Liu, J. 2026. A Review of Methods for Predicting Stock Volatility: A Comparison of Traditional Econometric Models, Implied Volatility, and Machine Learning Methods. Financial Economics Research. 3, 5 (Oct. 2026), 21–29. DOI:https://doi.org/10.70267/fer.v3n5.2129.