Winter 2026/2027

The Crystal Ball of Claim Complexity: How Early Pharmacy Activity Helps Reveal Risk

Fast Focus

Pharmacy activity in the earliest stages of a workers’ compensation claim can serve as a measurable signal of elevated risk for future complexity, cost, and duration.

What if you had a crystal ball that could predict the future? In workers’ compensation, complex claims rarely become complex overnight; the challenge is recognizing the signs so we can intervene. As a workers’ compensation pharmacy benefit manager, our “crystal ball” is pharmacy activity, which serves as one measurable indicator of future claim complexity.

Because pharmacy utilization often begins immediately after injury, it is one of the earliest, most consistent data streams available to flag elevated risk – especially when it reinforces other indicators such as injury type, comorbidities, psychosocial concerns, and more. While no single prescription necessarily predicts a problematic claim, multiple pharmacy signals appearing together can provide a warning that the claim may be headed toward greater cost, duration, and clinical complexity. There are early risk signals hiding in medications and utilization, patient behavior, prescriber behavior, and channels used to obtain medications.

By understanding these signals, we can approach complex claims differently – moving from a reactive approach to a more proactive strategy that may prevent routine, manageable claims from becoming complex in the first place.

Where Do Pharmacy Risk Signals Emerge?
Risk Signal Type	Definition
Medication	What is being prescribed
Utilization	How treatment is changing over time
Patient behavior	How the patient is engaging in care
Prescriber behavior	How care is being directed
Channel	How medication is being obtained

Medication Risk Signals

The medications prescribed early in a claim provide insight into potential safety concerns, treatment complexity, or prolonged recovery. The examples below represent some of the more common medication-related signals that may emerge in a workers’ compensation claim.

Opioids/MME

There is substantial evidence linking early opioid use, higher doses, longer days’ supply, and escalating Morphine Milligram Equivalent (MME) values to longer claim duration and disability. Injured workers who are prescribed high doses of opioids early in a claim remain substantially more likely to continue receiving high doses years later.1 And longer-term opioid prescriptions in claims are associated with temporary disabilities more than three times longer than claims without any opioid prescriptions.2

In a study of injured workers in Washington, exposure to high-risk opioid prescribing within 90 days of injury was significantly and substantially associated with long-term temporary and permanent disability.3 Another study that followed claims for 10 years from injury date found that opioid morphine equivalent doses of more than 5 milligrams per day for the first six months were associated with not being released to work at the end of the third year post-injury.4

Dangerous Drug Combinations

Combining opioids with certain other drugs can increase overdose, sedation, cognitive impairment, and fall risk. Such dangerous combinations include opioids plus benzodiazepines, muscle relaxants, or gabapentin/pregabalin. In 2016, the U.S. Food and Drug Administration (FDA) added a boxed warning cautioning patients about the serious risks of taking opioids along with benzodiazepines or other central nervous system depressants.5 Additionally, in 2019 the FDA issued another warning cautioning that gabapentin and pregabalin could cause serious breathing difficulties in patients who use opioid pain medicines or other central nervous system depressants.6

Specialty Medications

The prescription of a specialty medication may not, by itself, indicate delayed recovery risk. However, it can signal financial and clinical complexity, particularly when the medication requires ongoing monitoring, specialty sourcing, adherence support, or coordination across providers and dispensing channels. Furthermore, long-term use of these drugs can pose safety concerns when inappropriately administered or ineffectively treating a patient’s condition.7

Drug-Disease Interactions

Drug-disease interactions are particularly relevant when comorbidities are known from medical records, diagnosis data, or inferred from the medication profile – and comorbid diseases are common among injured workers.8 Prescription of certain drugs when comorbid diseases are present – such as an NSAID prescribed to a patient with known renal disease – can indicate inappropriate therapy and lead to increased adverse event risk or delayed recovery.

Utilization Risk Signals

Utilization patterns often provide a stronger risk signal than prescription of the medication alone. Duration, dose escalation, repeated fills, early refills, and concurrent therapies help reveal whether treatment is resolving as expected or moving toward a more complex trajectory.

