156.5 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 · LONG0.55540.5250 – 0.667412
Hit rate · SHORT0.33330.1875 – 0.50009
Avg return · LONG (bps)156.5106.5 – 279.912
Avg return · SHORT (bps)-112.4-275.3 – 201.69
Selection rate · LONG0.00840.0059 – 0.010712
Selection rate · SHORT0.00030 – 0.000812

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
39.8
short
0.5042
total
40.3

Selected LONG 2265 / SHORT 111 times out of 255,168 appearances (0.888% LONG).

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

/ai/stocks/5016.T.md/v1/stocks/5016.T
Research, not investment advice. Metrics describe model–stock fit, not the stock's merit.