From Funnel to System: How the PXO Model Turns Patient Trust into Trial Success

By John Seaner

From Funnel to System:
How the PXO Model Turns Patient Trust into Trial Success

Clinical trials don’t fail because patients don’t care. They stall because patients don’t trust, don’t understand, or don’t see themselves in the process.

That was the central message of our latest webinar, where the Jumo Health team introduced the Patient Experience Organization (PXO) model–a concrete, system-level approach to designing trust into the clinical trial journey.

The big reframe: Trust–not attention–is the key to success

Awareness lights up dashboards but clicks do not equal commitment. The real drop-off happens between attention and action—right at the moment where trust breaks. Traditional recruitment approaches are built around funnels. They try to push more patients into the top of the funnel and hope that leads to higher enrollment. The PXO approach builds a system that orchestrates patients, caregivers, sites, HCPs, and sponsors around a unified experience.

What changes with PXO:

  • From media quantity → to experience quality
  • From medical eligibility only → to medical + behavioral eligibility
  • From persuasion → to activation (lower decision investment; make “yes” the natural choice)
  • From lagging metrics → to leading indicators and experience indexes

Recruitment is not a campaign; enrollment is not a transaction; retention is not a reminder.

Our PX Model Reimagines Trials as Patient-Centered Systems

The five-pillar PXO system is a closed, adaptive loop–a flywheel that learns. Each pillar informs the next.

Uncover:
Fuse medical eligibility with behavioral/SDOH/operational reality (distance to site, transportation, caregiver logistics, literacy). Map where trust is most likely to break.


Discover:
Identify what different patient archetypes and stakeholders need to decide  and capture why they hesitate so you can resolve the right frictions.


Design:
Turn touch points into trust points with plain language, modular/visual consent, micro-interactions that signal safety and belonging, and social proof (“people like me”). Use choice architecture ethically: framing, anchoring, defaults, nudges.


Deliver: Orchestrate a shared narrative consistently across relevant channels–sites, HCPs, advocacy, and digital.


Measure:
Add leading indicators (pre-screen completion, abandonment, time from first touch to consent) and composite experience indexes (confidence, comprehension, trust, clarity, burden) to catch issues early.

Where trust breaks first (and how to fix it)

Pre-screening & consent are the most fragile moments. That’s where fear and complexity collide. The panel highlighted practical moves that consistently reduce friction:

Make consent a conversation, not a contract. Swap pages of dense, legal jargon for interactive, modular, visual flows (think “TurboTax for consent”). Add micro-learning and teach-back moments to confirm comprehension.


Explain eligibility–fairly. If patients don’t qualify, tell them why in plain language, and route them to alternatives. Fairness becomes an emotional anchor.


Embed social proof at decision points. Real patient stories (“In My Shoes” videos) placed in email sequences and pre-screen flows measurably increase next-step actions.


Equip sites as experience makers. Give concise scripts, artifacts, and “watch-outs” for predictable drop-offs; provide a site playbook so nothing is left to change.


Measure What Matters: Leading Indicators and Composite Indexes

Lagging KPIs (e.g. randomized counts, screen fail rates) tell you what happened–too late to intervene. PXO layers in leading indicators and composite indexes that tell you where and why trust is eroding:

  • Confidence & Comprehension: quick pulses/teach-back scores in consent process
  • Trust: Composite from micro-signals (engagement depth, caregiver involvement, silence after consent)
  • Burden & Clarity: time-to-complete pre-screen, drop-off heat maps, question patterns
  • Engagement: adherence cues, early disengagement signals, cadence responsiveness

Consider both qualitative and quantitative metrics. The emotional connection through impactful storytelling is often what unlocks measurable success. Site, patient and caregiver experience feedback can also be a valuable indicator. 

Conclusion: PXO Reframes The Patient Journey

Design for human decision-making first, and enrollment, retention and diverse representation will follow.

  • Rewrite your consent experience: Modular, visual, with comprehension checks and “what to expect” mini-journeys.
  • Add social proof where decisions happen: Short patient story videos or caregiver testimonials on registration landing pages.
  • Act on silence: Treat lack of response after consent handoff as a red flag; empower sites with a playbook for outreach.
  • Start a reusable library. Build portfolio + disease + study-level assets to make a PXO approach fast and scaleable

Missed the live webinar?

