Why Isn't Your UX Approach Going Viral?: A Mathematical Model
Summary
We'll take a look at how UX propagates within organizations using a viral model ( a modified SIR model to be more precise ). We'll look at such questions as: Does it simply need more time? Is the transmission rate/function the problem? Is part of the organization effectively "inoculated" against UX? and how, when and where to track progress While getting UX into an organization isn't as simple as solving a set of differential equations, we hope to show you that doing just that might be a useful step in getting insights into what might work and what might not.
Key Insights
-
•
Mathematics, including complex models, is becoming increasingly relevant in UX research and design.
-
•
Viral exponential growth can serve as a useful analogy for UX adoption spread within organizations.
-
•
The SIR epidemiological model maps well conceptually to UX adoption stages: susceptible, infected (adopted), and recovered (rejected).
-
•
Conceptual models are essential precursors and complements to mathematical models for meaningful insights.
-
•
Competing variants of UX approaches within organizations act like competing virus strains affecting adoption rates.
-
•
Certain groups within organizations may act as resistant or 'vaccinated' against new UX methods.
-
•
Some UX practices become endemic—persisting at stable levels rather than disappearing over time.
-
•
Defining explicit operational metrics is crucial to connect conceptual UX models with quantifiable mathematical models.
-
•
Mathematical models can inspire new research questions and ways of measuring UX adoption beyond traditional methods.
-
•
Models always have limitations, but even imperfect math models can yield valuable new perspectives.
Notable Quotes
"More math is coming our way into research into UX."
"Math by itself can be misleading and full of biases, but combined with humanities research, it can be very powerful."
"The story of the Indian king and grains of rice perfectly illustrates exponential growth."
"A model is a simplified representation of a system, whether in math or UX."
"Personas and journeys are all models we use in UX to manage complexity."
"The SIR model is simple but can be applied beyond viruses—to information spread, finance, and UX adoption."
"All models are wrong, but some are useful."
"There are competing variants in UX adoption like competing virus strains that can slow down change."
"You don’t need to be an expert in math to start making connections between math and UX."
"Math models don’t just provide numerical precision, they can be inspirational for thinking about UX spread."
Or choose a question:
More Videos
"A product designer said I can now see glaring inconsistencies before I got my head around design system patterns."
Rachael Greene Alison DavisBuilding a Design Ops Practice that Really Works (Most of the Time)
October 2, 2025
"Confidence doesn’t dull criticality; self-doubt is a statement about your own worth, which we want to reduce."
Megan KiersteadYou Are a Badass at UX: Overcoming Imposter Syndrome
March 10, 2021
"Sponsor sessions support the theme and allow you to play around with awesome tools."
Alana WashingtonTheme 3 Intro
October 1, 2021
"Yesterday we touched upon topics like chatDBT, chatbots, trust, intentionality, agency, and even alien interns."
Uday Gajendar Louis RosenfeldDay 2 Welcome
June 5, 2024
"There is still so much work to be done: from dealing with climate change, protecting wildlife, rebuilding infrastructure, feeding the world, ending disease."
Janaki KumarInnovate with Purpose
June 14, 2018
"Design ops isn’t rocket science, but between us it might actually be harder."
John Calhoun Rachel PosmanMeters, Miles, and Madness: New Frameworks to Measure the (Elusive) Value of DesignOps
September 24, 2024
"What our users see is the perfect plate, but there is so much unseen work behind it."
Briana ThomasThe Quiet Force: Uncovering Hidden Leadership in High-Impact Design Teams
September 24, 2024
"It’s dangerous to believe everything AI says or to believe nothing. We must find a balance."
Tina WeisserWhen AI Agents Meet Reality. Service Design Lessons from a Pilot
February 26, 2026
"We cut the claims editing process in half—four pages and 10 steps down to one page and four steps."
Jen CardelloStandardizing Product Merits for Leaders, Designers, and Everyone
June 15, 2018