Early Introduction of High-Risk Medications

The early introduction of high-risk medications, such as opioids, gabapentinoids, or sedatives/sleep medications, is a significant red flag, especially when combined with other utilization risk signals.

Rapid Drug Class or Dose Escalation

Another red flag is rapid drug class or dosage escalation, such as moving from NSAIDs to opioids in a short time frame or transition from a short-acting to a long-acting opioid. Research shows an association between increasing opioid doses and deaths for workers’ comp claimants even for low-severity diagnoses.9

Prolonged Utilization Beyond Injury Stage

The most egregious example of prolonged utilization is opioid use beyond acute recovery. A 2018 study found that workers’ comp claimants have a high proportion of persistent opioid use, with approximately 30% of claimants filling opioid prescriptions beyond 90 days from injury.10 Muscle relaxants are another culprit. While they can help with pain, they are not meant to be taken chronically, as overreliance can lead to dependence and withdrawal.11

Inappropriate Polypharmacy

Polypharmacy – taking many medications at once, sometimes five or more – often indicates increasing claim complexity, comorbidities, adverse effects, or fragmented care. Examples of inappropriate polypharmacy include multiple medications serving similar therapeutic purposes, new medications being added to treat side effects of existing medications, or medications added over time across multiple prescribers. Research on elderly patients shows that as the number of drugs taken increases, the risk of adverse drug reactions increases exponentially.12

Patient Behavior Risk Signals

Certain patient behavior/medication-use patterns may reflect barriers to recovery, adherence challenges, unresolved symptoms, safety concerns, or misuse risk. It’s important to note that these patterns should be interpreted in context rather than assumed to reflect patient intent.

Medication Nonadherence

Medication nonadherence may include delayed fills, prescription abandonment, or inconsistent use of therapy. It is associated with elevated mortality, increased healthcare utilization, and higher direct and indirect financial costs.13

Early Refills

A pattern of early refills for controlled substances may indicate escalating symptoms, inadequate pain control, misunderstanding of directions, access or coordination issues, or potential misuse. Early refills ranked among the top predictors of opioid use disorder in a large electronic health record machine-learning study.14

Gaps and Restarts in Therapy

Gaps and restarts in therapy, such as stopping and starting opioids or extended lapses followed by renewed utilization, may lead to delayed treatment, longer recovery times, and increased overdose risk.

Prescriber Behavior Risk Signals

Certain prescribing patterns may suggest clinical quality concerns or treatment approaches that warrant additional review or care coordination.

Prescribing Outside Guidelines or Off Formulary

A major red flag is a provider who prescribes outside treatment guidelines such as the American College of Occupational and Environmental Medicine (ACOEM) and Official Disability Guidelines (ODG), which are grounded in evidence-based medical literature. ODG users report a 34% reduction in claim duration, along with medical and indemnity cost savings.15

Another issue is prescribing off the formulary – a list of medications designed to ensure only safe and effective drugs are used. While some states mandate the use of formularies, others do not – leaving the choice to use a formulary to the prescriber. Depending on state regulations and payer policy, off-formulary medications may require additional review or prior authorization before approval.

Consistent Prescribing of Medications with Safety/Efficacy Concerns

Examples include high-dose opioids, compounds, and private-label topicals (PLTs). Compounded medications are not FDA approved for safety, effectiveness, or quality before marketing, and poorly compounded products may create contamination or potency risks. PLT products may also raise concern when they are high-cost formulations or packaged combinations with lower-cost over-the-counter (OTC) alternatives available. PLTs come with significant price markups over similar OTC products.16

Multiple Prescribers for Similar Therapies

Multiple prescribers for similar therapies may indicate fragmented care or incomplete medication reconciliation. This is especially concerning when controlled substances, sedating medications, or overlapping therapies are involved, because each prescriber may not have full visibility into the overall treatment plan. From a claims management perspective, activity involving multiple prescribers may warrant additional review to ensure treatment remains coordinated, clinically appropriate, and aligned with the plan of care.

Channel Risk Signals

The channels through which medications are prescribed and dispensed can influence visibility into treatment activity and negatively impact how the claim is managed from clinical and cost effectiveness perspectives.

