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Computational Universalism, or, Attending to Relationalities at Scale.

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Area of Science:

  • Social Sciences
  • Humanities
  • Computational Studies

Background:

  • Increasing adoption of computational terminology in social sciences and humanities.
  • Risk of obscuring universalizing practices by focusing on vernacular computational objects (e.g., data, algorithms, AI) and specific domains (e.g., finance, health, governance).

Purpose of the Study:

  • To problematize the uncritical adoption of computational categories in research.
  • To highlight how these categories can act as epistemic traps, naturalizing computational universalism.
  • To propose an alternative approach focusing on the labor of translation and commensuration.

Main Methods:

  • Critical analysis drawing on intellectual traditions that question universalizing claims.
  • Examination of how computational actors establish relationalities across scales and boundaries.
  • Focus on the processes of translation and commensuration enabling computational interventions.

Main Results:

  • Computational categories can obscure the universalizing ambitions of computation.
  • These categories naturalize the expanding reach of computational universalism.
  • An alternative approach reveals both the achievements and the exclusions/partialities of computational relationalities.

Conclusions:

  • Scholars should move beyond accepting hardened computational categories.
  • Attending to the effortful work of translation and commensuration offers a more nuanced understanding.
  • This perspective illuminates the labor behind computational universalism and its inherent limitations.