10k Screens Later: How We Became a Data-Driven Design Organization
Summary
In this session, we'll explore how a small UI design firm (30 headcount) developed a data-driven DesignOps practice. I'll demonstrate how we use automation and robust data pipelines to excel in managing and delivering large volumes of work. This talk also shows how we transform Figma’s comment feature into a powerful tool that integrates seamlessly with Trello, enabling our team to achieve high efficiency and precision, and to track everything in real-time without the usual administrative and logistical challenges. Automation and Custom Tooling: We leverage automation to ensure every process, from capturing to moving work, is streamlined and efficient. This approach helps us tackle the scalability of thousands of work cards without overwhelming our team. Data-Driven with a Soul: This talk addresses concerns around micromanagement and surveillance, illustrating how our methods support consistent delivery (with 95% confidence) without sacrificing the human aspect of our work.
Key Insights
-
•
Frost Design Group achieved 95% accuracy in forecasting delivery dates using team performance data despite volatile project conditions.
-
•
They replaced traditional two-week sprints with a Kanban continuous delivery approach, better suiting their workflow.
-
•
Figma comment boxes were transformed into a tracking system with AI that automatically creates and categorizes work cards, reducing manual admin time drastically.
-
•
Monte Carlo simulations are used to forecast project delivery probabilities, enabling data-driven decision making and avoiding guesswork in estimations.
-
•
Tracking cycle time by production stage helps identify bottlenecks and informs resource allocation, improving workload balance.
-
•
Data-driven insights justified front-loading resources and demonstrated a 49% increase in delivery volume in one financial year segment.
-
•
They measure designer productivity by combining output and time data, avoiding both quantity over quality bias and purely hours-based assessment.
-
•
Interventions based on performance data helped junior designer Leia improve output by 364% year-over-year, leading to promotion and mentoring responsibilities.
-
•
Automations reduced unnecessary manual work by 2 hours daily for lead designer Dawn, showing the importance of streamlining non-design tasks.
-
•
Their design operations team expanded from one to three roles, separating responsibilities across work pipeline, team quality, and client commitments.
Notable Quotes
"We can forecast delivery dates despite shifting and volatile project conditions with 95% efficiency."
"Our file is a visual representation of our entire workflow and mirrors the structure of our board."
"Tracking and capturing the work can be a whole new work in itself. People will naturally abandon complicated process."
"We replaced the exhausting time estimation game with data-driven models that give us more reliable results."
"Spending more time doesn’t automatically make you productive, it just means you spent more time doing things."
"Data is supposed to be neutral. It’s the way one uses it that can bring good or bad outcomes."
"We use this data not to dehumanize, but to elevate each person’s uniqueness and fairly incentivize performance."
"Design is really a team sport. Everyone is responsible to keep the workspace up to date."
"Being design-driven is a means to an end. We aim to be 1% better every day with data-driven obsession."
"Our mission is to raise the overall value of design in the Philippines where it’s often seen as an expense item."
Or choose a question:
More Videos
"That mink showed up and it took on a fight that felt more enormous than it was."
Jemma AhmedResearch at an inflection point: Adapting to a new era of collaboration, equity, and innovation
March 11, 2025
"Michael became our farmer maintaining steady flow; Davis our forger bringing world-class UX; Dana our gardener cultivating quality work."
Briana ThomasThe Quiet Force: Uncovering Hidden Leadership in High-Impact Design Teams
September 24, 2024
"How are you managing connections across projects and communities inside your government during non-emergency times so you’re ready when the next crisis hits?"
Gordon Ross12 Months of COVID-19 Design and Digital Response with the British Columbia Government
December 8, 2021
"AI tells you what you want to hear, which is dangerous if you’re making product decisions based on synthetic feedback."
Laura KleinHuman vs. machine: Testing AI’s ability to synthesize and analyze research
March 11, 2026
"A user-centered measurement should not be one dimensional because people are complex."
Alberto FerreiraMaking it Count: Developing a custom digital metric framework that works
October 15, 2021
"It’s the best way, absolutely best way, to unlock all the goodness in our content."
Louis RosenfeldHow to use the Rosenbot
March 16, 2026
"One of the most important parts of any successful research study is your research sample."
Noah BondRedefining truth and inclusivity: Navigating data ownership and ethical research in the age of disinformation
March 11, 2025
"Many of us have followed zigzag paths to get where we are today, and that’s one of the wonderful qualities of the UX field."
James LangHopeful Futures for UX Research
January 30, 2026
"Commercial buyers evaluate products primarily on needs first; certifications like Energy Star are bonuses."
Amy ParnessScaling Sustainability: Complementary strategies that drive long-term success
May 29, 2025