A Pragmatic View of Thematic Analysis

“Constas (1992) reiterates this point and states that the "interpretative approach should be considered as a distinct point of origination" (p. 258).”

“There are many ways to analyze informants' talk about their experiences (Mahrer, 1988; Spradley, 1979; Taylor & Bogdan, 1984), and thematic analysis is one such way.”

“Although thematic analysis has been described (Benner, 1985; Leininger, 1985; Taylor & Board, 1984), there is insufficient literature that outlines the pragmatic process of thematic analysis.”

“Performing a Thematic Analysis The ethnographic interview is a commonly used interviewing process employed by researchclinicians (Kuehl & Newfield, 1991; Kuehl, Newfield & Joanning, 1990; Newfield, Joanning, Kuehl, & Quinn, 1990; Newfield, Kuehl, Joanning & Quinn, 1991; William, 1992).”

“The data were analyzed thematically to identify key patterns and trends in the data and to compare expressed views (Aronson, 1994; Braun & Clarke, 2006; Fereday & Muir-Cochrane, 2008).”

“The data were analysed using a thematic analysis approach (Aronson 1994), which focuses on identifiable themes and patterns of personal experiences.”

“Thematic analysis involves methodically reading through the verbatim transcripts and segmenting and coding the text into categories that highlight what the groups discussed ( Aronson, 1994 ; Boyatzis, 1998 ).”

“In view of the scant knowledge of performance leadership and management in sport research at the managerial level, a thematic interpretational content analysis was selected as the most appropriate method to analyse the data (Aronson, 1994; Gibbs, 2007).”

“The ongoing linking of units and formation of themes allowed patterns in participants’ stories to emerge into a more comprehensive picture of the collective experience (Aronson, 1994).”

“Two different types of analysis were applied to the participant data collected in this research, namely thematic analysis (Aronson 1994) and contextual analysis (Ross and Nisbett 1991).”

“The use of existing data did not facilitate a theoretically driven methodology, hence the data were analysed using qualitative thematic analysis which is a wellutilised approach that allows the exploration and identification of themes within the data that reflect a collective experience (Aronson 1994).”

“The interviewer made a thematic analysis of the material (Aronson, 1994), first sorting responses and written information according to the original questions, then revising those sorted responses, paying attention to salient themes and to disconfirming or discrepant evidence (Padgett, 1998).”

“To synthesize the findings, related themes were linked together as suggested by Aronson (1994). To maintain a transparent approach personal beliefs, biases and assumptions were acknowledged throughout the process (Parahoo 1997).”

“The interview data from these respondents were transcribed and thematically analysed ( Aronson, 1994; Rice and Ezzy, 2000).”

“Thematic analysis, which focuses on grouping material together according to specific themes and patterns of behaviour (Aronson, 1994), was also used to analyse the responses and experiences shared by the youths during the interviews.”

“To a large extent, it is based on the same relativist and interpretive concerns as a purely grounded theory approach, most significantly those of constant comparison and theoretical sampling (Aronson, 1994).”

“Data analysis occurred through thematic analysis, which “focuses on identifiable themes and patterns of living and/or behavior” (Aronson, 1994, paragraph 1) and includes steps such as listing patterns of experiences from transcriptions, identifying data that relates to the patterns, and combining…”

“The final data analysis followed the principles of thematic analysis (Aronson, 1994; Braun and Clarke, 2006).”

“…common meanings or emerging themes (e.g., “bring improvements and innovation” and “customer-centric marketing efforts”) as the investigation progressed (Aronson 1995; Boyatzis 1998); (4) we advanced the interpretation of our analysis by reflecting on its connections with the original data.”

“These data were ordered into common topics and patterns using the established ethnographic technique of thematic analysis (Aronson, 1994; Taylor and Bogdan, 1984).”

“The first part of the analysis involved thematic analysis (Aronson, 1994) with the use of NVivo software to explore the data from the semi-structured in-depth interviews.”

“Themes are discovered through a process of combining the components of issues, ideas, topics, phenomena or experiences, which may have less meaning or significance if they are inspected individually (Aronson, 1995).”

“resembled a thematic analysis approach, which was used to systematically identify recurring themes, patterns of behaviour and experience which then became a description of the phenomenon (Aronson, 1994; Braun & Clarke, 2006; Fereday & Muir-Cochrane, 2008).”

“In thematic analysis, themes that emerge from the informants stories are pieced together to form a compressive picture of their collective experience (Aronson 1994 ).”

“Transcripts were analyzed using thematic analysis, where emerging themes were coded and compared across transcripts (Aronson, 1994).”

“We used a modified process of thematic analysis, as described by Aronson.(26) We read the transcripts in dependently, noting general categories of comments and labeling segments of the transcripts as belonging to one or more of those categories.”

