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オロ (3983.T) quant model fit

3983.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 オロ (3983.T). Model: ml-factor-lgbm-9f-jp-growth. Model–stock fit, not a buy signal.

Median LONG hit rate is 0.66 (n=12). above a coin flip.Median LONG return is +41.5 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 · LONG0.65870.5863 – 0.781912
Hit rate · SHORT00 – 012
Avg return · LONG (bps)41.526.0 – 106.412
Avg return · SHORT (bps)-62.2-68.4 – -60.712
Selection rate · LONG0.00070.0005 – 0.001112
Selection rate · SHORT0.00090.0007 – 0.001012

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
4.8112
short
-4.8162
total
-0.0050

Selected LONG 675 / SHORT 722 times out of 871,680 appearances (0.077% LONG).

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

/ai/stocks/3983.T.md/v1/stocks/3983.T
Research, not investment advice. Metrics describe model–stock fit, not the stock's merit.