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The experience sampling methodology (ESM) has been positioned as a promising opportunity for personalized medicine in psychiatry. A requisite for moving ESM towards clinical practice is that outcomes of person-centered analyses are not contingent on the researcher. In this study, we crowdsourced the analysis of one individual patient’s ESM data to 12 prominent research teams to investigate how much researchers vary in their analytical approach towards individual time series data and to what degree outcomes vary based on analytical choices.