Watch now on-demand

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Fixing the Friction in Trial Enrollment: From Persuasion to Activation

By John Seaner

Fixing the Friction in Trial Enrollment:
From Persuasion to Activation

Why do so many patients say “no” to clinical trials?

As our recent webinar made clear, the problem isn’t patient unwillingness–it’s design. 

Most people are open to research (70%), but we’ve made saying “yes” too hard.

Clinical Study Success Hinges on Choice

Throughout the clinical trial journey, patients make many choices.

The choice to enroll.

The choice to engage.

The choice to stay.

Therefore, the path to success is through choice architecture + patient activation: applying behavioral science, health literacy, and human-centered design so that enrollment feels clear, safe, and actionable.

Don’t persuade harder– design smarter.

Traditional recruitment pushes more messages, more calls, more ads. A Patient Experience Organization (PXO).approach flips the script: reduce cognitive load, lower decision investment, and build confidence and agency. When we design for how humans actually make choices, they are empowered to say “yes.”

What Drives "Yes"

Patients rarely decline clinical trial participation for one reason–it’s death by a thousand frictions: confusion, fear, overload, and inertia. In our live poll, fear topped the list. And the antidote for fear isn’t more facts–its trust, built through:

Simplification: Plain-language, stepwise experiences (think “TurboTax for consent”) with interactive, modular education.


Choice Architecture: Anchoring, framing, helpful defaults, and social proof (“others like you have participated”)


Human Signals: Real patient stories, authentic imagery, and tactile/digital micro-interactions that reduce cognitive load and boost trust


Care Circle Inclusion: Equip caregivers and site staff with clear tools and scripts so everyone feels prepared.


Measure What Matters: Activation, Not Just Enrollment

Lagging indicators (e.g. randomized counts) don’t tell the whole story. We advocated for composit indexes and early signals to measure things like confidence, comprehension, trust, burden and clarity:

  • Experience Index: Recruitment measurement
  • Activation Index: Enrollment measurement
  • Engagement Index: Retention measurement

Add micro-checks across the journey (quick confidence/comprehension pulses) and use AI where appropriate to detect and resolve friction before it becomes dropout. Consider both qualitative and quantitative metrics. The emotional connection through impactful storytelling is often what unlocks measurable success. Site, patient and caregiver experience feedback can also be a valuable indicator.

Conclusion: Make it Fast and Practical

You don’t need to overhaul everything to see impact:

  • Start small: Upgrade consent, add social proof, and introduce default “next best steps.”
  • Scale smart: Build multi-layered libraries (portfolio>disease>study) so high-quality, behaviorally informed assets are ready on day one.
  • Enable sites: Provide reusable scripts, tools, and engagement cadences that sustain participation–not just at enrollment, but all the way through retention.
  • Co-create with communities: Tailor content by age, culture, language, and context and deliver through channels they already trust

Missed the live webinar?

Watch now on-demand

Download the presentation


The Forgotten Stakeholder:
Why Caregivers Are the Key to Clinical Trial Success And How a PXO Engages Them Right

By John Seaner

The Forgotten Stakeholder:
Why Caregivers Are the Key to Clinical Trial Success And How a PXO Engages Them Right

Every clinical trial has participants.

But many, especially in rare disease, pediatric, oncology, and neurodegenerative trials, also have caregivers making or influencing every major decision along the way.

And yet, most protocols, consent forms, recruitment materials, and retention strategies treat caregivers as afterthoughts:

  • No separate communication tracks
  • No logistical or emotional support
  • No involvement in co-creation of materials
  • No metrics to track caregiver burden or confidence

This is a strategic blind spot. Because the caregivers aren’t just companions, they are often the gatekeepers, translators, advocates, schedulers, and navigators of the clinical trial experience.

Jumo Health’s Patient Experience (PX) model doesn’t just include caregivers. It’s built around them.

Understanding the Caregiver’s Role in Clinical Trials

Caregivers wear multiple hats in the clinical trial journey, often simultaneously:

Decision Influencer: Helping a patient evaluate risks, benefits, and feasibility

Logistics Manager: Coordinating appointments, transportation, medicines, and time off work

Emotional Buffer: Managing the psychological toll of participation for both the patient and themselves

Liaison With Site Staff: Communicating questions, concerns, and side effects on the patient’s behalf

Retention Enabler: Ensuring protocol adherence, visit follow-through, and continued engagement

Despite this, trial materials are rarely written for caregivers. Support systems are minimal. Consent forms assume the patient is always the decision-maker.