Physician Dispensing

Physician dispensing is when a provider dispenses medication to the patient directly from his or her office. Claims that involve physician dispensing have been associated with more lost time from work and higher claim cost compared to pharmacy dispensing.17 In a study of workers’ comp claim outcomes in Illinois, when opioids were dispensed by the physician, the number of days off work was 85% higher than pharmacy dispensations.18 

Out-of-Network (OON) Pharmacies

When prescriptions are filled outside the pharmacy network, including via OON mail order, claims professionals cannot see real-time medication activity and pharmacists lose the holistic view of a patient’s treatment history. This can lead to patient safety risks such as inappropriate or duplicative treatments. OON pharmacies also operate outside the cost containment structure that is used for other types of medical services and often charge more as a result.

Multiple Pharmacies

Using a consistent in-network pharmacy improves medication visibility, safety screening, and coordination. Conversely, when a patient obtains the same prescription from multiple pharmacies, they are at risk for adverse side effects and potential drug interactions. Research shows that patients receiving opioids from multiple prescribers or pharmacies have a higher likelihood of opioid-related overdose death compared with patients who receive opioids from one prescriber.19

Using Data Insights to Drive Action

Identifying the risks that drive claim complexity is a priority for today’s workers’ comp stakeholders. In Healthesystems’ 2026 survey, 52% of respondents cited complex claims as an industry challenge.20

As workers’ comp organizations continue to confront claim complexity, leading programs are increasingly focused on building the capabilities to identify, prioritize, and respond to risk earlier in the claim lifecycle. By looking beyond structured pharmacy and claims data, they can extract clinically meaningful information from unstructured documents, including medical records, physical therapy visit notes, home health documentation, diagnostic reports, and provider narratives.

These sources may reveal changes in pain, function, treatment response, adherence, care coordination, work status, and comorbidities that are not visible in transaction data alone.  When combined with pharmacy activity, these insights provide a more complete view of the injured worker’s risk trajectory and can help claims professionals identify medication concerns, gaps in care, and opportunities for earlier intervention.

Some risks may be addressed prospectively through formulary or drug utilization review controls, while others may warrant targeted pharmacist review, prescriber outreach, patient engagement, nurse case management coordination, or additional medical record review. The goal is not to flag every variation in therapy, but to distinguish routine treatment from patterns that suggest escalating clinical, safety, or cost risk.

Case Example: A Claim’s Risk Evolution Through a Pharmacy Lens

A 47-year-old warehouse worker sustains a lower back strain while lifting inventory. The injury is initially considered straightforward and is expected to resolve with conservative treatment.

The injured worker receives an anti-inflammatory medication and begins physical therapy (PT). A few days later, an opioid prescription is added to address ongoing pain complaints.

Several new pharmacy-related signals begin to emerge. Viewed independently, none of these events necessarily indicate a problematic claim:

  • The opioid prescription is refilled earlier than anticipated
  • A muscle relaxant is added to the treatment regimen
  • Dosage levels begin increasing
  • Prescription activity is occurring through multiple dispensing channels

Clinical insights: At this point, the claim may not require escalation solely because an opioid was prescribed. However, early refill activity, dose escalation, and the addition of a muscle relaxant may warrant a focused review of diagnosis, functional progress, prescriber follow-up, and return-to-work expectations.

Additional signals begin to accumulate. At this stage, the claim may still appear routine when viewed through any single lens. However, pharmacy activity is beginning to reveal a pattern of escalating utilization, increasing medication complexity, fragmented care, and potential adherence concerns:

  • A second prescriber becomes involved in treatment
  • Medication therapy expands to include a sleep medication
  • PT attendance becomes inconsistent
  • The injured worker cycles on and off prescribed medications before restarting treatment

Clinical insights: This is the point where pharmacy data should trigger coordination, not just claims review. The claims team and appropriate experts should confirm whether PT attendance barriers exist, determine whether the sleep medication reflects worsening pain or psychosocial distress, and assess whether prescribers are aligned on the medication plan.

