Evaluating generalised additive mixed modelling strategies for dynamic speech analysis

•Type I/II error simulations provide guidance about GAMMs in phonetic research.•Simulations are run using both real and simulated formant contours and real pitch contours.•The paper provides advice on using random smooths and AR1 error components.•The paper provides guidance on when different methods of significance testing are appropriate.