Summary
The speaker opens the final theme of the series focused on designing with data, framing it as a continuation from earlier discussions on systems thinking, information architecture, knowledge management, and AI/ML challenges. They emphasize the complexity and variety of data types—quantitative, qualitative, generative, and evaluative—and the pressures designers face when working with imperfect or incomplete data. Helen is introduced to connect AI/ML with data science collaboration and augmenting humanity via rich data sources. Jenny and Will will share practical examples of how to wield data visualization and product analytics effectively for design decision-making. Finally, Jess and Todd will explore the mastery of organizational-level metrics, addressing issues of ethics and influence in data use. The talk aims to equip designers with confidence and tools to navigate data-driven design thoughtfully and ethically.
Key Insights
-
•
Designing with data requires balancing quantitative and qualitative methods, including AB testing and generative research.
-
•
Imperfect and incomplete data are common challenges designers face under significant delivery pressures.
-
•
Collaboration between designers and data scientists is crucial to effectively interpret complex data sources.
-
•
Data visualization and product analytics are foundational tools that empower designers to make informed decisions.
-
•
Organizational metrics management involves navigating ethical considerations and the influence of data on stakeholders.
-
•
Applying systems thinking helps contextualize data within broader design and product ecosystems.
-
•
Generative and evaluative data methods complement each other in the product design process.
-
•
Engaging in open dialogues within design teams fosters shared understanding of data challenges and solutions.
-
•
Big data’s vastness requires tools and strategies to instill confidence rather than overwhelm decision makers.
-
•
Ethical use of metrics at an organizational level demands awareness of power dynamics and transparency.
Notable Quotes
"We started with an excursion into systems thinking, then dived deep into IA and knowledge management."
"Designing with data is not about collaborating with a quirky Android from Star Trek."
"There's quantitative, qualitative, generative, evaluative data and methods like AB testing—it can be overwhelming."
"We held an open dialogue on how designers deal with imperfect and incomplete data amid delivery pressures."
"Helen will bridge AI/ML towards engaging with data scientists to augment humanity with complex data."
"Jenny and Will will take a foundational look at wielding data visualization and product analytics effectively."
"Jess and Todd will explore mastering organizational metrics while handling influence and ethics."
"Grab that final drink and hang in there for one last thematic journey."
"Through this final set of speakers, we hope to inspire you with a pathway through this massive topic."
"Let's keep up those discussions in Slack—there's some really good stuff going on today."
Or choose a question:
More Videos
"Paper prototyping was the original scrappy; low fidelity tools produce different responses than high fidelity."
Steve PortigalLooking Back…to Look Ahead
March 26, 2024
"Building a network early can create amazing opportunities further along the career path."
Laine Riley Prokay Lisa GordonCarving a Path for Early Career DesignOps Practitioners
September 9, 2022
"UX people do have research methods that fit into shorter product development cycles."
Noreen Whysel Katie SaindonShort Take #4: UX/Product Lessons from Your Industry Peers
December 6, 2022
"DWI should stand for damn Warren's infertile machine because it was designed on Warren’s typos to solve Warren’s problem."
Samuel ProulxDesigning for Disability, Innovating for Everyone
March 11, 2025
"Shared tools have a lot of benefits, including streamlining license management and enabling us to test out processes efficiently."
Ivana NgLevel Up Your Program with ProductOps
January 8, 2024
"Processes are never perfect, but thoughtful testing limits disruption for your team."
Deanna SmithLeading Change with Confidence: Strategies for Optimizing Your Process
September 23, 2024
"A lot of people think 95% confidence is the only way, but you can adjust confidence levels based on your situation and needs."
Caroline Jarrett Erin WeigelHave fun with statistics?
December 12, 2024
"The more you worry about every question not being answered, the more it distracts from influencing what matters most."
Sarah Alvarado Nalini P. Kotamraju Anne Mamaghani Peter MerholzHow to make UX research leadership more effective [Advancing Research Community Workshop Series]
October 26, 2023
"Look at your old data again with a new lens; reanalyzing can save money and be less extractive."
Dane DeSutterKeeping the Body in Mind: What Gestures and Embodied Actions Tell You That Users May Not
March 26, 2024
