Keeping the Good in Goodhart's Law: Bridging Key Performance Indicators to Comprehensive Medication Management

The Clinical Administration Practice and Research Network (CADM PRN) developed 15 candidate key performance indicators (KPIs) for clinical pharmacy practice using a modified Delphi process [1].The authors posit that KPIs are necessary for benchmarking, optimizing patient outcomes, supporting financial sustainability, and justifying appropriate staffing.The proposed KPIs are readily measurable and plausibly linked to relevant outcomes: examples include IV-to-PO conversion, pharmacist discharge reconciliation, guideline-concordant VTE prophylaxis, and daily pharmacist review.The authors also cite Goodhart's Law ("when a measure becomes a target, it ceases to be a good measure") and McNamara's Fallacy ("not everything that can be measured is important and not everything that is important can be measured") as essential implementation guardrails.

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Journal
JACCP JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY
Published
2026-08-26
DOI
https://doi.org/10.1002/jac5.70277
Primary Topic
Pharmaceutical Practices and Patient Outcomes
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article
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article

Keeping the Good in Goodhart's Law: Bridging Key Performance Indicators to Comprehensive Medication Management

Brian Murray, Andrea Sikora
JACCP JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY
Pharmaceutical Practices and Patient Outcomes
article

Keeping the Good in Goodhart's Law: Bridging Key Performance Indicators to Comprehensive Medication Management

Brian Murray, Andrea Sikora
article en

Abstract

The Clinical Administration Practice and Research Network (CADM PRN) developed 15 candidate key performance indicators (KPIs) for clinical pharmacy practice using a modified Delphi process [1].The authors posit that KPIs are necessary for benchmarking, optimizing patient outcomes, supporting financial sustainability, and justifying appropriate staffing.The proposed KPIs are readily measurable and plausibly linked to relevant outcomes: examples include IV-to-PO conversion, pharmacist discharge reconciliation, guideline-concordant VTE prophylaxis, and daily pharmacist review.The authors also cite Goodhart's Law ("when a measure becomes a target, it ceases to be a good measure") and McNamara's Fallacy ("not everything that can be measured is important and not everything that is important can be measured") as essential implementation guardrails.

JACCP JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACYVol. 9(9)
University of Montana (US), University of Colorado Denver (US)
Openalex Percentile: Top 13%
Pharmaceutical Practices and Patient Outcomes
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Keeping the Good in Goodhart's Law: Bridging Key Performance Indicators to Comprehensive Medication Management — Brian Murray, Andrea Sikora · JACCP JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY (2026) | TGRS Research Map | TGRS