1932

Abstract

Calculation and quantification have been critical features of modern societies, closely linked to science, markets, and administration. In the past thirty years, the pace, purpose, and scope of quantification have greatly expanded, and there has been a corresponding increase in scholarship on quantification. We offer an assessment of the widely dispersed literature on quantification across four domains where quantification and quantification scholarship have particularly flourished: administration, democratic rule, economics, and personal life. In doing so, we seek to stimulate more cross-disciplinary debate and exchange. We caution against unifying accounts of quantification and highlight the importance of tracking quantification across different sites in order to appreciate its essential ambiguity and conduct more systematic investigations of interactions between different quantification regimes.

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2019-07-30
2024-11-12
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Literature Cited

  1. Adkins L, Lury C 2012. Measure and Value Oxford, UK: Blackwell
    [Google Scholar]
  2. Ajana B 2017. Self-Tracking: Empirical and Philosophical Investigations London: Palgrave Macmillan
    [Google Scholar]
  3. Alder K. 2002. The Measure of All Things Princeton, NJ: Princeton Univ. Press
    [Google Scholar]
  4. Alonso W, Starr P 1989. The Politics of Numbers: Population of the United States in the 1980s New York: Russell Sage
    [Google Scholar]
  5. Anderson M. 1988. The American Census: A Social History New Haven, CT: Yale Univ. Press
    [Google Scholar]
  6. Appadurai A. 2011. The ghost in the financial machine. Public Cult 23:517–39
    [Google Scholar]
  7. Bardet F. 2014. La contre-révolution comptable. Ces nouveaux chiffres qui (nous) gouvernent Paris: Les Belles Lettres
    [Google Scholar]
  8. Barman E. 2016. Caring Capitalism: The Meaning and Measure of Social Value in the Market Cambridge, UK: Cambridge Univ. Press
    [Google Scholar]
  9. Bauer RA 1966. Social Indicators Cambridge, MA: MIT Press
    [Google Scholar]
  10. Beck U, Giddens A, Lash S 1994. Reflexive Modernization Cambridge, UK: Polity
    [Google Scholar]
  11. Beckert J, Aspers P 2011. The Worth of Goods: Valuation and Pricing in the Economy Oxford, UK: Oxford Univ. Press
    [Google Scholar]
  12. Beckert J, Musselin C 2013. Constructing Quality: The Classification of Goods in Markets Oxford, UK: Oxford Univ. Press
    [Google Scholar]
  13. Beer D. 2015. Productive measures: culture and measurement in the context of everyday neoliberalism. Big Data Soc 2:1–12
    [Google Scholar]
  14. Beer D. 2016. Metric Power London: Palgrave Macmillan
    [Google Scholar]
  15. Berman EP, Hirschman D. 2018. The sociology of quantification: Where are we now. Contemp. Sociol. 47:257–66
    [Google Scholar]
  16. Berthoin Antal A, Hutter M, Stark D 2015. Moments of Valuation: Exploring Sites of Dissonance Oxford, UK: Oxford Univ. Press
    [Google Scholar]
  17. Biagioli M. 2018. Quality to impact, text to metadata: publication and evaluation in the age of metrics. KNOW 2:249–75
    [Google Scholar]
  18. Boltanski L. 1987. The Making of a Class: Cadres in French Society Cambridge, UK: Cambridge Univ. Press
    [Google Scholar]
  19. Boltanski L, Esquerre A. 2015. Grappling with the economy of enrichment. Luc Boltanski and Arnaud Esquerre in conversation with Fabian Muniesa. Valuation Stud 3:75–83
