Rosenverse

This video is only accessible to Gold members. Log in or register for a free Gold Trial Account to watch.

Log in Register

Most conference talks are accessible to Gold members, while community videos are generally available to all logged-in members.

User Science: Product Analytics & User Research
Gold
Thursday, March 11, 2021 • Advancing Research 2021
Share the love for this talk
User Science: Product Analytics & User Research
Speakers: Marieke McCloskey
Link:

Summary

Want to help make better product decisions? You've got to combine qualitative human insights from user research with data analytics and experimentation. Too often research questions are "sent to the team that can answer them best." Questions about how many users do something goes to analytics, questions about which design might work better goes to user research. But what if you partnered with those other teams to answer the questions together? In this session Marieke will share how, as a qualitative UX researcher she's partnered with analysts to identify high-growth opportunities and gain a deeper understanding of users.

Key Insights

  • User science combines qualitative user research and data science to generate more impactful product insights.

  • Early collaboration between UX researchers and data teams helps reconcile conflicting insights and builds stronger shared understanding.

  • Curious and thoughtful data partners who care about the people behind the data are essential collaborators.

  • Developing a shared engagement metric like an activity score can help narrow research focus and create common language.

  • UX researchers’ storytelling and cross-functional skills position them uniquely to lead collaboration with data teams.

  • Opportunity solution trees provide a useful framework for aligning product goals, user problems, and possible solutions across teams.

  • Ethical concerns about striving for more engagement should be constantly revisited; more use is not always better.

  • Employee experience and customer experience research share many metrics and methods and can inform one another.

  • Proactive collaboration can transform narrow data or qualitative projects into comprehensive, actionable research.

  • Transparency about knowledge limits and honest communication enable trust and effective collaboration between UX and data teams.

Notable Quotes

"If you’re a person who studies people, then you’re a person who understands data."

"Typically we get stuck answering the questions we know we can answer but lose the chance to see the big picture."

"I think we as UX researchers are uniquely positioned to forge bonds with data teams because of our storytelling and cross-functional work."

"Finding out more about these most active users is a key priority this year, said our CEO at the board presentation."

"We can’t be there for every behavior after the nudge, nor do we necessarily want to be."

"Less than a third of respondents feel like they work somewhere with a clear investment in customer-driven decision making."

"You might find that spending the most time getting people interested in collaboration is where the work really happens."

"I invited Mark to a user interview — he had no idea interviewing wasn’t for him but respected that skill deeply."

"We are really good at finding problems, but the opportunity solution tree helps pick the best ones to focus on."

"Sharing your research skills broadly within your company can create unexpected opportunities to improve experiences."

Ask the Rosenbot
Sam Yen
Driving Organizational Change Through Design? Do more of this and less of that
2017 • Enterprise Experience 2017
Gold
Marina Martin
Lives on the Line: The Stakes of UX at the Scale of Government
2018 • Enterprise Experience 2018
Gold
Dan Willis
Enterprise Storytelling Sessions
2018 • Enterprise Experience 2018
Gold
Jacqui Frey
Scale is Social Work
2020 • DesignOps Community
Vincent Brathwaite
Opener: Past, Present, and Future—Closing the Racial Divide in Design Teams
2020 • DesignOps Summit 2020
Gold
Steve Baty
Discussion
2016 • Enterprise UX 2016
Gold
Laine Riley Prokay
Carving a Path for Early Career DesignOps Practitioners
2022 • DesignOps Summit 2022
Gold
Chelsey Glasson
Exit Interview #3: Same as It Ever Was: What Leaving Tech Taught Me About Change
2025 • Rosenfeld Community
Husani Oakley
Theme Two Intro
2023 • Enterprise UX 2023
Gold
Peter Van Dijck
Coffee with Lou #4: Taking a Peek Under the Rosenbot's Hood
2024 • Rosenfeld Community
Gabriela Barneva
Operationalizing Inclusive Design in Design Ops
2025 • DesignOps Summit 2025
Gold
Sheryl Cababa
Integrating Systems Thinking Into Your Practice as a Designer
2025 • Rosenfeld Community
Robin Beers
Panel: Excellence in Communicating Insights
2024 • Advancing Research 2024
Gold
Natalia Radywyl
Co-Designing New Power in Australia's Public Sector
2022 • Civic Design 2022
Gold
Jen van der Meer
Service design performs value
2025 • Advancing Service Design 2025
Conference
Charlotte Lee
Theme 1 Intro
2021 • Civic Design 2021
Gold

More Videos

Doug Powell

"Business leaders are super busy, data-driven, competitive, and have a finely tuned bullshit meter."

Doug Powell

Closing Keynote: Design at Scale

November 8, 2018

Mila Kuznetsova

"Matching researchers by language and culture makes children more comfortable and improves consent."

Mila Kuznetsova Lucy Denton

How Lessons Learned from Our Youngest Users Can Help Us Evolve our Practices

March 9, 2022

Sarah Gallimore

"The mayor wanted to shrink the neighborly bonds that the city was known for by investing in a 2030 living Monument of collaboration and community."

Sarah Gallimore

Inspire Progress with Artifacts from the Future

November 18, 2022

Lada Gorlenko

"Field usability testing showed stakeholders immediately how much value UX can add by catching issues before deployment."

Lada Gorlenko Sharbani Dhar Sébastien Malo Rob Mitzel Ivana Ng Michal Anne Rogondino

Theme 1: Discussion

January 8, 2024

Alnie Figueroa

"Nobody can predict where we’re going, but we can choose to shape the future."

Alnie Figueroa

The Future of Design Operations: Transforming Our Craft

September 10, 2025

Landon Barnes

"Research is not as easy as putting on a shoe and just doing it; it requires careful consideration and alignment with imperatives."

Landon Barnes

Are My Research Findings Actually Meaningful?

March 10, 2022

Emily Eagle

"Every workaround is a mini story of somebody overcoming an obstacle."

Emily Eagle

Can't Rewind: Radio and Retail

June 3, 2019

Malini Rao

"Re-platforming is transformative not just for the product but also for the people, teams, and organization."

Malini Rao

Lessons Learned from a 4-year Product Re-platforming Journey

June 9, 2021

Asia Hoe

"Building rapport and rituals helped our remote team foster camaraderie and trust."

Asia Hoe

Partnering with Product: A Journey from Junior to Senior Design

November 29, 2023