Data Exhaust and Personal Data: Learning from Consumer Products to Enhance Enterprise UX
Summary
In this talk, Sam, drawing from his ethnographic background and work with Microsoft, discusses the evolution and challenges of enterprise UX design. He references Shoshana Zuboff’s 1980s study of insurance clerks chained to desks by digitization, showing how technology can alienate and isolate workers by reducing social interaction. Sam emphasizes the unique sociological aspects of workplaces, where users resist tools they dislike and management styles (Theory X vs. Theory Y) deeply impact adoption and experience. Jonathan Gruden’s 25-year-old concerns about digital calendar adoption illustrate the tension between buyers and users in enterprise software. Sam stresses the importance of designing for users’ real work contexts and needs, not just customer buyers. He discusses the value of data exhaust—digital traces left by users—as a potential tool to empower individual productivity and well-being, citing examples like Microsoft Outlook’s social uses and Facebook’s early success with user-focused insights. He contrasts automating technologies that control workers with informing technologies that respect expertise, as seen in power plant operators’ software. Throughout, Sam calls for user-centered design that addresses workplace realities of stress, mistrust, and techno-overload to create tools that workers actually want, adopt, and benefit from.
Key Insights
-
•
Enterprise software historically prioritized buyers over users, causing poor adoption and alienation.
-
•
Digitization in workplaces can reduce valuable social interactions, leading to worker isolation.
-
•
Workers actively resist technologies they dislike, a behavior rooted in longstanding workplace sociology.
-
•
Theory X management, which assumes workers shirk work, still dominates and shapes enterprise UX.
-
•
Despite early skepticism, tools like digital calendars became widely adopted by shifting user benefit perceptions.
-
•
Data exhaust refers to the digital footprints users leave, which can be harnessed to empower users with personal insights.
-
•
Personal data is more valuable to individual users than aggregated big data used by management.
-
•
Social uses of enterprise tools, such as humorous meeting invites in Microsoft Outlook, increase adoption and productivity.
-
•
Informating technology supports user expertise and decision-making, unlike automating technology that enforces control.
-
•
Many enterprises still lack effective mobile apps, contributing to disjointed, stressful user experiences.
Notable Quotes
"Building Windows is like ordering pizza for a billion people—everyone is your user."
"The insurance clerks were chained to their desks, no longer making quick social pop-overs to colleagues."
"The quick pop over to check on a file actually leads to a whole bunch of ancillary benefits, like social bonds."
"Nobody’s going to use digital calendars because they’re just more work and no benefit."
"Workplaces are in trouble: only 13% of workers worldwide are actively engaged at work."
"One in four American workers actively distrust their employers, believing they lie regularly."
"If you’re a Theory X manager, you believe work is something people hate and must be controlled."
"Enterprise user experiences are often customer experiences, not user experiences."
"Users left data trails—data exhaust—that can actually inform and empower them if designed well."
"Zuboff called it informating technology—technology that serves users by providing insight, not just automating tasks."
Or choose a question:
More Videos
"A leader is someone who clearly communicates a vision that other people want to follow."
Marc Rettig Julie Baher Phil Gilbert Nathan ShedroffDiscussion
May 14, 2015
"X is going to change everything. Sometimes it’s true, and sometimes it’s just hype."
Husani OakleyTheme Three Intro
June 6, 2023
"Everything’s changing really quickly—if you don’t revise your plan in a few months, you’re building for a world that’s already outdated."
Peter Van DijckDesigning AI-first products on top of a rapidly evolving technology
June 10, 2025
"Leadership doesn’t only mean managing; it can be mentoring, product leadership, or technical influence."
Ian SwinsonDesigning and Driving UX Careers
June 8, 2016
"We encourage one-to-one video calls to build rapport and feel comfortable reaching out for advice."
Marc Fonteijn Ru ButlerIncrease your confidence, influence, and impact (through a Professional Community)
December 3, 2024
"COVID has maybe made us a better global team by forcing us to figure out how to work across time zones and communication preferences."
Rachel Posman John CalhounA Closer Look at Team Ops and Product Ops (Two Sides of the DesignOps Coin)
November 19, 2020
"When we start changing our behavior, we start changing the voices and behavior around us."
Denise Jacobs Nancy Douyon Renee Reid Lisa WelchmanInteractive Keynote: Social Change by Design
January 8, 2024
"Triangulate, triangulate, triangulate — use multiple data sources and secondary research to build robust insights."
Megan Blocker Marieke McCloskey Renee ReidPositioning insight: Structuring teams, roles and careers for a changing research landscape
March 13, 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