    [Google Scholar]
  20. Boltanski L, Thévenot L. 2006. On Justification: Economies of Worth Princeton, NJ: Princeton Univ. Press
    [Google Scholar]
  21. Bourguet MN. 1987. Décrire, compter, calculer: the debate over statistics during the Napoleonic Period. The Probabilistic Revolution 1 Ideas in History, ed. L Krüger, L Daston, M Heidelberger Cambridge, MA: MIT Press
    [Google Scholar]
  22. Bowker GC, Star SL. 2000. Sorting Things Out: Classification and its Consequences Cambridge, MA: MIT Press
    [Google Scholar]
  23. Bradbury M. 2016. There's an algorithm for that. Or there soon will be. OECD Insights Blog May 18. http://oecdinsights.org/2016/05/18/theres-an-algorithm-for-that-or-there-soon-will-be/
    [Google Scholar]
  24. Brankovic J, Ringel L, Werron T 2018. How rankings produce competition: the case of global university rankings. Z. Soziol. 47:270–88
    [Google Scholar]
  25. Brown W. 2015. Undoing the Demos New York: Zone Books
    [Google Scholar]
  26. Bruno I, Didier E. 2013. Benchmarking: L'Etat sous pression statistique Paris: Zones
    [Google Scholar]
  27. Bruno I, Didier E, Prévieux J 2014. Statactivisme: Comment lutter avec les nombres Paris: Zones
    [Google Scholar]
  28. Bruno I, Jany-Catrice F, Touchelay B 2016. The Social Sciences of Quantification: From Politics of Large Numbers to Target-Driven Policies Cham, Switz: Springer
    [Google Scholar]
  29. Çalışkan K, Callon M. 2009. Economization, part 1: shifting attention from the economy towards processes of economization. Econ. Soc. 38:369–98
    [Google Scholar]
  30. Carruthers BG. 2013. From uncertainty toward risk: the case of credit ratings. Socio-Economic Review 11:525–51
    [Google Scholar]
  31. Carruthers BG, Kim J-C. 2011. The sociology of finance. Annu. Rev. Sociol. 37:239–59
    [Google Scholar]
  32. Carson J. 2007. The Measure of Merit: Talents, Intelligence, and Inequality in the French and American Republics, 1750–1940 Princeton, NJ: Princeton Univ. Press
    [Google Scholar]
  33. Centeno MA, Cohen JN. 2012. The arc of neoliberalism. Annu. Rev. Sociol. 38:317–40
    [Google Scholar]
  34. Chapman CS, Cooper DJ, Miller P 2009. Accounting, Organizations and Institutions Oxford, UK: Oxford Univ. Press
    [Google Scholar]
  35. Cheney-Lippold J. 2017. We Are Data: Algorithms and the Making of our Digital Selves New York: NYU Press
    [Google Scholar]
  36. Chiapello E. 2015. Financialisation of valuation. Hum. Stud. 38:13–35
    [Google Scholar]
  37. Chiapello E, Walter C. 2016. The three ages of financial quantification: a conventionalist approach to the financiers’ metrology. Historical Soc. Res. 41:155–77
    [Google Scholar]
  38. Cioffi RL. 2011. Fuzzy math: the place of numerical evidence in Cicero in Verrem 3.116. Mnemosyne 64:645–52
    [Google Scholar]
  39. Cohen PC. 1982. A Calculating People: The Spread of Numeracy in Early America Chicago: Univ. Chicago Press
    [Google Scholar]
  40. Cohn BS. 1987. An Anthropologist Among the Historians and Other Essays Delhi: Oxford Univ. Press
    [Google Scholar]
  41. Cohn BS. 1996. Colonialism and its Forms of Knowledge: The British in India Princeton, NJ: Princeton Univ. Press
    [Google Scholar]
  42. Daston L. 1988. Classical Probability in the Enlightenment Princeton, NJ: Princeton Univ. Press
    [Google Scholar]
  43. Daston L, Galison P. 2007. Objectivity Cambridge, MA: MIT Press
    [Google Scholar]
