Aug 24, 2026

The Role of Data in Improving Medication Adherence

Carrie Tucker   |   Updated 08/24/2026   |  Reading time: 4 minutes

The Role of Data in Improving Medication Adherence - Blog (1)

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Medication adherence data gives healthcare providers a clearer picture of whether patients are following their prescribed treatment plans. By monitoring refill activity, medication history, prescribing patterns, and other clinical data, practices can identify patients at risk of nonadherence and intervene before missed or incorrect doses contribute to poor health outcomes.


Key takeaways

  • Medication adherence can significantly affect treatment outcomes, chronic disease management, patient safety, and healthcare costs.
  • Patient self-reporting provides important context but may not offer a complete or accurate view of medication use.
  • Refill histories, medication records, and prescribing trends can help providers recognize patients who may need additional follow-up on their care plans. 
  • Through analytics, practices can prioritize outreach instead of relying on patients to raise concerns themselves.
  • RXNT’s Prescription Insights, medication history, and automated prescription tools help providers turn medication data into actionable insights.

Medication adherence means taking a prescribed medication at the correct dose, at the correct time, and for the prescribed length of treatment. When patients don’t follow these instructions, even an appropriate treatment plan may not produce the intended results.

Nonadherence can contribute to uncontrolled chronic conditions, delayed recovery, adverse medication events, and avoidable hospitalizations or appointments. It may also lead providers to believe a medication is ineffective. This could result in an unnecessary dosage change or additional prescription. In the United States, poor medication adherence is responsible for an estimated 125,000 deaths a year.

For practices, improving medication adherence can support:

  • Better patient outcomes
  • More effective chronic disease management
  • Fewer avoidable complications
  • Lower overall costs of care
  • Safer prescribing decisions

Why Is Patient Self-Reporting Not Enough to Measure Medication Adherence?

Patient conversations are essential. However, self-reported information doesn’t always reflect actual medication use. Patients may forget when they last filled a prescription, misunderstand their instructions, or even feel uncomfortable admitting that they stopped taking medication.

Some patients may also believe they are adherent even when they regularly miss doses or take medication differently than prescribed. When providers combine data with patient conversations about prescriptions and refills, they’re better suited to identify patients who may need follow-up on their care plan.

What Barriers Prevent Patients From Taking Medications as Prescribed?

Common barriers to medication adherence include:

  • Cost: Patients may delay or abandon prescriptions altogether because of high out-of-pocket expenses.
  • Forgetfulness: From busy schedules to disrupted routines and multiple daily doses, missing medications isn’t always intentional.  
  • Anxiety or fear: Patients may worry about side effects, becoming dependent on medications, or the long-term consequences of treatment.
  • Complexity: Treatment plans can be difficult to follow when there are multiple medications, changing dosages, or unclear instructions.
  • Lack of understanding: Patients may stop taking medication when they feel better or don’t understand its role in managing a chronic condition.
  • Pharmacy access & medication shortages: When pharmacies are sparse, or medications are unavailable, it can be difficult to adhere to strict medication routines. 
  • Patient access: When patients have limited access to transportation, or there are other barriers such as language and/or health literacy, it can make care access seem unattainable. 

Nonadherence rates are also higher for symptom-free conditions (i.e., high blood pressure or high cholesterol) than painful or symptomatic acute illnesses.

What Medication Adherence Metrics Should Providers Track?

MetricWhat It May Reveal
Individual refill historyLate, missed, or unexpectedly frequent refills
Prescription trends over timeLate, missed, or unexpectedly frequent refills
Medication historyCurrent and previously dispensed medications
Controlled-substance activityPotential overuse, duplicate prescriptions, or unsafe patterns
Patients overdue for refillsPatients who may need further education or outreach
Provider prescribing patternsOpportunities to improve consistency or simplify treatment plans

These metrics should serve as prompts for further evaluation (rather than definitive proof that a patient is or is not following treatment).

How Can RXNT Help Providers Track Medication Adherence?

RXNT’s clinical analytics tools help practices turn prescription data into actionable insights. Prescription Insights allows providers to:

  • Review medication usage and refill patterns
  • Identify patients who may be at risk of nonadherence
  • Monitor prescription trends across the practice

Providers can also access medication history within the patient chart so they can review current and past medications during an appointment. RXNT’s Electronic Prescribing solution provides access to real-time medication history and integrates prescribing information with the larger clinical workflow.

Automated tools can address adherence barriers outside the exam room. For example, RXnotify sends patients secure text notifications when a prescription is submitted and can provide information designed to help patients find pharmacy savings.

Frequently Asked Questions 

What is the best way to measure medication adherence?

No single metric or conversation provides a complete answer. Providers should combine refill activity, medication history, clinical outcomes, and patient conversations in their analysis.

Does a prescription refill prove that a patient took the medication?

No. A refill confirms that medication was dispensed, not that every dose was taken correctly. However, refill data can help identify patterns that warrant discussion.

How often should medication adherence be reviewed?

Medication use should be reviewed during routine visits and care transitions, with more frequent monitoring for high-risk patients, controlled substances, or complex treatment plans.

How can providers use data to improve medication adherence?

Providers can use data to improve medication adherence by:

  • Leveraging analytics to prioritize outreach
  • Educating patients at the point of care
  • Simplifying medication schedules
  • Leveraging automation
  • Reviewing medication history at every visit
  • Monitoring adherence trends over time

While data is a strong indicator of adherence gaps, it doesn’t replace the need for meaningful patient conversations—it enhances them. These data points help providers identify where conversations are most needed and provide context to make those conversations more informed and effective.

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Carrie Tucker

Product Manager, Patient & Mobile Engagement

Carrie Tucker is a Product Manager at RXNT specializing in patient and mobile engagement. She had vast experience working within the healthcare industry prior to becoming a product manager, which she uses to help translate complex healthcare technology concepts into simple ideas the public can understand. She is passionate about finding new ways to use technology to help medical practices provide better patient experiences.

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