“We employed thematic data analysis, which focuses on generating identifiable themes and patterns of behaviour based on the report of key informants (Aronson, 1994).”

“In line with Aronson's (1994) guidelines, the next step involved identifying all the data that related to the already classified pattern.”

“The reflective statements and transcriptions of the focus group interviews were analysed thematically (Aronson, 1994) using the phases described by Braun and Clarke (2006).”

“This entailed reading and re-reading the transcripts to establish emerging themes (Aronson, 1994; Rice and Ezzy, 2000).”

“Thematic analysis was selected to analyze the data because of its flexibility [43] and rigor [44].”

“Our process for organizing the data into what are commonly described as ‘‘codes’’ was based on thematic data analysis or generating identifiable themes and patterns of behavior using informant reports ( Aronson, 1994 ).”

“…analysis is an inductive method for identifying and expressing patterns in qualitative data; statements are coded into categories reflective of observed patterns in the data, which are then situated into larger themes and illustrated by representative quotations (Boyatzis 1998; Aronson 1994).”

“Data analysis The text from the interviews were analysed using thematic analysis, which flows from the words of the participants (14,15).”

“Following meta-theme identification, a thematic analysis was undertaken [ 24 ].”

“This method is appropriate for the current data due to its flexibility (Aronson, 1995), rigor (Fereday & Muir-Cochrane, 2006), and capacity to incorporate the reflexive role of the researcher in interpretation (Mays & Pope, 2000).”

“We also analyzed open-ended justifications participants provided for their perceived levels of satisfaction with the systems using approaches inspired by thematic analysis (Aronson 1994).”

“For instance, thematic analysis, where categories are grouped into overarching themes, is one of the most frequently employed approaches to qualitative data analysis (Aronson, 1995).”

“Upon completion of all participants, the authors conducted an initial thematic analysis (following [1]) on 5% of the corpus.”

“Multiple authors have commented on the need for more clarity on using the generic qualitative approach over the years (Aguas, 2021; Aronson, 1994; Bellamy et al., 2016; Cooper & Endacott, 2007; Merriam, 1998, 2009), such as Caelli et al.’s (2003) article with the clever title wording “clear as mud.””

“This approach entails the identification of themes or patterns within data, coding the themes or patterns, combining similar or the same themes or pattern, and cataloging the themes or patterns to arrive at meaningful findings (Aronson, 1995; Fereday & Muir-Cochrane, 2006).”

“The themes that emerge from informants’ stories are pieced together to form a compressive picture of their collective experience (Aronson, 1994).”

“The interviewee’s responses were analyzed using the thematic analysis approach of Boyatzis (1998); a method which was described by Aronson (1994) as suitable and flexible for collecting and communicating ideas and the emerging patterns during an interview.”

“The research team completed a thematic analysis, involving categorization of coded data and a comparison of those categories with existing literature (Aronson, 1994).”

“Thus, the extracts were independently reviewed to identify patterns and outliers in this part of the dataset [44].”

“The grouping methodology used principles for thematic analysis described by Aronson [1] combined with the practices prescribed by affinity diagramming [10].”

“Quantitative and qualitative data were codified and compiled in a database; a thematic analysis was conducted based on question content analysis [43,44].”

“The primary author conducted preliminary data analysis by reading and rereading the transcribed data to identify themes, which came from direct quotes (Aronson, 1994).”

“The analysis was begun by listening to the interview tapes and reading the transcribed interviews, pen in hand, and a modified thematic analysis (Aronson, 1994) was performed in the search for recurrent themes.”

“Thematic analysis involves categorizing qualitative data into themes that are based upon patterns within a dataset and refined when compared to the literature [44].”

“We analyzed the retrospective think-aloud interviews using a mix of deductive and inductive thematic analysis [28, 41, 42].”

“The responses were analysed using thematic analysis to build a picture of the respondents’ collective experiences [21].”

“transcripts were searched for significant words and phrases (Aronson, 1994; Boyatzis, 1998).”

“Focus group transcripts were independently coded using thematic analysis ( Aronson 1994; Taylor and Bogdan 1984).”

“Thematic analysis (Aronson, 1994; Taylor & Bogdan, 1984) was used for analyzing all text-based data.”

“Qualitative analysis was conducted using a pragmatic approach to thematic analysis outlined by Aronson [ 21 ].”

“Data were identified, coded, and categorized into main themes or patterns.(27) This project was exempted from ethics review in accordance with the University’s ethics protocols for data collected through anonymous surveys.”

“Themes and subthemeswere identifiedbybringing together fragments of views and experiences that would have been meaningless when viewed alone (Aronson 1995).”

“In our exploratory study, we used empirically emergent not theoretically generated themes (Aronson, 1994; Boyatzis, 1998; Hayes, 2000; Joffe and Yardley, 2004; Smith et al., 1992; Taylor and Bogdan, 1984).”