  44. Davies W. 2014. The Limits of Neoliberalism: Authority, Sovereignty and the Logic of Competition Thousand Oaks, CA: SAGE
    [Google Scholar]
  45. Davis GF, Kim S. 2015. Financialization of the economy. Annu. Rev. Sociol. 41:203–21
    [Google Scholar]
  46. Davis KE, Fisher A, Kingsbury B, Merry SE 2012. Governance by Indicators: Global Power Through Classification and Rankings Oxford, UK: Oxford Univ. Press
    [Google Scholar]
  47. De Rosa E. 2014. Gender activism and NGOs: development and use of gender-sensitive data for mobilizations and women's rights. PaCo 7:314–47
    [Google Scholar]
  48. Deleuze G. 1992. Postscript on societies of control. October 59:3–7
    [Google Scholar]
  49. Deringer W. 2018. Calculated Values: Finance, Politics, and the Quantitative Age Cambridge, MA: Harvard Univ. Press
    [Google Scholar]
  50. Desrosières A. 1998. The Politics of Large Numbers: A History of Statistical Reasoning Cambridge, MA: Harvard Univ. Press
    [Google Scholar]
  51. Desrosières A. 2014. Prouver et gouverner. Une analyse politique des statistiques publiques Paris: La Découverte
    [Google Scholar]
  52. Diaz-Bone R. 2016. Convention theory, classification and quantification. Historical Soc. Res. 41:48–71
    [Google Scholar]
  53. Diaz-Bone R, Didier E. 2016. Introduction: the sociology of quantification—perspectives on an emerging field in the social sciences. Historical Soc. Res. 41:7–26
    [Google Scholar]
  54. Diaz-Bone R, Salais R 2011. Conventions and institutions from a historical perspective. Hist. Soc. Res. 36:4)
    [Google Scholar]
  55. Didier E. 2009. En quoi consiste l'Amérique? Les statistiques, le New Deal et la démocratie Paris: La Découverte
    [Google Scholar]
  56. Didier E. 2016. Alain Desrosières and the Parisian flock: social studies of quantification in France since the 1970s. Historical Soc. Res. 41:27–47
    [Google Scholar]
  57. Didier E. 2018. Globalization of quantitative policing: between management and statactivism. Annu. Rev. Sociol. 44:515–34
    [Google Scholar]
  58. Dorn C, Tacke V 2017. Vergleich und Leistung in der funktional differenzierten Gesellschaft Cham, Switz: Springer
    [Google Scholar]
  59. Drori G, Meyer J, Hwang H 2006. Globalization and Organization: World Society and Organizational Change Oxford, UK: Oxford Univ. Press
    [Google Scholar]
  60. Dunleavy P, Bastow S, Margetts H 2005. New Public Management is dead - Long live digital-era governance. J. Public Adm. Res. Theory 62:467–94
    [Google Scholar]
  61. Dussauge I, Helgesson C-F, Lee F 2015. Value Practices in the Life Sciences and Medicine Oxford, UK: Oxford Univ. Press
    [Google Scholar]
  62. Emigh RJ, Riley D, Ahmed P 2016a. Antecendents of Censuses from Medieval to Nation States: How Societies and States Count London: Palgrave Macmillan
    [Google Scholar]
  63. Emigh RJ, Riley D, Ahmed P 2016b. Changes in Censuses from Imperialist to Welfare States: How Societies and States Count London: Palgrave Macmillan
    [Google Scholar]
  64. Espeland WN, Sauder M. 2007. Rankings and reactivity: how public measures recreate social worlds. Am. J. Sociol. 113:1–40
    [Google Scholar]
  65. Espeland WN, Sauder M. 2016. Engines of Anxiety: Academic Rankings, Reputation, and Accountability New York: Russell Sage
    [Google Scholar]
  66. Espeland WN, Stevens ML. 1998. Commensuration as a social process. Annu. Rev. Sociol. 24:313–43
    [Google Scholar]