As treatment continues:

  • Multiple medication classes are being used concurrently
  • Prescribing decisions are occurring across multiple providers
  • Medication utilization extends beyond expected recovery timelines
  • Total treatment costs continue to rise despite limited improvement in claim progression

Summary

What began as an uncomplicated injury now exhibits several pharmacy-related risk signals across multiple categories:

Risk Category	Signal(s)
Medication Opioid utilization, muscle relaxant, sleep medication
Utilization Dose escalation, prolonged therapy
Patient behavior	Early refill activity, inconsistent therapy participation
Prescriber behavior	Multiple prescribers involved
Channel	Multiple dispensing channels
The Takeaway

This example highlights how pharmacy activity can provide valuable insight into a claim long before final outcomes are known. While it is not a crystal ball in isolation and no single activity tells the entire story, prescribing patterns, utilization trends, treatment channels, and other pharmacy-related events can each offer important context about how treatment is evolving.

The value of these signals is not simply in detecting risk, it is in turning risk into action: aligning the medication plan with the diagnosis and recovery stage, supporting safer prescribing, engaging the injured worker when adherence issues or side effects emerge, and coordinating with claims, clinical, and return-to-work resources before the claim deteriorates.

Because pharmacy activity often begins immediately after injury and may continue throughout the course of treatment, it remains one of the earliest and most consistent sources of information available to stakeholders seeking to proactively manage claim complexity.

