Sequence analysis has grown steadily and spread to many social science disciplines during the last two decades. A common conception of sequence analysis has emerged around standard rules and joined procedures. However, we still lack a broader and systematic debate that takes stock of the advances and limits of sequence analysis, that encourages a careful standardization of the approach beyond diverging orientations, and that opens and explores new methodological paths and combinations.