  67. Esposito E, Stark D. 2019. What's observed in a rating? Rankings as orientation in the face of uncertainty. Theory Cult. Soc. 36:3–26
    [Google Scholar]
  68. Foucault M. 1991. Governmentality. The Foucault Effect: Studies in Governmentality G Burchell, C Gordon, P Miller 87–104 London: Harvester Wheatsheaf
    [Google Scholar]
  69. Foucault M. 2007. Security, Territory, Population: Lectures at the Collège de France, 1977–1978 London: Palgrave Macmillan
    [Google Scholar]
  70. Foucault M. 2008. The Birth of Biopolitics: Lectures at the Collège de France, 1978-1979 London: Palgrave Macmillan
    [Google Scholar]
  71. Fourcade M. 2011. Cents and sensibility: economic valuation and the nature of “nature.”. Am. J. Sociol. 116:1721–77
    [Google Scholar]
  72. Fourcade M, Healy K. 2017. Seeing like a market. Socio-Economic Rev 15:9–29
    [Google Scholar]
  73. Fuchs M, Fizek S, Ruffino P, Schrape N 2014. Rethinking Gamification Lüneburg, Ger: Meson
    [Google Scholar]
  74. Gerlitz C, Lury C. 2014. Social media and self-evaluating assemblages: on numbers, orderings and values. Distinktion 15:174–88
    [Google Scholar]
  75. Gigerenzer G, Swijtink Z, Porter TM, Daston L, Beatty J, Krüger L 1989. The Empire of Chance Cambridge, UK: Cambridge Univ. Press
    [Google Scholar]
  76. Gilbert PR. 2017. The anthropology of financial intent. Finance Soc 3:91–98
    [Google Scholar]
  77. Hacking I. 1990. The Taming of Chance Cambridge, UK: Cambridge Univ. Press
    [Google Scholar]
  78. Hacking I. 2002. Making up people. Historical Ontology I Hacking 99–114 Cambridge, MA: Harvard Univ. Press
    [Google Scholar]
  79. Hall M, Millo Y, Barman E 2015. Who and what really counts? Stakeholder prioritization and accounting for social value. J. Manag. Stud. 52:907–34
    [Google Scholar]
  80. Hammarfelt B, de Rijcke S, Rushforth AD 2016. Quantified academic selves: the gamification of research through social networking services. Inf. Res. 21:2 SM1
    [Google Scholar]
  81. Hein L. 2004. Reasonable Men, Powerful Words: Political Culture and Expertise in Twentieth Century Japan Berkeley: Univ. Calif. Press
    [Google Scholar]
  82. Heintz B. 2010. Numerische Differenz: Überlegungen zu einer Soziologie des (quantitativen) Vergleichs. Z. Soziol. 39:162–81
    [Google Scholar]
  83. Higgins V, Larner W 2010. Calculating the Social: Standards and the Reconfiguration of Governing London: Palgrave Macmillan
    [Google Scholar]
  84. Holland T. 2018. China's credit ratings plan: from social media to medium of social control. South China Morning Post Feb 5
    [Google Scholar]
  85. Hood C. 2007. Public service management by numbers: Why does it vary? Where has it come from? What are the gaps and the puzzles?. Public Money Manag 27:95–102
    [Google Scholar]
  86. Hopwood AG. 1983. On trying to study accounting in the contexts in which it operates. Account. Organizations Soc. 8:287–305
    [Google Scholar]
  87. Hopwood AG. 1992. Accounting calculation and the shifting sphere of the economic. Eur. Account. Rev. 1:125–43
    [Google Scholar]
  88. Hopwood AG, Miller P 1994. Accounting as Social and Institutional Practice Cambridge, UK: Cambridge Univ. Press
    [Google Scholar]
  89. Hoskin K, Macve R. 1986. Accounting and the examination: a genealogy of disciplinary power. Account. Organizations Soc. 11:105–36
    [Google Scholar]
  90. Igo SE. 2008. The Averaged American: Surveys, Citizens, and the Making of a Mass Public Cambridge, MA: Harvard Univ. Press
