Pain is a debilitating symptom generally caused by injuries or various conditions. It can be acute, subacute, or chronic and can have a significant impact on a patient's quality of life. The goal of managing pain is to relieve or reduce suffering and improve patient functioning. Several performance measures that address the treatment of pain are used in payment, public reporting, or accountability programs. The American College of Physicians (ACP) embraces performance measurement as a means to improve quality of care. ACP believes that a performance measure must be methodologically sound and evidence-based to be considered for inclusion in payment, accountability, or reporting programs. However, a plethora of performance measures that provide minimal or no value to patient care have inundated physicians, practices, and systems with the burden of collecting and reporting data. ACP's Performance Measurement Committee (PMC) reviews performance measures using a validated process to recognize high-quality performance measures, address gaps and areas for improvement in performance measures, and help reduce reporting burden. There is a need for a higher standard for a performance measure when reputation and reimbursement are on the line. This paper aims to present a review of current performance measures for pain to inform physicians, payers, and policymakers in their selection and use of performance measures. The PMC reviewed 6 performance measures for pain relevant to internal medicine physicians, of which 3 were considered valid at their intended levels of attribution ("Use of Imaging for Low Back Pain," "Use of Opioids at High Dosage in Persons Without Cancer," and "Use of Opioids From Multiple Providers in Persons Without Cancer"). This paper also proposes a performance measure concept to address a quality-of-care gap based on the current clinical guideline from ACP and the American Academy of Family Physicians, "Nonpharmacologic and Pharmacologic Management of Acute Pain From Non-low Back, Musculoskeletal Injuries in Adults."