3iap helps clients research, design, and develop psychologically effective, equitable, and humanistic data visualization.
3iap's approach to data communication is outcome-driven, centered on thoughtful analysis, and deeply rooted in the science of visualization.
Learn about 3iap here, see an overview of 3iap’s services here, or even better, send an email to hi@3iap.com to get in touch.
Research & Writing
The essays below highlight examples of psychologically effective data design. They include empirical findings from our own work and others', each with a different lens on the surprising ways that data can make a difference.
Polarizing Political Polls
Our new research shows how opinion polling visualizations can shape public opinion and increase political...
Through a Partisan Lens: How Politics Overrides Information.
A political psychology primer for information designers.
Unfair Comparisons: How Visualizing Social Inequality Can Make It Worse
Our research shows how popular chart choices can trigger unconscious social biases and reinforce systemic...
Timely Advice: How Long Does Dataviz Take?
Visualizing 3iap timesheets for 10 dataviz client projects. How much time goes into researching, data...
What Can Go Wrong? Deficit Thinking in Dataviz
Exploring racial equity dataviz and deficit thinking, with Pieta Blakely.
“Dispersion & Disparity” Research Project Results
How masking uncertainty encourages stereotyping when visualizing social outcome disparities
Dashboard Psychology: Effective Feedback in Data Design
The psychology behind “what you measure you improve”...
Radical Dots Simulator: Visualizing Agent Belief Change
Visualizing extreme belief formation, echo chambers, polarization, and attitude latitudes.
Visualizing Expectations
Understanding the psychology and impact of expectation-setting and information design.
Good Dashboards Inform. Great Dashboards Align.
Dashboards don't have to be data dumpsters. At their best, great dashboards are a monument to what matters...
Motivational Data Visualization
Exploring the motivational impacts of 7 user-data visualizations in everyday products and services.
Goal Setting: “Measurable” shouldn't mean “Miserable”
A quick exercise for defining “measurable” OKRs
Settling the Debate: Bars vs Lollipops (vs Dot Plots)
Results of testing Bars, Lollipops and Dot Plots with 150 Mechanical Turkers for accuracy, preference...
Lemonade & Human-Centered KPIs
How to set team KPIs that won't cost your lemonade stand $3B in fines. 5 principles for designing inspiring...
Americans Struggle with Graphs
When communicating data to 'the public,' how much complexity can people handle?
"What is this chart trying to tell you?"
Crucial questions to ask when user testing data visualizations.
Work Samples
These are projects we're proud of, including client work and experimental designs.
Nightingale Magazine - Absurd Print Editorial Visualizations
Five data visualization designs supporting a printed magazine article.
World Government Summit Dataviz: Twenty-Nine Years of Hot Air
An overview of cumulative greenhouse gas emissions. Shortlist finalist for the World Dataviz Prize.
Ugandan Survey Research Project: Data Exploration Tool Design
Data visualization, information design, and product design for a leading market research firm.
Temple University: Public Health Policy Dataset Discovery and Exploration
Data visualization, information design, Open Data discovery and UI/UX for Temple's LawAtlas.
Pharmaceutical Clinical Trials Data Visualization
Data Visualization Design and Exploration Tool Development for a Fortune 500 Pharmaceutical Firm
Designing Approachable, Self-Serve People Analytics
Data Visualization, Presentation and Dashboard Design
Graphicacy: Polling Data Timeseries Dataviz Development
Survey Data Visualization Development with Graphicacy
Doom Haikus: Machine Learning, Poetry and Despair
Developing a dataset and data explorer for machine summarization and haiku language models
StreetLinx: Organizational X-Ray Vision for Securities Counterparties
Data Product Design and Development for StreetLinx
3D Clothing Rendering Pipeline
Developing a pattern-to-pants graphics pipeline
PwC: Productizing a Workforce Performance Analytics Service
Motivational Analytics Consulting, Data Product Design and MVP Development for Pw
Personalized Fitness Dataviz for Consumer Health-Tracking
Data Visualization, Product Design and MVP Development for notch.me