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
"Design ops is like the design version of DevOps—taking care of optimizing processes so designers can do their best work."
Frances Yllana Kaaren Hanson Husani Oakley Dan OlsenDesignOps Exposed: What do our peers really think of us?
September 11, 2025
"Learning is the foundational design pattern of complex systems. It's emergent, relational and contextual."
Jen BriselliLearning Is The Engine: Designing & Adapting in a World We Can’t Predict
April 16, 2025
"Co-regulation means someone who is safe can help bring another out of a triggered state."
Alla WeinbergDesign Teams Need Psychological Safety: Here’s How to Create It
September 9, 2022
"My prior experience as a tour manager helped me operationalize and mobilize teams, anticipating risks and preparing for everything."
Michelle ChinThe DesignOps Starter Kit
September 29, 2021
"The Gender Shades project exposed how facial recognition algorithms had up to a 33% error rate disparity between demographic groups."
Joel BranchHumanizing AI: Filling the Gaps with Multi-faceted Research
March 11, 2021
"Be a magnet for skills around you; build partnerships with legal, procurement, HR to share the load."
Kate TowseyAsk Me Anything (AMA) with Kate Towsey
April 2, 2025
"Our cities are at a tipping point, and we need actionable, sustainable solutions."
Alex Hurworth Bonnie John Fahd Arshad Antoine MarinDesigning a Contact Tracing App for Universal Access
October 23, 2020
"To get into flow, I need a strong belief in the purpose and the work we’re doing."
Ruzanna RozmanGetting in Flow with Your Team
January 8, 2024
"Middle management likes things the way they are and are very risk averse, which can be a big obstacle."
Catherine CourageThe Enterprise UX Journey: Lessons From the Voyage & The Opportunity Ahead
May 13, 2015