Table of contents : Acknowledgements Contents List of Figures Chapter 1: Social Data Science Xennials The Disunity of Social Data Science A Processual Perspective on Social Data Science Science Technology Studies and Social Data Science Phenomenological Sociology, Computer Science and Social Statistics From Ethnomethodology to Infrastructure Studies and Social Data Science Substantive Research Interest as Method The Structure of the Chapters References Chapter 2: Phenomenological Extensions Vagueness Appresentation The Formative Effects of Digital Practices on Social Research References Chapter 3: The Analogue Mapping Some Case Studies of Analogue Mapping Situational Analysis Linked Ecologies Comparing Situational and Digital Network Maps New Methods: Old Theories References Chapter 4: Participative Epistemology A Digital Sociology of Professions How Ethnography Affected Statistical and Computational Modus Operandi Participative Epistemology Para-Ethnography Computational Methods Sequence Analysis Conclusion References Chapter 5: Ethnography as Data Science The Socio-Materiality of Algorithms Ethnography and Artificial Intelligence The Modern Prometheus Seeing Work Where Others See Facts Accountable AI Accountability and Explainable AI How Algorithms Interact References References Index