More than 50 million Americans suffer from chronic pain, and approximately 20 million individuals have severe chronic pain that interferes with life or work activities. 15 This is a particular concern for the Veterans Health Administration (VHA) as chronic pain has been found to be more common, severe, and complex in Veterans. 32,40 In addition to chronic pain, military Veterans often suffer from other complex medical and mental health issues. 33 Opioid analgesics are often used to treat chronic noncancer pain (CNCP); however, there is insufficient evidence that longterm use improves chronic pain or functioning. 9,24 Furthermore, long-term opioid use is associated with increased mood disorders prevalence 1 and several potential harms including overdose (OD), the development of opioid use disorder (OUD), and possibly death. Nearly 10 million Americans misuse or abuse opioids, which may elevate the risk for developing OUD. An estimated 2 million individuals have OUD, and to date, approximately 450,000 people have died by OD from prescription or illicit opioids. Approximately 81,230 drug OD deaths occurred in the United States in the 12 month ending in May 2020. 36 One study showed that Veterans were twice as likely to die from accidental OD compared with non-Veterans, indicating a strong correlation to dose and to mental health comorbidities. 6 The 2017 Veterans Health Administration /Department of Defense (DoD) Clinical Practice Guideline for Opioid Therapy recommends against initiating long-term opioid therapy for chronic pain. 19,39 Similarly, the Centers for Disease Control and Prevention recommends additional caution for prescribing .50 mg morphine equivalent daily dose (MEDD) and recommends against .90 mg MEDD. 16 In general, the recommendation is to keep opioid therapy at the lowest dosage and shortest duration possible, in conjunction with the implementation of opioid risk mitigation strategies 26 and consideration of issues related to telehealth, care coordination, stepped care model implementation, 19 and suicide prevention. 34 Unfortunately, there are no generally accepted clinical guidelines for opioid tapering that are evidence based. Furthermore, there is no clear scientific evidence regarding the optimal speed of tapering or consistent/scheduled taper vs individualized tapers with frequent adjustments. Moreover, fears surrounding opioid tapering often lead to high dropout rates in these studies making this a challenging area to research. 25 The dearth of published comparative effectiveness studies of tapering in patients on long-term opioids for CNCP represents a major clinical dilemma. 4 The CDC guidelines suggest 10% to 20% reduction per week as "reasonable" but also noted that for many patients a much slower taper would be appropriate. 16,20 In 2019, the Department of Health and Human Services issued an opioid tapering guide, warning against opioids tapered rapidly or discontinued suddenly, and stated that slower tapers (eg, #10% per month) are often better tolerated than more rapid tapers. 2,38 T...