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2017 | OriginalPaper | Chapter

2. Accessibility and Flexibility: Two Organizing Principles for Big Data Collaboration

Authors : Libby Hemphill, Susan T. Jackson

Published in: Big Data Factories

Publisher: Springer International Publishing

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Abstract

The chapter argues that accessibility and flexibility are the two principles and practices that can bring big data projects the closest to a data factory ideal. The chapter elaborates on the necessity of these two principles, offering a reasoned explanation for their value in context. Using two big data social scientific research projects as a springboard for conversation the chapter highlights both the advantages and the practical limits within which accessibility and flexibility operate. The authors avoid both utopian and dystopian tropes about big data approaches. In addition, they offer a critical feminist discussion of big data collaboration. Of particular interest are also the manner in which specific characteristics of big data projects, especially volume and velocity, may affect multidisciplinary collaborations.

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Footnotes
1
The designs of social media and their affordances for data scientists also impact scholars’ ability to work with big social data, for instance, APIs and terms of service change, affecting what data is available and under what conditions. Tools modify the core functions and impact the behaviors users are able to engage in – e.g., Twitter is removing usernames and media attachments from the 140-character limit; Facebook does not treat all crisis and find your friend functionality the same way. The legal milieu about rights to be forgotten differs between the USA and European Union. This obviously is not an exhaustive list but rather an illustrative one that makes clear that the changing technological landscape impacts the research we can do.
 
2
This statement is not meant to conflate the epistemological differences or conflicts within the social sciences but rather to point to the broad stroke differences between the logics in computational or machine-based sciences and those found in the sciences that are people centered.
 
