From Theme to Implication

Dr Charles Martin

From Theme to Implication

Creating research that will be ready for big conference stages!

In this tutorial, we will bring together and extend our understanding of qualitative and quantitative analysis using multimedia analysis, inter-rater reliability rating, and triangulation techniques.

Pre-Class Tasks

  1. Watch this video on applying Braun and Clarke’s thematic analysis, focusing on how themes are developed; and read (Braun & Clarke, 2006), pp. 94–97 (Potential pitfalls and What makes good thematic analysis?) to strengthen your understanding.

  2. Use the ACM CCS Topics Tool to guide your selection of an HCI subtopic. Start with the top-level category Human-centred computing. Drill down into a more specific area that interests you (e.g., Accessibility systems and tools, Interaction Design). Paste this area into the ACM Digital Library. Using the search term, choose two papers published in one of the SIGCHI conferences. Both papers must include a user study such as interviews, workshops, field studies, etc. Read the sections where the authors present and interpret their study outcomes. These may be titled Findings, Results, Analysis, Reflections, or Discussion (not all papers use the same labels). Treat these sections as your ‘raw data’. Worked Example:

  3. Analyse: From the two papers, identify a theme that cuts across both. Based on this theme, write your own implication to the theme in two or three sentences.

  4. Post on Ed: Your submission must include:

This pre-class task offers a first step in triangulation, combining results from different papers to practise how mixed methods approaches build stronger, more credible design implications.

Plan for the Class

  1. Review the pre-class tasks together (15 mins)
  2. Further Qualitative Analysis (30 mins)
  3. Inter-rater reliability (15 mins)
  4. Triangulation (15 mins)
  5. Research Cluster Meeting (15 mins)

In-Class Tasks

Task 0: Themes and Their Implications (15 mins)

This exercise will teach you how to build insights from themes, do this as part of the reflection exercise from the pre-class task. Read (Maguire & Delahunt, 2017) for an elaborated example.

Group up with 3-4 classmates. Complete the table below together using your own theme-implications pairs as examples.

Theme Implication Notes/Reflection
e.g., Co-designing in a foreign cultural context (Papers: Bidwell and Reitmaier et al, 2010; Dourish et al, 2020) There needs to be a balance between engaging in co-design with different cultures and avoiding overburdening them. 1-2 sentences reflecting on the implication
Theme by group member 1 Implication by group member 1 Notes/ Reflections by group member 1
Theme by group member 2 Implication by group member 2 Notes/ Reflections by group member 2

Discuss together and write in the “notes/reflection” column:

As a group, share your thoughts on any of the following questions with the class:

Task 1: Coding and Theming (50 mins)

You and your group of 3-5 members will work with a set of images from Peter Bennetts’ Tuvalu series (1998 - 2001) to practise deeper qualitative analysis including coding, theme-building, reliability scoring, and generating implications.

Prompt

Visit the Tuvalu project by Peter Bennetts here. Think about the context: Tuvalu is a low-lying island country vulnerable to sea level rise. The images show people, places, environmental context, and changes over time.

As a group, define a focus for your analysis. Some examples:

Data Collection

  1. From the Tuvalu photo set, select 6-8 images that are especially evocative for your chosen focus. You will need to scroll right to access all the images.
  2. Download them or note their IDs on your sticky notes.
  3. Make sure to include a range showing people, environment, infrastructure, etc.

Multimedia Analysis

  1. Individual Coding: Each person in the group codes all selected images on their own first. Coding procedure from Lecture 6 on Thematic Analysis still applies here. Your codes should be short descriptive labels tied to something you can see or infer (e.g., happy children, community gathering)
  2. Shared Codes and Theme Building: Bring all the sticky notes for individual codes together and cluster the codes into themes. Try to settle on 2-3 themes that you feel capture meaningful patterns across the images.
  3. Record: Record implications from your themes in the shared spreadsheet.

We adapt the research context of co-designing with the Global South, and multimedia analysis method applied by the following authors in this task: Bidwell et al. (2010)

Task 2: Share implications (10 mins)

As a class, discuss your themes and implications:

  1. Broaden your view by looking at what other groups have reported. What themes overlap with yours? What is different?
  2. Create a short synthesis (3-4 sentences) of how your group’s implications sit alongside others. Consider whether combining perspectives creates a richer picture.

Task 3: Research cluster meeting (15 mins)

The last 20 minutes of this workshop is dedicated to re-forming your research clusters (or forming new ones if you want) and sharing some plans for your final projects1. It’s ok if you haven’t completely decided on your final projects yet, this meeting is to understand and discuss ideas.

As a group you should:

Remember that every tutorial in the course is followed by a 30 minute drop-in — this means the room is booked and free to use for this course! In week 12, the whole tutorial class is just drop-in consultation so you have the complete session to do your final project.

Resources

References

Adiwangsa, M., Sweetser, P., Stevenson, D., Suominen, H., & Xi, M. (2024). Exploring opportunities for augmenting homes to support exercising. Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems. https://doi.org/10.1145/3613904.3641897
Bidwell, N. J., Reitmaier, T., Marsden, G., & Hansen, S. (2010). Designing with mobile digital storytelling in rural africa. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, 1593–1602. https://doi.org/10.1145/1753326.1753564
Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. https://doi.org/10.1191/1478088706qp063oa
Choi, M., Andres, J., & Martin, C. P. (2024). Tonal cognition in sonification: Exploring the needs of practitioners in sonic interaction design. Proceedings of the 19th International Audio Mostly Conference: Explorations in Sonic Cultures, 218–228. https://doi.org/10.1145/3678299.3678321
Davis, N., Hsiao, C., Singh, K. Y., Lin, B., & Magerko, B. (2017). Quantifying collaboration with a co-creative drawing agent. ACM Trans. Interact. Intell. Syst., 7(4). https://doi.org/10.1145/3009981
Deng, J., Olivier, P., Andres, J., Ellis, K., Wee, R., & Floyd Mueller, F. (2022). Logic bonbon: Exploring food as computational artifact. Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems. https://doi.org/10.1145/3491102.3501926
Maguire, M., & Delahunt, B. (2017). Doing a thematic analysis: A practical, step-by-step guide for learning and teaching scholars. All Ireland Journal of Higher Education, 9(3). https://doi.org/10.62707/aishej.v9i3.335
Tahmidul Karim, F., Zabin, S. Md. S., Tarin, I., Nurain, N., & Islam, A. B. M. A. A. (2025). Beyond the blackout: Qualitative insights and sentiment analysis on the impact, adaptation, and design solutions during the internet shutdown in bangladesh. Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems. https://doi.org/10.1145/3706599.3719895

  1. Sometimes students worry about sharing assessment ideas with others due to academic integrity concerns. This is fair, but there’s not much point being secretive in this class given that you have to share your prototype and evaluation plans with others to complete your evaluations…↩︎