What type of study is this?

This is a Binary Logistic Regression study.

Valuation Ratios and Profitability as Predictors of High Returns: Evidence from the Taiwan Stock Market

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Binary logistic regression reveals profitability and valuation ratios predict high returns in Taiwan, suggesting profitability's dominance.

ROE is a strong predictor of high returns, indicating a 1–3% rise in likelihood per unit increase in profitability.
The P/B ratio displays meaningful effects in contemporaneous models, while lagged models show reduced predictive value.
Valuation ratios like P/E and P/S provide limited information for future performance, particularly when considering lagged effects.
Electronics firms demonstrate a significantly higher likelihood of achieving high returns, enhancing the predictive model.

Lin et al. (2025) studied this question.

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Binary logistic regression reveals profitability and valuation ratios predict high returns in Taiwan, suggesting profitability's dominance.