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
"Sometimes the solution perceives the problem in the eyes of users, especially in enterprise spaces."
Alexandra SchmidtEnterprise UX Playbook
December 1, 2022
"If you want to have tattoos, you can have tattoos and show them."
Jen Crim Jess Quittner Saritha Kattekola Alex Karr Gurbani PahwaCulture, DIBS & Recruiting
June 11, 2021
"Critique sessions work best when the topic is shaped so answers are relevant and help the process, especially by including business goals."
Christian CrumlishAMA with Christian Crumlish, author of Product Management for UX People
March 24, 2022
"We turned design thinking on ourselves to tackle our own hiring challenges—applying tools meant for customers to our own processes."
Libby MaurerTreating Diversity & Inclusion in Hiring as a Design Problem
December 5, 2019
"Technology is a tool, not a solution in itself; it needs human input."
Ali Jeffery Sheri ChudowHow DesignOps Helped Enable Wall Street to Work Remotely
October 22, 2020
"We all say empathy is foundational for good design, yet contemporary research often remains oddly distant from real human experience."
Daniel GloydDesigning From the Inside Out: How Method Acting Can Inspire Design Research
February 12, 2026
"We are not replacing teachers; we are enhancing their ability to teach effectively."
Kristin SkinnerFive Years of DesignOps
September 29, 2021
"If you frame it as poor first experience risks a negative impact on adoption, you get way more eyeballs and attention."
Johanna KollmannInsights-Driven Product Strategy: Get your Research to Count
December 6, 2022
"User intent exists in a probabilistic superposition of multiple possible actions until a choice is made."
David SternbergUncovering the hidden forces shaping user behavior
July 17, 2025