    [Google Scholar]
  91. Jeacle I, Carter C. 2011. In TripAdvisor we trust: rankings, calculative regimes and abstract systems. Account. Organizations Soc. 36:293–309
    [Google Scholar]
  92. Jerven M. 2013. Poor Numbers: How We Are Misled by African Development Statistics and What to Do About It Ithaca, NY: Cornell Univ. Press
    [Google Scholar]
  93. Johnson HC. 1964. The concept of bureaucracy in cameralism. Political Sci. Q. 79:378–402
    [Google Scholar]
  94. Juven P-A. 2016. Une santé qui compte? Les coûts et les tarifs controversés de l'hôpital public Paris: PUF
    [Google Scholar]
  95. Kalpagam U. 2010. Rule by Numbers: Governmentality in Colonial India Lanham, MD: Lexington Books
    [Google Scholar]
  96. Kalthoff H. 2005. Practices of calculation: economic representation and risk management. Theory Cult. Soc. 22:69–97
    [Google Scholar]
  97. Karpik L. 2010. Valuing the Unique: The Economics of Singularities Princeton, NJ: Princeton Univ. Press
    [Google Scholar]
  98. Katz DM. 2013. Quantitative legal prediction - or - How I learned to stop worrying and start preparing the data-driven future of the legal services industry. Emory Law J 62:909–66
    [Google Scholar]
  99. Keister LA. 2014. The one percent. Annu. Rev. Sociol. 40:347–67
    [Google Scholar]
  100. Kinsey AC, Pomeroy WB, Martin CE 1948. Sexual Behavior in the Human Male Philadelphia: W. B. Saunders
    [Google Scholar]
  101. Koester M. 2018. A year in numbers: my data from 2017. LinkedIn Pulse Feb. 20. https://www.linkedin.com/pulse/year-numbers-my-data-from-2017-mark-koester
    [Google Scholar]
  102. Kornberger M, Justesen L, Madsen AK, Mouritsen J 2015. Making Things Valuable Oxford, UK: Oxford Univ. Press
    [Google Scholar]
  103. Kreager P. 1991. Early modern population theory: a reassessment. Popul. Dev. Rev. 17:207–27
    [Google Scholar]
  104. Krüger L, Daston L, Heidelberger M 1987. The Probabilistic Revolution, Vol. 1: Ideas in History Cambridge, MA: MIT Press
    [Google Scholar]
  105. Kuhrt A. 1997. The Ancient Near East: c.3000–330BC London: Routledge
    [Google Scholar]
  106. Kula W. 1986. Measures and Men Princeton, NJ: Princeton Univ. Press
    [Google Scholar]
  107. Kurunmäki L, Mennicken A, Miller P 2016. Quantifying, economising, and marketising: democratising the social sphere?. Sociol. Trav. 58:390–402
    [Google Scholar]
  108. Kurunmäki L, Miller P. 2006. Modernising government: the calculating self, hybridisation and performance measurement Financ. Accountability Manag 22:65–84
    [Google Scholar]
  109. Lam T. 2011. A Passion for Facts: Social Surveys and the Construction of the Chinese Nation State, 1900–1949 Berkeley: Univ. Calif. Press
    [Google Scholar]
  110. Lamont M. 2012. Toward a comparative sociology of valuation and evaluation. Annu. Rev. Sociol. 38:201–21
    [Google Scholar]
  111. Lampland M, Star SL 2009. Standards and their Stories: How Quantifying, Classifying, and Formalizing Practices Shape Everyday Life. NY: Cornell Univ. Press
    [Google Scholar]
  112. Land KC. 1983. Social indicators. Annu. Rev. Sociol. 9:1–26
    [Google Scholar]
  113. Land KC, Michalos AC. 2018. Fifty years after the Social Indicators Movement: Has the promise been fulfilled?. Soc. Indicators Res. 135:835–68
    [Google Scholar]
  114. Lazer D, Radford J. 2017. Data ex machina: introduction to big data. Annu. Rev. Sociol. 43:19–39