References

  1. Chadarevian RH. NCCI’s Industry Webinar: Opioid Utilization – Looking Into the Future. NCCI. Published Sept. 23, 2024. Accessed July 2026. https://www.ncci.com/articles/pages/insights-industry-webinar-opioid-utilization-looking-into-the-future.aspx
  2. Neumark D, Savych B, Lea R. The Impact of Opioid Prescriptions on Duration of Temporary Disability. WCRI. Published March 6, 2018. Accessed July 2026. https://www.wcrinet.org/reports/the-impact-of-opioid-prescriptions-on-duration-of-temporary-disability
  3. Haight JR, Sears JM, Fulton-Kehoe D, Wickizer TM, Franklin GM. Early High-Risk Opioid Prescribing Practices and Long-Term Disability Among Injured Workers in Washington State, 2002 to 2013. Journal of Occupational and Environmental Medicine. Published July 2020. Accessed July 2026. https://www.jstor.org/stable/48622865
  4. Tao XG, Lavin RA, Yuspeh L, Tsourmas NF, Kalia N, Leung N, Williams L, Hunt DL, Green-McKenzie J, Barnacki EJ. Early Drug Prescription Patterns as Predictors of Final Workers Compensation Claim Costs and Closure: An Updated Analysis on an Expanded Cohort. Journal of Environmental and Occupational Medicine. Published July 19, 2022. Accessed July 2026. https://read.qxmd.com/read/35902352/early-drug-prescription-patterns-as-predictors-of-final-workers-compensation-claim-costs-and-closure-an-updated-analysis-on-an-expanded-cohort
  5. New Safety Measures Announced for Opioid Analgesics, Prescription Opioid Cough Products, and Benzodiazepines. FDA. Published Aug. 31, 2016. Accessed July 2026. https://www.fda.gov/drugs/food-and-drug-administration-overdose-prevention-framework/new-safety-measures-announced-opioid-analgesics-prescription-opioid-cough-products-and
  6. Neurontin, Gralise, Horizant (gabapentin) and Lyrica, Lyrica CR (pregabalin): Drug Safety Communication - Serious Breathing Problems. FDA. Published Dec. 19, 2019. Accessed August 2026. https://www.fda.gov/safety/medical-product-safety-information/neurontin-gralise-horizant-gabapentin-and-lyrica-lyrica-cr-pregabalin-drug-safety-communication
  7. Dwyer K. 6 Drugs That Should Raise Red Flags on Any Workers’ Comp Claim. Risk & Insurance. Published Oct. 3, 2018. Accessed July 2026. https://riskandinsurance.com/6-drugs-that-should-raise-red-flags-on-any-workers-comp-claim/
  8. Expert Q&A: A Conversation on Managing Comorbidities with Silvia Sacalis, PharmD. Healthesystems. Published Nov. 11, 2025. Accessed July 2026. https://healthesystems.com/blog/expert-qa-a-conversation-on-managing-comorbidities-with-silvia-sacalis-pharmd/
  9. Freeman A, Davis KG, Ying J, Lang DA, Huth JR, Liu P. Workers' compensation prescription medication patterns and associated outcomes. American Journal of Industrial Medicine. Published Oct. 20, 2021. Accessed July 2026. https://onlinelibrary.wiley.com/doi/epdf/10.1002/ajim.23306?msockid=032e69af3675610a12747ee3378d602d
  10. O’Hara NN, Pollak AN, Welsh CJ, O’Hara LM, Kwok AK, Herman A, Slobogean GP. Factors Associated With Persistent Opioid Use Among Injured Workers’ Compensation Claimants. JAMA Network Open. Published Oct. 26, 2018. Accessed July 2026. https://pmc.ncbi.nlm.nih.gov/articles/PMC6324441/
  11. Claims Q&A: RX Drugs of Abuse: Which Non-Opioid Drugs Present Concern? Healthesystems. Published 2017. Accessed July 2026. https://healthesystems.com/rxi-articles/claims-qa-rx-drugs-of-abuse-which-non-opioid-drugs-present-concern/
  12. Dagli RJ, Sharma A. Polypharmacy: A Global Risk Factor for Elderly People. Journal of International Oral Health. Published November 2014. Accessed July 2026. https://pmc.ncbi.nlm.nih.gov/articles/PMC4295469/#ref5
  13. Achterbosch M, Aksoy N, Obeng GD, Ameyaw D, Agh T, Van Boven JFM. Clinical and economic consequences of medication nonadherence: a review of systematic reviews. Frontiers in Pharmacology. Published June 24, 2025. Accessed July 2026. https://www.frontiersin.org/journals/pharmacology/articles/10.3389/fphar.2025.1570359/full
  14. Banks TJ, Nguyen TD, Uhlmann JK, Nair SS, Scherrer JF. Predicting opioid use disorder before and after the opioid prescribing peak in the United States: A machine learning tool using electronic healthcare records. Health Informatics Journal. Published May 4, 2023. Accessed July 2026. https://pmc.ncbi.nlm.nih.gov/articles/PMC10158959/#S17
  15. The ODG Advantage: Track Record. MCG Health. Accessed July 2026. https://www.mcg.com/odg/solutions/the-odg-advantage/track-record/
  16. High Prices, High Impact: Meet the Drugs Driving Up Claim Costs in Workers’ Comp. Healthesystems. Published 2024. Accessed July 2026. https://healthesystems.com/rxi-articles/high-prices-high-impact-meet-the-drugs-driving-up-claim-costs-in-workers-comp/
  17. Physician Dispensing Concerns in Workers’ Compensation. Healthesystems. Published June 18, 2024. Accessed July 2026. https://healthesystems.com/white-papers/physician-dispensing-concerns-in-workers-compensation/
  18. Physician Dispensing of Narcotics Linked to Poor Outcomes in Workers’ Compensation Claims. AF Group. Published May 30, 2014. Accessed July 2026. https://www.afgroup.com/news/physician-dispensing-of-narcotics-linked-to-poor-outcomes-in-workers-compensation-claims/ (15)
  19. Use of Opioids From Multiple Providers (UOP). NCQA. Accessed July 2026. https://www.ncqa.org/report-cards/health-plans/state-of-health-care-quality-report/use-of-opioids-from-multiple-providers-uop/
  20. Workers’ Comp Industry Insights Survey Report. Healthesystems. Published 2026. Accessed July 2026. https://cs.healthesystems.com/healthe/file/pdf/survey/reports/2026-Industry-Insights-Survey-Report.pdf

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RxInformer

Since 2010, the semi-annual RxInformer clinical journal has been a trusted source of timely information and guidance for workers’ comp payers on how best to manage the care of injured worker claimants and plan for the challenges that lay ahead. The publication is an important part of Healthesystems’ proactive approach to advocating for quality care of injured workers while managing the costs associated with treatment.