Few professions appear more at odds, at least on the surface, than ethnography and data science. The first deals in qualitative “truths,” gleaned by human researchers, based on careful, deep observation of only a small number of human subjects, typically. The latter deals in quantitative “truths,”...
Application Programming Interfaces, commonly known as APIs, connect the front-end interfaces we see when we navigate the internet (like websites and apps) to the back-end systems, or databases, that store information. APIs enable people to carry out transactions online, like purchasing goods,...
Case Study—The Amazon Prime Video User Experience (UX) Research team endeavored to balance qualitative and quantitative insights and translate them into the currency that drives the business, specifically customer engagement, to improve decision-making. Researchers conducted foundational...
In international business ethnography, clients and subjects don’t share the same background. Without an understanding of the underlying factors affecting the subject’s behaviors, data can lead to false home-market based assumptions about cause and effect. Where do we as researchers look to detect...
Case Study—One of Uber’s company missions is to make carpooling more affordable and reliable for riders, and effortless for drivers. In 2014 the company launched uberPOOL to make it easy for riders to share their trip with others heading in the same direction. Fundamental to the mechanics of...
Product teams, including our own, often interpret empathy as evidence. However, in practice, empathy is actually something that drives us to seek evidence. By observing and evaluating various examples within Shopify, we have identified 4 traps that are common in the way empathy is manifested. We...
This essay offers an analysis of the “pain point,” a commonplace figure of speech in UX design and contemporary business contexts more broadly. By situating this everday trope within a wider discourse of pain, and its politiciztion in the United States, I seek to problematize the modes of...
Sara Belt and Peter Gilks respectively lead the Creator and Free Revenue Product Insights teams at Spotify. In this article, Sara will explore the practice of User Research at Spotify, and Peter will lay out how Data Science and User Research work together to drive product decisions. Part 1. User...
Critical thinkers that we are, researchers are skeptical of buzzwords, one-size-fits all methodologies, and facile business trends. We scowl as ‘ethnography’ is invoked just because someone actually talked with a customer. We say things like, “If you want to be Agile, try yoga.” Even so, we remain...
PechaKucha Presentation Evidence, today, can have very narrow definitions. For digital products, this type of evidence usually includes clicks and engagement metrics. I believe that in our effort to only listen to numbers and data, we have created a culture that looks down on intuition as...