Are My Research Findings Actually Meaningful?
Summary
You should not be doing research for the sake of doing research. Research takes time and needs to be well throughout. More importantly, you need to determine if your findings are actually meaningful to the organization. In this session we will look at the idea of statistical significance and meaningfulness when reporting research findings.
Key Insights
-
•
Research must be tied to business imperatives and KPIs to deliver value, not done arbitrarily.
-
•
Qualitative research is crucial to interpret quantitative metrics like NPS meaningfully.
-
•
Statistical significance depends on sample size, variability, and magnitude of change.
-
•
A statistically significant change may not always be meaningful to the business context.
-
•
Meaningfulness is determined by alignment with organizational goals and market conditions.
-
•
Increasing sample size alone can make every change appear significant, which is misleading.
-
•
Driver modeling helps prioritize initiatives by linking key metrics to business outcomes.
-
•
Benchmarking against competitors and cross-industry experiences anchors understanding of CX scores.
-
•
Effective communication involves framing findings differently for executives, managers, and individual contributors.
-
•
Frequent measurement without changes made leads to wasted effort and misinterpretation.
Notable Quotes
"Research is not as easy as putting on a shoe and just doing it; it requires careful consideration and alignment with imperatives."
"Every board member can interpret an NPS score differently depending on their role and responsibilities."
"Statistical significance tells you if a change is likely not random, but it does not tell you if the change matters to your business."
"If you measure an infinite number of customers, every change would be statistically significant, but not every change would be meaningful."
"Meaningfulness is linked directly to what your organization cares about in terms of goals and priorities."
"Driver modeling tells you which research initiatives matter most based on their impact on key outcome metrics."
"Customers benchmark your company to their last best experience, often outside of your industry."
"When executives start questioning your research details, that’s a good sign they’re engaged and trusting the process."
"You shouldn’t send another survey unless you’ve implemented changes and allowed time for behavior to adapt."
"Mixed methods research, combining qualitative and quantitative, gives the fullest understanding of customer experience."
Or choose a question:
More Videos
"We actively reduced jargon to make our process accessible for non-designers."
Alexia Cohen Adriane AckermanIncreasing Health Equity and Improving the Service Experience for Under-Served Latine Communities in Arizona
December 4, 2024
"Generally everyone is just cutting right through because that’s the fastest route."
Marc Majers Tony TurnerInterrupted UX - Add A Dose of Reality To Usability Testing
March 11, 2022
"Design thinking has helped raise awareness but often lacks the depth of design practice which requires dedicated craft."
Jorge ArangoDesign as an Antidote to VUCA
May 9, 2019
"Psychological safety is far and away the key ingredient for teams being effective."
Brenna FallonLearning Over Outcomes
October 24, 2019
"The Shakers patented clever affordances like chair buttons that let you rock without damaging wooden floors."
Daniel GloydWarming the User Experience: Lessons from America's first and most radical human-centered designers
May 9, 2024
"The four Cs—consistency, convenience, confidence, and customizability—are not just good for accessibility, they make a great experience for everyone."
Sam ProulxOnline Shopping: Designing an Accessible Experience
October 3, 2023
"Learning should be an experience tailored around the learner, not the curriculum."
Kristin SkinnerFive Years of DesignOps
September 29, 2021
"It can be so tiring to be the only one constantly saying this has to be done differently."
Denise Jacobs Nancy Douyon Renee Reid Lisa WelchmanInteractive Keynote: Social Change by Design
January 8, 2024
"Fraud detection automatically refunds you if a participant is found to be fraudulent and helps find a replacement."
Roberta Dombrowski Lianna Aduana5 Reasons to Bring your Recruiting in House
September 30, 2021
