thick data

Perspectives

Seeing the World at Scale and in Depth: A Journey with Big and Thick Data

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by QAMAR ZAMAN, Stripe Partners When I was studying economics at university one of our professors introduced us to Jorge Luis Borges’s “On Exactitude in Science”, a one-paragraph story. It imagines an empire so enthralled by cartography that larger and larger maps of the place are built by successive generations until a map on the same scale as the empire is drawn. Following generations realise a map of such magnitude is cumbersome and “in the western deserts, tattered fragments of the map are still to be found, sheltering an occasional beast or beggar”. Our professor’s point back then was that in a world where trying to see and make sense of too much is impossible, simple models to comprehend the world (and economics was built on simple models) carry immense value. Some years on from that, combining big data and thick data promises the ability to see and understand much more. Their combination can provide maps which are vast but also allow us to make sense of the landscape and people inhabiting them. This piece shows what...

Intelligences

Anticipating Connectivity in (UX) Design Practices: Reframing Challenges by Introducing Theory Cards

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METTE GISLEV KJÆRSGAARD Department of Design and Communication, University of Southern Denmark WAFA SAID MOSLEH Department of Design and Communication, University of Southern Denmark JACOB BUUR Department of Design and Communication, University of Southern Denmark JESSICA SORENSON Department of Design and Communication, University of Southern Denmark This paper presents a design anthropological study with User Experience design departments from five large companies in Denmark, ranging from manufacturers of medical equipment through toys to control systems for industrial infrastructures. We explore the challenges they face as products, services, and user research are increasingly connected. Our research shows that current methods, development processes, and organizational structures do not sufficiently support User Experience design teams in dealing with emerging design and organizational challenges that follow from increased digitalization. As a result, UX designers are struggling to anticipate the future of product interaction,...

Intelligences

Caregiver/Family Agency: Rebuilding Confidence, Play, Familiarity, and Passion in a Healthcare System

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ADAHEID L. MESTAD HGA AMIN MOJTAHEDI HGA During recovery and transition to the ‘new normal’, the loss of agency for patients and families of patients who go through a major health disruptor such as transplant, cancer, or cardio-vascular disease can be profound. Considering this, how can acute care hospitals help solve for caregivers’ loss of agency? And what does the physicality of such effort in the confines of a hospital building look like? The goal of this case study is to (1) demonstrate how ethnographic thinking and design research can help a medical center understand the needs, values, rituals, and agency of a patients and their families; (2) show socio-spatial solutions that can support the transition to the patient’s and family’s new normal. The ethnographic study showed that the patients and families who go through a major health disruptor struggle with the loss of agency in various ways. While loss of agency can be obtuse, four themes emerged as contributing factors to the overall sense of loss: (1) loss...

Intelligences

Screenplay, Novel, and Poem: The Value of Borrowing From Three Literary Genres to Frame Our Thinking as We Gather, Analyze, and Elevate Data in Applied Ethnographic Work

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MARIA CURY ReD Associates MICHELE CHANG-MCGRATH ReD Associates Applied ethnography still struggles with the fundamental challenges of (1) framing research to obtain ‘thick’ data, (2) making sense of data in teams and with clients, and (3) making a convincing case with data in challenging environments. We have observed that borrowing from literary genres can be effective in addressing these challenges. We therefore argue that in an age of data science, it is just as important to draw from the literary arts when gathering, analyzing, and elevating evidence to inspire change in applied ethnographic work. We raise three specific applications of literary genres to distinct project phases, to improve how data is collected and analyzed, and how data travels. In this paper we show: (1) how the screenplay can help solve challenges in research framing, to obtain thicker data; (2) how the novel can help solve challenges in analysis, to turn data into meaningful evidence; (3) how poetry can help solve challenges in the opportunities-development...

Intelligences

Human Sensemaking in the Smart City: A Research Approach Merging Big and Thick Data

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ANNELIEN SMETS imec-SMIT, Vrije Universiteit Brussel BRAM LIEVENS imec-SMIT, Vrije Universiteit Brussel This paper aims to contribute to the debate on the integration of ethnography and data science by providing a concrete research tool to deploy this integration. We start from our own experiences with user research in a data-rich environment, the smart city, and work towards a research tool that leverages ethnographic praxis with data science opportunities. We discuss the different key components of the system, how they work together and how they allow for human sensemaking....

Intelligences

Contextual Analytics: Towards a Practical Integration of Human and Data Science Approaches in the Development of Algorithms

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MILLIE P. ARORA MIKKEL KRENCHEL JACOB MCAULIFFE ReD Associates POORNIMA RAMASWAMY Cognizant As algorithms play an increasingly important role in the lives of people and corporations, finding more effective, ethical, and empathetic ways of developing them has become an industry imperative. Ethnography, and the contextual understanding derived from it, has the potential to fundamentally change the way that data science is done. Reciprocally, engaging with data science can help ethnographers focus their efforts, build stronger and more precise insights, and ultimately have greater impact once their work is incorporated into the algorithms that increasingly power our society. In practice, building contextually-informed algorithms requires collaboration between human science and data science teams who are willing to extend their frame of reference beyond their core skill areas. This paper aims to first address the features of ethnography and data science that make collaboration between the two more valuable than the sum of their...

Intelligences

Below the Surface of the Data Lake: An Ethnographic Case Study on the Detrimental Effect of Big Data Path Dependency at a Theme Park

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JACOB WACHMANN ReD Associates ANDREAS JUNI ReD Associates DAVE BAIOCCHI ReD Associates WILLIAM WELSER IV ReD Associates Case Study—This case-study details how a team of anthropologists and a team of data scientists sought to help a Middle Eastern theme park make use of their big data platform to measure ‘the good customer experience’. Ethnographic research within the theme park revealed that visitors yearned to bond with the other members of their group, as they rarely got the chance during their busy everyday lives back home. However, trying to build a measurement of how the theme park delivered on bonding – through the development of a ‘bonding index’ – turned out to be unfeasible, because the big data platform focused on capturing operational data. The decision to focus on operational data had unintentionally created a path dependency that made the big data setup unfit for answering some of the theme park’s most fundamental questions. This is a problem ReD Associates has observed across clients and to solve it this...