“…Schmidt et al (2020) recommend to select and combine different response features and text mining on theoretical considerations. Possible response features include response rates (Holland & Christian, 2009; Marshall, 2021; Zuell et al., 2015), answer lengths (Gavras et al, 2022; Holland & Christian, 2009; Mahon-Haft & Dillman, 2010; Schmidt et al, 2020), response and latency times (Schmidt et al, 2020; Smyth et al, 2009), answer tone (Gavras et al, 2022; Mahon-Haft & Dillman, 2010), number of mentioned topics (Gavras et al, 2022; Holland & Christian, 2009; Mahon-Haft & Dillman, 2010; Smyth et al, 2009), and interpretability or elaboration of answers (Schmidt et al, 2020; Smyth et al, 2009). For most features, different analysis approaches are possible (e.g., using character or word count for answer lengths, or different approaches to extract topics).…”