The result?

  • Lower recruitment from family-dependent patient populations
  • Higher screen failure when caregivers feel unprepared
  • No involvement in co-creation of materials

As a Patient Engagement Organization (PXO), Jumo Health changes this by treating caregivers as primary stakeholders, not supporting characters.

A New PXO Framework for Caregiver Engagement

Jumo Health engages caregivers across 4 integrated layers:

Parallel Education Tracks


Emotional and Logistical Support Tools


Burden Visibility and Mitigation


Caregiver-Centered Outcome Tracking

This framework addresses both the rational and emotional load caregivers carry and builds a support infrastructure that reduces dropout, improves consent quality, and strengthens trial adherence.

1. Parallel Education Tracks

Patients and caregivers process information differently. They have different questions, different fears, and different decision-making roles.

A PXO creates dual communication tracks that include:

Caregiver-specific versions of consent materials, FAQs, visit guides, and trial timelines


Shared decision templates that help caregivers and patients align on priorities


Disease education modules tailored to caregivers’ knowledge gaps


Role framing tools, e.g., “What to expect as a caregiver during this study” videos or infographics


In one pediatric oncology study, PXO-created caregiver education tools led to a 3x improvement in enrollment readiness compared to standard recruitment assets.

2. Emotional and Logistical Support Tools

Caregiving is exhausting. Doing it while managing a clinical trial adds complexity that few sponsors adequately address.

A PXO provides:

Emotional resilience guides: Supporting caregivers in navigating fear, guilt, hope, and fatigue


Time-impact calculators: Visual tools to forecast the weekly and monthly commitment needed


Care coordination planners: Templates for organizing transportation, meals, school, and work coverage


24/7 Q&A systems: Caregiver-specific digital channels (chatbots, hotlines, live chat) for rapid issue resolution


In trials where a PXO deployed caregiver logistics kits, early withdrawal due to “life burden” dropped by 41%.

3. Burden Visibility and Mitigation

You can’t improve what you don’t measure.

A PXO makes caregiver burden visible and actionable using:

Caregiver Burden Index (CBI): A proprietary score tracking time, emotional strain, and logistical effort


Caregiver Confidence Score (CCS): Measures their understanding of the trial and their role


Attrition Risk Forecasting: Identifies when caregiver burnout is likely to lead to dropout


Dynamic feedback loops: Allowing sites to adjust support strategies in real-time


We also work with sponsors to reframe protocol design through a caregiver lens, reducing unnecessary visits, offering virtual options, or providing travel stipends where needed.

4. Caregiver-Centered Outcome Tracking

A PXO ensures caregivers aren’t just engaged, they’re evaluated.

We track:

Caregiver engagement milestones: From consent prep to end-of-trial closure


Satisfaction with site interactions: Using NPS-style tools adapted for caregivers


Perceived trial value: Did they feel it was worth the effort? Would they do it again?


Post-trial activation: Did caregivers become advocates? Did they refer others?


In one rare pediatric neurology trial, caregivers who received PXO support were 2.4x more likely to refer another family to future trials from the same sponsor.

Application by Trial Type

A PXO tailors its caregiver model based on the specific trial population:

  • Pediatric Trials: Dual-child and caregiver materials, school coordination kits, developmental appropriateness guides
  • Rare Disease: Emphasis on advocacy partnerships, trust-building, and decision fatigue support
  • Cognitive Impairment: Enhanced proxy tools, legal and ethical framing modules, multi-generational materials
  • Late-Stage Cancer: Hospice care planning tools, end-of-life communication guides, spiritual support integration

Each approach is modular and scalable, allowing sponsors to start small and expand across global protocols.

Caregiver-Centric Design Drives Trial Success

Investing in caregivers isn’t just ethical, it’s operationally strategic.

Trials that support caregivers through a PXO framework see:


Faster enrollment, especially in dependent populations


Better adherence, as caregivers manage routines and side effects


Reduced site burden, since caregivers reduce redundant questions and complaints


Lower screen fail and early dropout, thanks to more confident, prepared families


More equitable participation, including from underserved and non-English-speaking communities


The ROI on caregiver engagement is not theoretical. It shows up in data quality, completion rates, and site performance.