    [Google Scholar]
  115. Lengwiler M. 2016. Risky calculations: financial mathematics and securitization since the 1970s. Historical Soc. Res. 41:258–79
    [Google Scholar]
  116. Loveman M. 2014. National Colors: Racial Classification and the State in Latin America Oxford, UK: Oxford Univ. Press
    [Google Scholar]
  117. Lupton D. 2016. The Quantified Self: A Sociology of Self-Tracking Cambridge, UK: Polity
    [Google Scholar]
  118. Lupton D, Smith GJD. 2018.. “ A much better person”: the agential capacities of self-tracking practices. Metric Culture: Ontologies of Self-Tracking Practices B Ajana 57–76 London: Emerald
    [Google Scholar]
  119. MacKenzie D, Millo Y. 2003. Constructing a market, performing theory: the historical sociology of a financial derivatives exchange. Am. J. Sociol. 109:107–45
    [Google Scholar]
  120. MacKenzie D, Spears T. 2014. “The formula that killed Wall Street”: the Gaussian copula and modelling practices in investment banking. Soc. Stud. Sci. 44:393–417
    [Google Scholar]
  121. Mämecke T, Passoth J-H, Wehner J 2018. Bedeutende Daten: Modelle, Verfahren und Praxis der Vermessung und Verdatung im Netz Cham, Switz: Springer
    [Google Scholar]
  122. Mau S. 2017. Das metrische Wir: Über die Quantifizierung des Sozialen Berlin: Suhrkamp
    [Google Scholar]
  123. McCormick T. 2009. William Petty and the Ambitions of Political Arithmetic Oxford, UK: Oxford Univ. Press
    [Google Scholar]
  124. McCormick T. 2013. Political Arithmetic and Sacred History: Population Thought in the English Enlightenment, 1660–1750 Oxford, UK: Oxford Univ. Press
    [Google Scholar]
  125. Mehrpouya A, Samiolo R. 2016. Performance measurement in global governance: ranking and the politics of variability. Account. Organizations Soc. 55:12–31
    [Google Scholar]
  126. Mennicken A, Vollmer H 2007. Zahlenwerk: Kalkulation, Organisation und Gesellschaft Cham, Switz: Springer
    [Google Scholar]
  127. Merry SE. 2016. The Seductions of Quantification: Measuring Human Rights, Gender Violence, and Sex Trafficking Chicago: Univ. Chicago Press
    [Google Scholar]
  128. Merry SE, Davis KE, Kingsbury B 2015. The Quiet Power of Indicators: Measuring Governance, Corruption, and Rule of Law Cambridge, UK: Cambridge Univ. Press
    [Google Scholar]
  129. Michaels S, Espeland WN. 2006. Queer counts: measurement and the emergence of gay identity Presentation at 101st Annual Meeting of the American Sociological Association Montreal:
    [Google Scholar]
  130. Miller P. 1992. Accounting and objectivity: the invention of calculating selves and calculable spaces. Ann. Scholarsh. 9:61–86
    [Google Scholar]
  131. Miller P. 2001. Governing by numbers: why calculative practices matter. Soc. Res. 68:379–96
    [Google Scholar]
  132. Miller P, O'Leary T. 1987. Accounting and the construction of the governable person. Account. Organizations Soc. 12:235–65
    [Google Scholar]
  133. Miller P, Power M. 2013. Accounting, organizing, and economizing: connecting accounting research and organization theory. Acad. Manag. Ann. 7:557–605
    [Google Scholar]
  134. Miller P, Rose N. 1990. Governing economic life. Econ. Soc. 19:1–31
    [Google Scholar]
  135. Miller P, Rose N. 2008. Governing the Present: Administering Economic, Social and Personal life Cambridge, UK: Polity
    [Google Scholar]
  136. Moor L, Lury C. 2018. Price and the person: markets, discrimination, and personhood. J. Cult. Econ. 11:501–13
