What Is Realization Rate, and How Do You Calculate It?

Your Realization Rate is the share of the value you already earned that actually arrives. Earned value is a clinical decision made in your favor. Realized value is a patient on your therapy long enough to get the benefit your trial demonstrated. Divide the second by the first and you have the number.

That is the only measure in this field a finance director will accept without an argument, because it is a ratio of money to money rather than a score about feelings.

Most companies cannot produce it. The inputs exist in four different systems owned by four different functions, and nobody has ever been asked to put them in the same sentence.

Why does this measure survive a finance conversation?

Because it does not ask anyone to believe that sentiment causes revenue.

Think about how your CX numbers die. Somebody presents a satisfaction score, somebody senior asks what it is worth, and the answer involves a correlation from another industry. The conversation ends there, politely, and the program is quietly defunded over the following two years.

Realization Rate skips that fight. Your science and your promotion earned a decision. Either that decision became therapy or it did not. The gap is money you already paid for and did not collect.

Even the loyalty literature concedes the link it cannot carry. Bain found that goodwill is "a necessary but insufficient condition for generating revenue growth." Realization Rate starts on the sufficient side of that sentence.

How do you calculate it?

Four inputs. You have three of them already.

One. Earned decisions. The count of clinical decisions made in your favor in the period. Prescriptions written, orders placed, referrals made to your therapy. Your sales and prescription data holds this.

Two. Realized therapy. The count of those decisions that became a patient on therapy at your clinically meaningful duration. Pick the duration from your own label and trial, not from a reporting convention.

Three. Value per realized patient. Your existing net revenue per patient at that duration. Finance has this and will hand it over in an afternoon.

Four. The seam map. Where between one and two the losses happen. This is the input nobody has, and building it is most of the work.

The arithmetic is deliberately simple. Realized therapy divided by earned decisions gives you the rate. Multiply the shortfall by value per patient and you have the money, which is your Customer Value at Risk.

Run it by brand rather than by company. A portfolio average hides the only thing worth knowing, which is which brand is leaking and where.

What is a good Realization Rate?

Nobody knows, because almost nobody publishes one. That is an opportunity rather than a problem for you.

Here is what the published evidence suggests about the scale of the loss in the US. A 2026 JAMA study summarized by Johns Hopkins found insurer rejections reached 40.7% of initial brand name attempts in 2024. Of those rejected scripts, 48.4% were never followed by a fill of that drug or anything in its class within 90 days.

Cost finishes what paperwork starts. IQVIA Institute data reported by Managed Healthcare Executive found that of prescriptions with a final cost above $250, 61% are not picked up.

Be careful with any single benchmark, because the real variance is enormous. An earlier review in the American Journal of Pharmacy Benefits reported that findings on primary nonadherence "range from as little as 2% of new prescriptions going unfilled to as many as 30%".

So do not chase an industry number. Measure your own, then beat it. Your first calculation is your baseline and every quarter after that is the comparison that matters.

Where does the value actually leak?

Along three sequential paths, and your answer will be different for every brand you run.

The Path to Prescribe runs from an undiagnosed patient to a clinical decision. Losses here are identification and diagnosis problems rather than experience problems, and they sit outside the Realization Rate because no value has been earned yet.

The Path to Fulfill runs from the decision to the medicine in a hand. This is where most US leakage lives. In the American Medical Association's latest survey, 93% of physicians said prior authorization delays care and 82% said it at least sometimes leads patients to abandon treatment.

The Path to Adhere runs from first fill to clinically meaningful duration. Losses here are quieter, slower and larger than most brand teams believe, because nobody is watching month four.

Name the seam, put an owner on it, measure the time it takes to clear. The money sitting in those seams is what I call value leakage, and Realization Rate is simply the leakage expressed as a rate rather than an anecdote.

What do you do with the number once you have it?

Put it on the commercial scorecard beside share and growth, and make one person accountable for moving it.

Three things change the moment it exists.

Your investment debate gets a denominator. Spending on promotion grows earned decisions. Spending on the seams grows the share you realize. For the first time you can compare the two with the same arithmetic instead of arguing about philosophy.

Your forecast gets honest. A brand running at a low realization rate is carrying a known, sizeable, recoverable loss, and treating that as Customer Value at Risk puts it in a plan rather than in a complaint.

Your experience work gets funded, because it stops being a quality initiative and starts being a revenue recovery program with a number attached. The supporting measures are in how to measure customer experience in pharma, and the ownership question is in who should own customer experience in a pharma company.

What are the three ways companies get this wrong?

