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Doing Web Science
     Balancing Qualitative and
Quantitative Methods, and Grappling
          with Subjectivity
Subjectivity?
Subjectivity and WebSci
• The examination of web-mediated individual
  and group experiences
  – How do people experience the mobile web?
  – What about the social web?
  – How do we evaluate web design processes?
• Experiences are subjective: how to model
  them?
• Mixed methods help
Why I am giving this talk
1. Training often only covers half of the
   equation
2. Understanding qualitative and quantitative
   methods doesn’t equate to being able to use
   them in conjunction
3. Mixed methods (as in ‘lab-work and
   fieldwork’ as well as ‘qualitative and
   quantitative’) open up richer insights and
   multiple types of finding
So…
• We need to understand methods and how to
  combine them.
• For example…
Strengths                     Weaknesses

Lab-based study   Specific, controlled, broad   Artificial

Case study        Grounded in practice          Lack of control; indirect
                                                data

Questionnaire     Breadth, efficiency           Tough to design, can’t
                                                follow up interesting
                                                responses
Interview         Delve deep                    Confirmation bias, time
                                                required

Focus group       Efficiency, delve deep        Confirmation bias,
                                                individuals may dominate

Expert review     More objective insights       Confirmation bias; finding
                                                experts
Approaches to analysis
• Quantitative analysis
• Coding qualitative data
• Meta analysis
  – A follow-up study, e.g. an expert review to reflect
    on results from a lab study
  – A meta-analysis of data from multiple sources
Combining methods
• Statistical analysis and qualitative coding:
  corroborate (‘triangulate’) findings for richer
  insights
• Expert reviews: gain further insight into prior
  results (but think about verifying that data…)
• Case studies: build on knowledge gained from
  lab studies, answer ‘how’ and ‘why’ questions
• More methods == more certainty
A problem?
• There is a perceived ‘pressure’ in some fields
  to seek quantitative results, and to assume
  numbers == rigour.



• (Also: are we doing stats badly?
  http://cacm.acm.org/blogs/blog-
  cacm/107125-stats-were-doing-it-
  wrong/fulltext)
Summary
• Mixed methods isn’t as hard as it sounds!
• Multiple perspectives; corroborate results;
  follow up interesting results
• You need to
  – Know your methods
  – Know your methodology
• We need to talk about education
Some further reading
• Mixed methods: multiple perspectives and triangulation
    – Shneiderman, B., Plaisant, C. 2006. Strategies for Evaluating Information
      Visualization Tools: Multi-dimensional In-depth Long-term Case Studies. BELIV
      2006. Venice, Italy:
    – Isomursu, M., Tahti, M., Vainamo, S., Kuutti, K. 2007. Experimental evaluation
      of five methods for collecting emotions in field settings with mobile
      applications. International Journal of Human-Computer Studies, 65, 404-418.
• Pressure for quantitative results
    – Shneiderman, B. 2007. Creativity Support Tools: Accelerating Discovery and
      Innovation. Communications of the ACM, 50, 20-32.
• Rigour in quantitative and qualitative methods
    – Fallman, D., Stolterman, E. 2010. Establishing Criteria of Rigor and Relevance
      in Interaction Design Research. create10. Edinburgh, UK.
• Mixed methods in WebSci
    – Hooper, C.J. 2010. Towards Designing More Effective Systems by
      Understanding User Experiences. Doctor in Engineering, University of
      Southampton.

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Doing Web Science Subjectivity - Clare J. Hooper

  • 1. Doing Web Science Balancing Qualitative and Quantitative Methods, and Grappling with Subjectivity
  • 3. Subjectivity and WebSci • The examination of web-mediated individual and group experiences – How do people experience the mobile web? – What about the social web? – How do we evaluate web design processes? • Experiences are subjective: how to model them? • Mixed methods help
  • 4. Why I am giving this talk 1. Training often only covers half of the equation 2. Understanding qualitative and quantitative methods doesn’t equate to being able to use them in conjunction 3. Mixed methods (as in ‘lab-work and fieldwork’ as well as ‘qualitative and quantitative’) open up richer insights and multiple types of finding
  • 5. So… • We need to understand methods and how to combine them. • For example…
  • 6. Strengths Weaknesses Lab-based study Specific, controlled, broad Artificial Case study Grounded in practice Lack of control; indirect data Questionnaire Breadth, efficiency Tough to design, can’t follow up interesting responses Interview Delve deep Confirmation bias, time required Focus group Efficiency, delve deep Confirmation bias, individuals may dominate Expert review More objective insights Confirmation bias; finding experts
  • 7. Approaches to analysis • Quantitative analysis • Coding qualitative data • Meta analysis – A follow-up study, e.g. an expert review to reflect on results from a lab study – A meta-analysis of data from multiple sources
  • 8. Combining methods • Statistical analysis and qualitative coding: corroborate (‘triangulate’) findings for richer insights • Expert reviews: gain further insight into prior results (but think about verifying that data…) • Case studies: build on knowledge gained from lab studies, answer ‘how’ and ‘why’ questions • More methods == more certainty
  • 9. A problem? • There is a perceived ‘pressure’ in some fields to seek quantitative results, and to assume numbers == rigour. • (Also: are we doing stats badly? http://cacm.acm.org/blogs/blog- cacm/107125-stats-were-doing-it- wrong/fulltext)
  • 10. Summary • Mixed methods isn’t as hard as it sounds! • Multiple perspectives; corroborate results; follow up interesting results • You need to – Know your methods – Know your methodology • We need to talk about education
  • 11. Some further reading • Mixed methods: multiple perspectives and triangulation – Shneiderman, B., Plaisant, C. 2006. Strategies for Evaluating Information Visualization Tools: Multi-dimensional In-depth Long-term Case Studies. BELIV 2006. Venice, Italy: – Isomursu, M., Tahti, M., Vainamo, S., Kuutti, K. 2007. Experimental evaluation of five methods for collecting emotions in field settings with mobile applications. International Journal of Human-Computer Studies, 65, 404-418. • Pressure for quantitative results – Shneiderman, B. 2007. Creativity Support Tools: Accelerating Discovery and Innovation. Communications of the ACM, 50, 20-32. • Rigour in quantitative and qualitative methods – Fallman, D., Stolterman, E. 2010. Establishing Criteria of Rigor and Relevance in Interaction Design Research. create10. Edinburgh, UK. • Mixed methods in WebSci – Hooper, C.J. 2010. Towards Designing More Effective Systems by Understanding User Experiences. Doctor in Engineering, University of Southampton.