Literature
go back to reference Aggarwal, C. C., & Yu, P. S. (Eds.). (2008b). Privacy-preserving data mining: Models and algorithms. New York: Springer. Aggarwal, C. C., & Yu, P. S. (Eds.). (2008b). Privacy-preserving data mining: Models and algorithms. New York: Springer.
go back to reference Anderson, D. J. (2003). Agile management for software engineering: Applying the theory of constraints for business results. Upper Saddle River: Prentice Hall Professional. Anderson, D. J. (2003). Agile management for software engineering: Applying the theory of constraints for business results. Upper Saddle River: Prentice Hall Professional.
go back to reference Andrejevic, M. (2014). Big data, big questions| the big data divide. International Journal of Communication, 8(0), 17. Andrejevic, M. (2014). Big data, big questions| the big data divide. International Journal of Communication, 8(0), 17.
go back to reference Bamman, D., Eisenstein, J., & Schnoebelen, T. (2014). Gender identity and lexical variation in social media. Journal of SocioLinguistics, 18(2), 135–160.CrossRef Bamman, D., Eisenstein, J., & Schnoebelen, T. (2014). Gender identity and lexical variation in social media. Journal of SocioLinguistics, 18(2), 135–160.CrossRef
go back to reference Boyd, D. (2014). It’s complicated: The social lives of networked teens. New Haven: Yale University Press. Boyd, D. (2014). It’s complicated: The social lives of networked teens. New Haven: Yale University Press.
go back to reference Caprioli, M. (2004). Feminist IR theory and quantitative methodology: A critical analysis1. International Studies Review, 6(2), 253–269.MathSciNetCrossRef Caprioli, M. (2004). Feminist IR theory and quantitative methodology: A critical analysis1. International Studies Review, 6(2), 253–269.MathSciNetCrossRef
go back to reference Charmaz, K. (2006). Constructing grounded theory: A practical guide through qualitative analysis (2nd ed.). Los Angeles: Sage Publications. Charmaz, K. (2006). Constructing grounded theory: A practical guide through qualitative analysis (2nd ed.). Los Angeles: Sage Publications.
go back to reference Crawford, K., Gray, M., & Miltner, K. (Eds.). (2014). Big data|critiquing big data: Politics, ethics, epistemology. International Journal of Communication, 8, 1663–1672. Crawford, K., Gray, M., & Miltner, K. (Eds.). (2014). Big data|critiquing big data: Politics, ethics, epistemology. International Journal of Communication, 8, 1663–1672.
go back to reference Dreyfus, H. L. (1991). Being-in-the-world: A commentary on Heidegger’s being and time, division I. Cambridge, MA: MIT Press. Dreyfus, H. L. (1991). Being-in-the-world: A commentary on Heidegger’s being and time, division I. Cambridge, MA: MIT Press.
go back to reference Glaser, B., & Strauss, A. (1967). Discovery of grounded theory: Strategies for qualitative research. New Brunswick: Aldine. Glaser, B., & Strauss, A. (1967). Discovery of grounded theory: Strategies for qualitative research. New Brunswick: Aldine.
go back to reference Heidegger, M., & Stambaugh, J. (1996). Being and time: A translation of Sein und Zeit. Albany: State University of New York Press. Heidegger, M., & Stambaugh, J. (1996). Being and time: A translation of Sein und Zeit. Albany: State University of New York Press.
go back to reference Hemphill, L., Erickson, I., Ribes, D., Mergel, I. (2014). Feminism and social media research. In Proceedings of the Companion Publication of the 17th ACM Conference on Computer Supported Cooperative Work & Social Computing (pp. 319–322). New York: ACM. https://doi.org/10.1145/2556420.2558864. Hemphill, L., Erickson, I., Ribes, D., Mergel, I. (2014). Feminism and social media research. In Proceedings of the Companion Publication of the 17th ACM Conference on Computer Supported Cooperative Work & Social Computing (pp. 319–322). New York: ACM. https://​doi.​org/​10.​1145/​2556420.​2558864.
go back to reference Iwarsson, S., & Stahl, A. (2003). Accessibility, usability and universal design – positioning and definition of concepts describing person-environment relationships. Disability and Rehabilitation, 25(2), 57. Iwarsson, S., & Stahl, A. (2003). Accessibility, usability and universal design – positioning and definition of concepts describing person-environment relationships. Disability and Rehabilitation, 25(2), 57.
go back to reference Jackson, P. T. (2010). The conduct of inquiry in international relations: Philosophy of science and its implications for the study of world politics. London: Routledge. Jackson, P. T. (2010). The conduct of inquiry in international relations: Philosophy of science and its implications for the study of world politics. London: Routledge.
go back to reference Jackson, S. T. (2016). Marketing militarism in the digital age: Arms production, YouTube, and selling “national security.” In Hamilton & Shepherd, Understanding popular culture and world politics in the digital age. Oxon: Routledge. Jackson, S. T. (2016). Marketing militarism in the digital age: Arms production, YouTube, and selling “national security.” In Hamilton & Shepherd, Understanding popular culture and world politics in the digital age. Oxon: Routledge.
go back to reference Making data – Big data and beyond. (2013). First Monday, 18(10). Making data – Big data and beyond. (2013). First Monday, 18(10).
go back to reference Mountz, A., Bonds, A., Mansfield, B., Loyd, J., Hyndman, J., Walton-Roberts, M., … Curran, W. (2015). For slow scholarship: A feminist politics of resistance through collective action in the neoliberal university. ACME: An International E-Journal for Critical Geographies, 14(4), 1235–1259. Mountz, A., Bonds, A., Mansfield, B., Loyd, J., Hyndman, J., Walton-Roberts, M., … Curran, W. (2015). For slow scholarship: A feminist politics of resistance through collective action in the neoliberal university. ACME: An International E-Journal for Critical Geographies, 14(4), 1235–1259.
go back to reference Olson, G. M., & Olson, J. S. (2000). Distance matters. Human Computer Interaction, 15(2 & 3), 139–178.CrossRef Olson, G. M., & Olson, J. S. (2000). Distance matters. Human Computer Interaction, 15(2 & 3), 139–178.CrossRef
go back to reference Olson, G. M., Zimmerman, A., & Bos, N. (2008). Scientific collaboration on the internet. Cambridge: MIT Press.CrossRef Olson, G. M., Zimmerman, A., & Bos, N. (2008). Scientific collaboration on the internet. Cambridge: MIT Press.CrossRef
go back to reference Ribes, D., & Jackson, S. L. (2013). Data bite man: The work of sustaining a long-term study. In L. Gitelman (Ed.), “Raw data” is an oxymoron (pp. 147–166). Cambridge, MA: The MIT Press. Ribes, D., & Jackson, S. L. (2013). Data bite man: The work of sustaining a long-term study. In L. Gitelman (Ed.), “Raw data” is an oxymoron (pp. 147–166). Cambridge, MA: The MIT Press.
go back to reference Sarantakos, S. (2012). Social research (4th ed.). South Melbourne: Palgrave Macmillan. Sarantakos, S. (2012). Social research (4th ed.). South Melbourne: Palgrave Macmillan.
go back to reference Shapiro, M. A., & Hemphill, L. (in press). Agenda building & indexing: Does the U.S. congress direct New York Times content through Twitter? Policy & Internet. Shapiro, M. A., & Hemphill, L. (in press). Agenda building & indexing: Does the U.S. congress direct New York Times content through Twitter? Policy & Internet.
go back to reference Siegel, E. (2013). Predictive analytics: The power to predict who will click, buy, lie, or die. Hoboken: Wiley. Siegel, E. (2013). Predictive analytics: The power to predict who will click, buy, lie, or die. Hoboken: Wiley.
Metadata
Title
Accessibility and Flexibility: Two Organizing Principles for Big Data Collaboration
Authors
Libby Hemphill
Susan T. Jackson
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-59186-5_2

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