All three are avoidable and all three are common.

They measure it at company level. An average across a portfolio tells you nothing you can act on, because the brand with the access problem and the brand with the persistence problem need completely different work.

They pick the duration that flatters them. If your trial demonstrated benefit at twelve months, realization at thirty days is a vanity number. Let the science set the denominator.

They give it to the insights team. A measure owned by a function that cannot change the operation becomes a report. Give it to whoever can convene market access, patient services and the field in the same room.

Worth remembering why the opportunity is open. Deloitte's 2025 research found that only 28% of HCPs believe pharma's engagement strategies meet their needs, against 82% of life sciences executives who say they are satisfied. Your competitors are mostly working from the 82% number, which means they are not looking for this loss at all.

Where does this sit in the wider argument?

It is the measurement end of it, and the standard above it is a different question.

Realization Rate tells you how much of your earned value arrives. Consumer-Grade tells you the quality bar your customers are already applying while it does or does not arrive. Customer Excellence is the discipline that moves the rate, and the future of the pharma commercial model is why the whole thing matters more every year.

Start with one brand and one quarter. You will find the number is worse than you expected and more recoverable than you feared.

Key takeaways

  • Realization Rate is realized therapy divided by earned clinical decisions, expressed per brand rather than per company.
  • It survives a finance conversation because it compares money to money rather than asking anyone to believe sentiment causes revenue.
  • Three of the four inputs already exist in your systems. The missing one is a map of where between decision and therapy you lose people.
  • There is no credible industry benchmark, so your first calculation is your baseline and the quarterly comparison is the measure that counts.
  • Let your own trial duration set the denominator, or you are measuring a number designed to flatter you.

Questions to ask your leadership team

  1. For your lead brand, what share of clinical decisions made in your favor becomes therapy at clinically meaningful duration?
  2. Who in the company could produce that number this month, and what would they have to ask four other functions for?
  3. What duration are you using, and did the science or the reporting calendar choose it?
  4. If you multiplied the shortfall by net revenue per patient, would the result change what you fund next year?
  5. Who owns the number, and can that person convene market access, patient services and the field?

About the author

Wayne Simmons is the founder of The Customer Excellence AGENCY and the author of The Customer Excellence Enterprise (Wiley, 2024). He is founding faculty of the MS in Customer Experience Management at Michigan State University's Broad College of Business. He led global customer excellence in Pfizer's first Chief Marketing Organization and in Bayer's Customer Powerhouse. Related reading: What is value leakage in pharma?, The future of the pharma commercial model and What is Customer Excellence?

