“…The use of CSS methods for the analysis of real-life and online political polarization, both by the political elite and the civil society, is increasing in the literature (Web Of Science, 2022), showing high-performance metrics within the field (Kursuncu et al, 2019;Shaw & Benkler, 2012). In this scoping review, we focused on text as data, which enabled us to encompass both real and online environments, as well as both players involved in political polarization: the political elite, composed by political party members; and the civil society, composed by civilians belonging to a specific country or political system (Lee, 2013). Despite increasing interest, CSS categorization methods are inconsistent, making it difficult to identify advantages and disadvantages for each problem use case, within the wide range available (Cantini et al, 2020;Esteve Del Valle et al, 2021;Serrano-Contreras et al, 2020).…”