1. Making sense of big data with the
Ostinato Model
Jukka Huhtamäki
Postdoctoral researcher, Tampere university
Symphonic social Science/Social life of methods
Centre for Consumer Society Research
April 2019
2. How to measure
innovation
ecosystems to
support
research and
decision-making
(2010-2016)?
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(Still, Huhtamäki, Russell & Rubens, 2012)
3. Cf. Symphonic social science (Halford & Savage, 2017)
Data Socially constructed data on startups, venture capital investments, mergers and
acquisitions (cf. Basole et al., 2015)
Methods Visual network analytics, sensemaking (Pirolli & Card, 2005), computational network
analysis, descriptive statistics
Visualization
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4. My role: developing the analytical procedures
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Critical realist data analysis
(Sayer, 1992; Bygstad &
Munkvold, 2011)
Action design research
(Sein et al., 2011)
5. 11.4.2019 | 6
Huhtamäki, J., Russell, M. G., Rubens, N., & Still, K. (2015). Ostinato: The Exploration-Automation Cycle of
User-Centric, Process-Automated Data-Driven Visual Network Analytics. In S. A. Matei, M. G. Russell, & E.
Bertino (Eds.), Transparency in Social Media: Tools, Methods and Algorithms for Mediating Online Interactions
(pp. 197–222). Springer International Publishing Switzerland. http://doi.org/10.1007/978-3-319-18552-1_11