March 15, 2026
Why healthcare professionals now judge pharmaceutical engagement against the best experiences in their lives, and what that means for the future of commercial leadership. When commercial performance falters, the reflex inside many pharmaceutical organizations is to adjust the machinery of field execution. Leaders revisit call plans, recalibrate targeting models, and increase the volume of activity in the hope that more precision or more frequency will restore momentum. For decades this system has been treated as the central instrument of commercial performance, determining which physicians are prioritized, how frequently representatives engage, and how resources are deployed across territories. Yet the growing gap between commercial effort and commercial impact suggests a deeper issue. T he problem is rarely the design of the call plan itself. It is the context in which healthcare professionals now operate. Physicians are navigating increasingly complex clinical, administrative, and informational environments, and that evolving reality now shapes prescribing behavior far more than the cadence of promotional interactions. What many organizations are experiencing is a widening Customer Context Gap. Commercial systems were designed for a time when prescribing decisions could be influenced primarily through promotional interaction and product information. Today physicians operate inside a far more complex reality shaped by administrative burden, reimbursement constraints, digital information overload, and growing expectations for seamless support across the entire care journey. In this environment the physician’s decision is influenced not only by clinical evidence but also by how easily a therapy fits into the practical realities of care delivery. When commercial models remain anchored in promotional activity while the customer’s context has fundamentally changed, even the most disciplined call plan struggles to deliver the outcomes it was designed to produce. Closing this gap requires a different way of thinking about commercial performance. The question is no longer how to optimize promotional activity but how to align the organization around the real journeys through which physicians help patients receive therapy. Prescribing decisions unfold within complex sequences of clinical evaluation, reimbursement navigation, patient readiness, and ongoing support. When commercial strategy is designed around these journeys rather than isolated interactions, the role of the field force begins to evolve. Representatives are no longer positioned primarily as messengers of information but as partners in removing barriers that slow care. Organizations that recognize this shift begin redesigning their commercial systems accordingly, aligning field engagement, digital support, access programs, and patient services around the same goal: helping healthcare professionals help patients move from clinical intent to successful treatment. From Promotional Activity to Customer Journeys The pharmaceutical industry has historically organized commercial activity around the moment of promotion. Call plans, targeting models, and message sequencing were designed to influence prescribing behavior primarily through informational engagement with healthcare professionals. While this model brought structure and scale to commercial operations, it reflects an earlier era in which the path from clinical awareness to prescribing action was comparatively linear. Today the journey is far more complex. Physicians must navigate an intricate landscape of clinical evidence, treatment guidelines, payer requirements, prior authorization processes, patient affordability concerns, and adherence challenges. Prescribing a therapy is no longer a single decision point. It is the beginning of a chain of events that determines whether a patient ultimately receives and remains on treatment. This is why the commercial conversation must expand beyond the traditional moment of prescription to encompass three interconnected journeys. The first is the Path-to-Prescribe , where scientific evidence, clinical education, and confidence in the therapy shape the physician’s willingness to recommend treatment. The second is the Path-to-Fulfill, where access, affordability, patient readiness, and operational support determine whether that recommendation ultimately becomes therapy in the patient’s hands. The third is the Path-to-Adhere , where ongoing patient support, monitoring, and engagement determine whether patients remain on therapy long enough to realize the intended clinical benefit. Science drives the Path to Prescribe, where evidence, clinical education, and confidence in the therapy shape the physician’s willingness to recommend treatment. Experience shapes the Path to Fulfill, where access, affordability, and patient readiness determine whether that recommendation becomes therapy in the patient’s hands. Sustained outcomes depend on the Path to Adhere, where ongoing support, monitoring, and engagement ensure patients remain on therapy long enough to realize its intended clinical benefit. When commercial organizations focus almost exclusively on the first while leaving the latter journeys fragmented and burdened, a significant portion of therapeutic value is lost between intention and impact. In many therapeutic areas, the result appears in the persistent gap between prescriptions written, prescriptions filled, and therapies sustained—gaps that reflect not a failure of science but a failure of system design. Recognizing these three journeys shifts the unit of focus from promotional activity to the real-world pathways through which care is delivered. It reframes the role of the field force, the purpose of digital engagement, and the design of patient support programs around a single objective: reducing the friction that stands between clinical intent, treatment initiation, and sustained patient outcomes. Customer Context Is the New Commercial Variable For much of the pharmaceutical industry’s history, commercial performance was largely explained by a familiar set of variables. Product efficacy, clinical differentiation, promotional reach, and sales force execution determined the trajectory of most brands. When performance lagged, leaders adjusted those levers by refining segmentation, optimizing targeting, and recalibrating call plans. Today those traditional levers still matter, but they no longer explain commercial outcomes on their own. A far more powerful variable has entered the equation: customer context. HCPs now operate within an environment defined not only by clinical complexity and administrative burden but also by rising expectations shaped by their experiences outside healthcare. Physicians are also consumers. In their personal lives they interact daily with companies such as Apple, Amazon, Tesla, and Netflix that anticipate their needs, remove friction, and simplify complex processes through thoughtful design. These experiences quietly reset the benchmark for competence, responsiveness, and respect for their time. When those same physicians step into their clinical roles, they do not shed those expectations. They carry them with them. The contrast between the seamless orchestration of their consumer experiences and the fragmented systems surrounding many healthcare interactions becomes difficult to ignore. What once felt acceptable now feels unnecessarily burdensome. This dynamic represents the Consumer-Grade Imperative. Healthcare professionals