PXO Metrics for Caregiver Engagement

A PXO tracks caregiver outcomes using:

  • CBI (Caregiver Burden Index): A multidimensional score of time, energy, and emotional cost
  • CCS (Caregiver Confidence Score): How well-prepared and informed they feel
  • Engagement Conversion Rate: How many caregivers move from education to trial commitment
  • Retention Impact Differential: Comparing retention rates between supported vs. unsupported caregiver cohorts

These metrics give clinical operations executives clear insight into what’s working and where intervention is needed.

Conclusion: The Caregiver Is the Unsung Hero of Clinical Trials

They juggle appointments. They make sacrifices. They do the research. They absorb the stress. And they do it all to support the person they love.

Ignoring caregivers isn’t just a design flaw, it’s a risk to your study’s success.

Jumo Health’s PX model places caregivers at the center of the experience where they’ve always belonged.

Want to reduce dropout, improve consent quality, and expand reach for family-dependent trials? Let’s talk.


Health Literacy Is the Hidden Enrollment Barrier:
How a PXO Closes the Comprehension Gap

By John Seaner

Health Literacy Is the Hidden Enrollment Barrier:
How a PXO Closes the Comprehension Gap

Every clinical trial requires informed consent. Every regulatory body mandates that patients understand what they’re signing up for. Every sponsor claims that education materials are “clear and easy to follow.”

But here’s the operational reality:

  • Up to 40% of trial participants don’t fully understand the purpose of the study they’re enrolled in.
  • One in three adults in the US has low health literacy and that number climbs in high-need, underserved, or non-English-speaking populations.
  • Trials often use materials written at a 10th–12th grade reading level, while best practice is to use 6th grade or below.
  • Low comprehension leads to higher screen failure, early withdrawal, and reduced data quality.

This isn’t a side issue. It’s a foundational weakness in how clinical trials communicate, enroll, and retain patients.

Health literacy isn’t just about words. It’s about meaning, context, and confidence.

And that’s exactly where a Patient Experience Organization (PXO) like Jumo Health creates strategic advantage.

The Myth of “Plain Language” Consent

Most trial consent materials claim to use “plain language.” But when we test these materials with real patients across language, age, race, and education level, three things become clear:

Language alone isn’t enough:
Patients also need visuals, analogies, repetition, and real-world relevance.


Comprehension is contextual:
What makes sense on paper doesn’t always resonate emotionally or cognitively during a vulnerable decision.


One-size-fits-all fails:
A first-time participant deciding on a Phase I trial isn’t the same as a parent weighing a pediatric study for a rare condition.

A PXO treats health literacy as a behavioral science problem, not just a copywriting task.

The PXO Approach to Health Literacy: 4 Dimensions of Design

At Jumo Health, our Patient Experience (PX) model incorporates a layered approach to health literacy, addressing not just what is said, but how, when, and why it’s communicated.

Our 4 pillars:

1. Cognitive Load Reduction

2. Emotional Framing

3. Contextual Anchoring

4. Iterative Comprehension Measurement

Let’s explore each one.

1. Cognitive Load Reduction: Say Less, Mean More

When patients are overwhelmed, scared, or unfamiliar with medical language, even “simple” sentences can be hard to process.

A PXO reduces cognitive burden with:

Information chunking: Breaking complex concepts into digestible sequences


Visual storytelling: Using illustrations, animations, or timelines to explain process and risk


Progressive disclosure: Revealing detail in layers, so patients aren’t bombarded upfront


Behavioral default design: Highlighting the key decisions clearly (eg, participation, withdrawal, follow-up), not burying them in pages of regulatory language


In one inflammatory disease trial, this approach raised comprehension from 62% to 89% in low-literacy participants.

2. Emotional Framing: Trust Starts Before Understanding

Even the most understandable content fails if it triggers fear, confusion, or distrust.

A PXO reframes trial participation emotionally:

Leads with “why,” not “what”: Anchoring the trial in patient-centered benefits (eg, “help others,” “contribute to science,” “better options”)


Acknowledges risk honestly: Trust is built when risks are described clearly, not minimized


Integrates stories from prior participants: Lived experiences increase resonance and reduce anxiety


Uses patient-preferred language: No one wants to be called a “subject.” Patients want to be seen as people.


This framing increases both recruitment intent and consent quality, especially in populations historically excluded from research.

3. Contextual Anchoring: Help Patients See Themselves in the Process

Understanding isn’t abstract, it’s personal.