    [Google Scholar]
  137. Moore P, Robinson A. 2016. The quantified self: what counts in the neoliberal workplace. New Media Soc 18:2774–92
    [Google Scholar]
  138. Mora C. 2014. Making Hispanics: How Activists, Bureaucrats, and Media Constructed a New American Chicago: Univ. Chicago Press
    [Google Scholar]
  139. Morgan MS. 2010. “Voice” and the facts and observations of experience. New Methodological Perspectives on Observation and Experimentation in Science WJ Gonzalez 51–69 Oleiros, Spain: Netbiblo
    [Google Scholar]
  140. Münch R. 2014. Academic Capitalism: Universities in the Global Struggle for Excellence New York: Routledge
    [Google Scholar]
  141. Muniesa F. 2014. The Provoked Economy: Economic Reality and the Performative Turn London: Routledge
    [Google Scholar]
  142. Muniesa F, Doganova L, Ortiz H, Pina-Stranger A, Paterson F et al. 2017. Capitalization: A Cultural Guide Paris: École de Mines
    [Google Scholar]
  143. Musselin C. 2017. La Grande course des universités Paris: Presses de Sci. Po
    [Google Scholar]
  144. Nafus D 2016. Quantified: Biosensing Technologies in Everyday Life Cambridge, MA: MIT Press
    [Google Scholar]
  145. Nafus D, Sherman J. 2014. This one does not go up to 11: the quantified self movement as an alternative big data practice. Int. J. Commun. 8:1784–94
    [Google Scholar]
  146. Neff G, Nafus D. 2016. Self-Tracking Cambridge, MA: MIT Press
    [Google Scholar]
  147. Newfield C. 2016. The Great Mistake: How We Wrecked Public Universities and How We Can Fix Them Baltimore, MD: John Hopkins Univ. Press
    [Google Scholar]
  148. Norman D. 2014. From shouting to counting: civil society and good governance reform in Cambodia. Pacific Rev 27:241–64
    [Google Scholar]
  149. O'Neil C. 2016. Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy New York: Penguin
    [Google Scholar]
  150. Pasquale F. 2015. The Black Box Society: The Secret Algorithms that Control Money and Information Cambridge, MA: Harvard Univ. Press
    [Google Scholar]
  151. Passoth J-H, Wehner J 2013. Quoten, Kurven und Profile: Zur Vermessung der sozialen Welt Cham, Switz: Springer
    [Google Scholar]
  152. Pflueger D. 2016. Knowing patients: the customer survey and the changing margins of accounting in healthcare. Account. Organizations Soc. 53:17–33
    [Google Scholar]
  153. Poon M. 2009. From new deal institutions to capital markets: commercial consumer risk scores and the making of subprime mortgage finance. Account. Organizations Soc. 34:654–74
    [Google Scholar]
  154. Porter TM. 1986. The Rise of Statistical Thinking, 1820–1900 Princeton, NJ: Princeton Univ. Press
    [Google Scholar]
  155. Porter TM. 1995. Trust in Numbers: The Pursuit of Objectivity in Science and Public Life Princeton, NJ: Princeton Univ. Press
    [Google Scholar]
  156. Porter TM. 2018. Genetics in the Madhouse: The Unknown History of Human Heredity Princeton, NJ: Princeton Univ. Press
    [Google Scholar]
  157. Power M. 1997. The Audit Society: Rituals of Verification Oxford, UK: Oxford Univ. Press
    [Google Scholar]
  158. Power M. 2004. Counting, control and calculation: reflections on measuring and management. Hum. Relat. 57:765–83
    [Google Scholar]
  159. Power M. 2007. Organized Uncertainty: Designing a World of Risk Management Oxford, UK: Oxford Univ. Press
    [Google Scholar]
  160. Redding S. 2006. Sorcery and Sovereignty: Taxation, Power and Rebellion in Rural South Africa Columbus: Ohio Univ. Press
