Log in or create a free Rosenverse account to watch this video.
Log in Create free account100s of community videos are available to free members. Conference talks are generally available to Gold members.
Contextuality problem: Exploring the Benefits of Qualitative and Quantitative Research
Summary
This presentation addresses the contextuality problem of generating rich yet generalizable observations. It examines the contrasting approaches of qualitative and quantitative research in capturing user context and offers a pragmatic model for building meaningful connections between the two methods using the concepts of the 'context of discovery' and 'contexts of justification.
Key Insights
-
•
Context in research is complex, multi-dimensional, and dynamic rather than stable and easily separable from phenomena.
-
•
Quantitative research treats context as a container to abstract away complexity for generalizability, focusing on a few controlled variables.
-
•
Qualitative research embraces context's fluidity and social construction to generate thick, contextualized understanding but faces challenges in broader generalization.
-
•
Balancing uncertainty (lack of information) and complexity (too much information) is a core challenge in combining qual and quant research.
-
•
Popper’s distinction between context of discovery (qual, inductive) and context of justification (quant, deductive) offers a pragmatic framework for integrating methods.
-
•
Rich qualitative data helps explain why and how phenomena occur, complementing quantitative data that identifies what is happening.
-
•
Pragmatism prioritizes practical utility over philosophical differences in epistemology when mixing research paradigms.
-
•
Innovation and detecting weak signals benefit from qualitative probing and quantitative detection of anomalies.
-
•
User behaviors, especially informal workarounds and innovations, are often invisible to purely quantitative measures but revealed through qualitative methods.
-
•
Multiple stakeholders in real-world contexts have divergent interests, making perfect solutions rare; negotiation and social intelligence are essential.
Notable Quotes
"In research, it depends; it’s never yes or no — it really depends on the context and the job."
"The AI system might excel at narrow tasks, but putting things into context — especially tone and holistic understanding — is uniquely human."
"Context is not a container; it’s a continuous, incomplete duality with the people who inhabit it."
"Quantitative research seeks parsimonious models — simple, generalizable explanations that often lose deeper contextual uncertainty."
"Qualitative research embraces complexity, generating thick descriptions to capture as much context as possible without aiming for generalization."
"The phenomenon of interest cannot be separated from the context in qualitative research because everything is interconnected."
"The question is not about which paradigm is right, but what works best pragmatically for the problem at hand."
"Innovation often happens in informal workarounds and practices invisible to quantitative data but visible through qualitative observation."
"There’s no perfect truth or solution; it’s about negotiation and deciding what’s good enough for the stakeholders we serve."
"If we balance qualitative depth and quantitative breadth, we get a yin-yang harmony that strengthens research and practice."
Or choose a question:
More Videos
"Don’t just make it all about work, especially right now; people need human contact and silliness too."
Amy Jiménez Márquez Michael J. Metts Joie ChungThe Atypical UX Manager Path
July 23, 2020
"We put high-fidelity designs in Mural so stakeholders unfamiliar with Figma can still comment and interact."
Erika FlowersIntroduction to MURAL for UX
June 11, 2021
"Every single thing that we would plan to say to the participant is spelled out in this interview guide to build transparency and trust."
Lisa Spitz Nikki BrandBuilding Trust Through Equitable Research Practices
November 18, 2022
"We want regular monthly meetings to keep conversations alive while being doable for everyone’s schedules."
Ariel KennanCivic Design in 2022
January 13, 2022
"It’s actually very hard to prioritize things that are apples versus oranges without framing them similarly first."
John Cutler Harry MaxPrioritization for designers and product managers (1st of 3 seminars)
June 13, 2024
"Christopher Valerie will share how a designer and developer can collide without the typical matter-antimatter explosion."
Bud CaddellTheme 2 Intro
September 30, 2021
"Designers adhere to standards not scientific ones, but design rigor tailored to dealing with complexity."
Yoel SumitroActions and Reflections: Bridging the Skills Gap among Researchers
March 9, 2022
"Understaffing is consistent in design ops no matter where in the world you are."
Benjamin RealMaturity Models: A Core Tool for Creating a DesignOps Strategy
October 1, 2021
"Flow is different for each person; you have to adjust your style based on who you work with."
Ruzanna RozmanGetting in Flow with Your Team
January 8, 2024
