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
"I believed we could do more — more for the company, customers, stakeholders, and ourselves if we had more agency."
Nalini KotamrajuResearch After UX
March 25, 2024
"Constraints can channel focus, but being stuck in them limits potential."
Dean BroadleyNot Black Enough to be White
January 8, 2024
"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
"What does ‘best work’ mean? It’s different for everyone, so our solutions have to be flexible and meaningful."
Kim Fellman CohenMeasuring the Designer Experience
October 23, 2019
"Power is the ability to change another person’s reality."
George AyeThat Quiet Little Voice: When Design and Ethics Collide
November 16, 2022
"You need to be the connector between people trying to drive decisions and others influencing them."
Nathan CurtisBeyond the Toolkit: Spreading a System Across People & Products
June 9, 2016
"We focus on delivering high quality but also moving fast—being comfortable negotiating that tension is important."
Greg PetroffThe Compass Mission
March 10, 2021
"If you don’t do local research before launching a product, you risk disastrous failure."
Chloe Amos-EdkinsA Cultural Approach: Research in the Context of Glocalisation
March 27, 2023
"We brought all the user journeys together with UX designers, content designers, product owners — it wasn’t just analytics and research in isolation."
Mackenzie Cockram Sara Branco Cunha Ian FranklinIntegrating Qualitative and Quantitative Research from Discovery to Live
December 16, 2022