    [Google Scholar]
  161. Rettberg JW. 2014. Seeing Ourselves through Technology: How We Use Selfies, Blogs and Wearable Devices to See and Shape Ourselves London: Palgrave Macmillan
    [Google Scholar]
  162. Rodríguez-Muñiz M. 2017. Cultivating consent: nonstate leaders and the orchestration of state legibility. Am. J. Sociol. 123:385–425
    [Google Scholar]
  163. Rose N. 1991. Governing by numbers: figuring out democracy. Account. Organizations Soc. 16:673–92
    [Google Scholar]
  164. Rose N. 2007. The Politics of Life Itself: Biomedicine, Power, and Subjectivity in the Twenty-First Century Princeton, NJ: Princeton Univ. Press
    [Google Scholar]
  165. Rottenburg R, Merry SE, Park S-J, Mugler J 2015. The World of Indicators: The Making of Governmental Knowledge through Quantification Cambridge, UK: Cambridge Univ. Press
    [Google Scholar]
  166. Salais R. 2016. Quantification and objectivity: from statistical conventions to social conventions. Historical Soc. Res. 41:118–34
    [Google Scholar]
  167. Samuel B. 2014. Statistics and political violence: reflections on the social conflict in 2009 in Guadeloupe. PaCo 7:237–57
    [Google Scholar]
  168. Scott JC. 1998. Seeing Like a State: How Certain Schemes to Improve the Human Condition Have Failed New Haven, CT: Yale Univ. Press
    [Google Scholar]
  169. Shore C, Wright S. 2015. Governing by numbers: audit culture, rankings and the new world order. Soc. Anthropol. 23:22–28
    [Google Scholar]
  170. Speich Chasseé D. 2016. The roots of the Millenium Development Goals: a framework for studying the history of global statistics. Historical Soc. Res. 41:218–37
    [Google Scholar]
  171. Storper M, Salais R. 1997. Worlds of Production: The Action Frameworks of the Economy. Cambridge, MA: Harvard Univ. Press
    [Google Scholar]
  172. Strathern M. 2000. The tyranny of transparency. Br. Educ. Res. J. 26:309–21
    [Google Scholar]
  173. Supiot A. 2015. La Gouvernance par les nombres Paris: Fayard
    [Google Scholar]
  174. Telles E. 2014. Pigmentocracies: Ethnicity, Race, and Color in Latin America Chapel Hill: Univ. N. C. Press
    [Google Scholar]
  175. Timmermans S, Epstein S. 2010. A world of standards but not a standard world: toward a sociology of standards and standardization. Annu. Rev. Sociol. 36:69–89
    [Google Scholar]
  176. Tribe K. 1988. Governing Economy: The Reformation of German Economic Discourse, 1750–1840 Cambridge, UK: Cambridge Univ. Press
    [Google Scholar]
  177. van den Bersselaar D. 2004. Establishing the facts: P. A. Talbot and the 1921 Census of Nigeria. Hist. Africa 31:69–102
    [Google Scholar]
  178. Vatin F. 2013. Valuation as evaluating and valorizing. Valuation Stud 1:31–50
    [Google Scholar]
  179. Vollmer H. 2007. How to do more with numbers: elementary stakes, framing, keying, and the three-dimensional character of numerical signs. Account. Organ. Soc. 32:577–600
    [Google Scholar]
  180. Vormbusch U. 2012. Die Herrschaft der Zahlen. Zur Kalkulation des Sozialen in der kapitalistischen Moderne New York: Campus Verlag
    [Google Scholar]
  181. Whitson JR. 2013. Gaming the quantified self. Surveill. Soc. 11:163–76
    [Google Scholar]
  182. Whitson JR. 2014. Foucault's Fitbit: governance and gamification. The Gameful World SP Walz, S Deterding 339–58 Cambridge, MA: MIT Press
    [Google Scholar]
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