This study constructs a factor-based model of business cycle identification for the Malaysian economy via the dynamic factor approach. Our central focus is to explore a factor-based business cycle indicator (BCI) that can serve as a good gauge for economic crises. The empirical finding is in harmony with the envisaged objective; the constructed BCI produces satisfactory identification of business cycle turning points and statistically outperforms the national-owned composite leading indicator (CLI) in terms of predictive accuracy and forecasting performance. Therefore, we reckon that the constructed BCI can serve to identify the business climate and foretell approaching economic crises in a timely manner.