increasingly evaluate pharmaceutical engagement not against other pharmaceutical companies but against the best experiences they encounter anywhere in their lives. In this environment even a clinically superior therapy can struggle if the surrounding system makes it difficult to initiate treatment, navigate reimbursement, or support patient adherence. Customer context therefore becomes the new commercial variable. It determines whether scientific differentiation translates into practical adoption. It shapes whether prescribing intent becomes therapy initiation and whether therapy initiation becomes sustained patient outcomes. Call plans were designed to manage activity. Customer context requires organizations to manage journeys. The Field Force in the Era of Customer Context Recognizing customer context as the defining commercial variable inevitably reshapes how the role of the field force is understood. For decades the pharmaceutical sales representative has been positioned primarily as the carrier of scientific information. Call plans optimized the frequency and sequencing of these interactions to ensure that physicians received consistent messaging. That role does not disappear, but the environment surrounding it has changed profoundly. Physicians today are navigating administrative burden, payer complexity, digital information overload, and increasing time pressure. In this environment they are not simply seeking more information. They are seeking clarity, simplicity, and support that helps them navigate the complexity surrounding treatment decisions. This shift transforms the representative from a messenger of information into something far more valuable: a partner in removing friction from the care journey. Conversations move beyond repeating clinical claims toward understanding the practical barriers that physicians and their teams face as they attempt to initiate and sustain therapy for patients. The most effective field forces are therefore supported by commercial systems designed around journeys rather than activities. Representatives are equipped not only with scientific messaging but with the insight and coordination required to address obstacles across prescribing, reimbursement, and patient support. Field engagement becomes a catalyst for problem solving rather than simply a vehicle for promotion. From Call Plans to Customer-Aligned Commercial Systems If customer context has become the defining commercial variable, then the systems designed to support the field must evolve accordingly. The traditional call plan was built to manage activity. It provided structure for how frequently physicians were engaged, how territories were covered, and how resources were deployed. Yet activity alone does not determine whether therapies ultimately reach patients. What determines impact is whether the commercial system surrounding the physician reduces or increases the burden of delivering care. A customer-aligned commercial system begins with the journeys through which physicians help patients move from diagnosis to treatment and beyond. Marketing clarifies the scientific story. Sales provides trusted relationships and real-time understanding of physician needs. Access teams simplify reimbursement pathways. Patient support programs reduce administrative burden. Digital engagement reinforces and extends human interaction. The result is a commercial system that operates less like disconnected functions and more like an integrated network designed to help physicians help patients. This is the essence of Customer Excellence. It aligns the entire commercial enterprise around the real-world context in which care is delivered. The problem was never the call plan. The problem was the context. Key Takeaways Commercial performance in pharma organizations has traditionally been managed through field execution mechanics, yet the effectiveness of those mechanics increasingly depends on how well they reflect the real-world context in which physicians operate. Customer context has become the most pivotal commercial variable as administrative burden, payer complexity, and consumer-grade expectations reshape how prescribing decisions are made. HCPs now evaluate pharmaceutical engagement against the best experiences they encounter anywhere in their lives, raising the standard for clarity, responsiveness, and ease. Optimizing promotional activity alone is no longer sufficient. Commercial success depends on reducing friction across the journeys physicians navigate as they move patients from diagnosis to treatment. Customer Excellence represents the structural response, aligning marketing, sales, access, digital engagement, and patient support around the real journeys of care delivery . Diagnostic Questions to Consider Are we optimizing the activity of our field force, or designing commercial systems that support the real journeys physicians navigate to help patients receive therapy? How well do we understand the administrative, reimbursement, and operational barriers physicians encounter after they decide to prescribe a therapy? Do our commercial systems reduce the burden placed on physicians and their staff , or unintentionally add to the complexity of care delivery? Are we benchmarking our engagement against other pharma companies , or against the best experiences physicians encounter in their lives as consumers? Have our investments in digital platforms simplified the physician’s experience, or multiplied the number of disconnected interactions they must manage? Are we still managing performance through activity metrics alone , or beginning to understand the context that ultimately determines whether therapies reach patients? Closing Reflection The pharma and life sciences industry has spent decades refining the mechanics of field execution. Call plans, segmentation models, and targeting systems brought structure and discipline to commercial organizations. Yet the environment surrounding physicians has evolved far more rapidly than the systems built to support them. Healthcare professionals now operate in a world defined by consumer-grade expectations for clarity, responsiveness, and ease. When the experience of engaging with a pharmaceutical company fails to reflect those expectations, the contrast becomes impossible to ignore. Organizations that recognize this shift will redesign their commercial systems around the realities of modern care delivery. They will move beyond managing activity and toward understanding the context in which physicians help patients receive treatment. In doing so they will close the gap between scientific innovation and real-world impact. Your breakthrough science deserves experiences worthy of it. Together, we turn customer excellence into real-world impact. About the Author Wayne Simmons is a hands-on commercial excellence architect and founder of The Customer Excellence Agency, where he partners with pharmaceutical and life sciences leaders to turn customer-centric ambition into durable commercial advantage. He previously served as Global Customer Excellence Lead within Pfizer’s Chief Marketing Organization and has held leadership roles with Bayer Pharmaceuticals and The Ritz-Carlton Leadership Center. Wayne writes The Customer-Centric Marketer newsletter and is the author of The Customer Excellence Enterprise: A Playbook for Creating Customers for Life. The Customer Excellence Agency: Advancing the Pursuit of Excellence in Service of Science.
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