Our exploratory study looks for units of temporal structure in conversational Finnish speech. The relative significance of different hierarchical levels of rhythm was evaluated using Bayesian inference on a linear regression model of coupled oscillators. Results suggest that mora, stress and foot timing as rhythmic factors in Finnish are more relevant than traditionally assumed.