A PXO uses tools that help patients see how the trial fits into their lived reality, including:

Visit walkthroughs: What will happen, where, with whom, and for how long


Decision maps: Helping patients identify what matters most to them: time, side effects, location, contribution


Daily life integration planners: Showing how the trial will impact work, school, family, or routine care


Caregiver overlay materials: Enabling shared understanding across family systems


This turns consent into a two-way conversation, not a document drop.

4. Iterative Comprehension Measurement: What Gets Measured Gets Improved

A PXO doesn’t assume comprehension. We measure it, continuously.

Our tools include:

Comprehension check-ins: Integrated into eConsent flows using short, emotionally neutral assessments


Informed Engagement Quality Score (IEQS): A metric that tracks how well patients grasp trial goals, procedures, and rights


Consent dropout heatmaps: Analyzing where patients disengage during the decision process


Mid-trial reinforcement modules: Revisiting key concepts at critical points, such as first dosing or protocol changes


One oncology sponsor using PXO methods saw a 36% reduction in early screen failure due to poor understanding.

Real-World Example: Health Literacy in a Rare Disease Trial

A global rare disease study for a metabolic condition faced high screen failure due to participants not fully understanding eligibility requirements.

A PXO implemented:

  • A comic-book style consent tool co-created with advocacy partners
  • Pre-consent coaching modules for caregivers, delivered via video
  • Progressive disclosure materials explaining the difference between research and treatment
  • Real-time IEQS dashboards for sites, flagging at-risk participants

Result: Comprehension scores rose by 42%, and early withdrawal dropped by 29% in the first 12 weeks.

Special Considerations by Trial Type

A PXO tailors health literacy solutions by trial category:

  • Common diseases: Combat message fatigue, normalize participation as part of standard care
  • Specialty diseases: Emphasize benefit framing and clarity around eligibility complexity
  • Rare diseases: Prioritize shared decision-making, caregiver education, and advocacy partnerships
  • Pediatric trials: Use age-appropriate tools, narrative visualizations, and separate caregiver/child materials

In every case, a PXO ensures comprehension is earned, not assumed.

Operational Benefits: Why Health Literacy Is a Business Driver

Improving comprehension does more than help patients, it drives trial success:


Higher enrollment rates from underserved, skeptical, or marginalized populations


Reduced screen failure, especially where eligibility is strict


Better retention, because patients know what to expect


Improved site efficiency, with fewer repeated questions and less emotional labor


Lower regulatory risk, with cleaner consent audits and participant-reported clarity


Put simply: Health literacy reduces trial risk at every level.

PXO Metrics for Health Literacy Impact

Our outcomes include:

  • PXCI (Patient Experience Composite Index): Combines comprehension, confidence, and emotional readiness
  • IEQS (Informed Engagement Quality Score): Tracks pre-enrollment understanding and post-enrollment reinforcement
  • Enrollment Friction Index (EFI): Measures where comprehension barriers stall progress
  • Retention Risk Score (RRS): Includes understanding as a predictive dropout factor

These are not vanity metrics. They guide operational decisions, site training, and resource allocation in real-time.

Conclusion: If Patients Don’t Understand, They Don’t Stay

We cannot ask patients to make life-altering decisions based on 15-page PDFs written at a 12th-grade reading level with no visuals and no emotional support.

That’s not informed consent. That’s informed confusion.

With a PXO you can redefine the trial experience with clarity, empathy, and context, not just better brochures.

In a world where health equity is a mandate, not a buzzword, health literacy is the single most important lever for inclusion, compliance, and retention.

Want to know how this PX model can improve comprehension across your pipeline? Let’s start the conversation.


Retention Isn’t a Reminder Problem:
How PXOs Reduce Dropout by Reengineering the Mid-Trial Experience

By John Seaner

Retention Isn’t a Reminder Problem:
How PXOs Reduce Dropout by Reengineering the Mid-Trial Experience

Clinical trial retention isn’t just a matter of convenience, it’s a matter of cost, validity, and survival.

Consider the operational impact:

  • Every early dropout devalues your enrollment investment.
  • Every missing data point risks protocol deviation.
  • Every lost participant increases regulatory scrutiny.
  • And every non-completer introduces bias, threatening trial integrity.

Yet dropout is widespread:

  • 15–40% attrition rates are common, especially in longer or complex studies.
  • Dropout often occurs within the first 2–4 visits, well before endpoints are reached.
  • Retention plans, if they exist at all, are usually passive: email nudges, site calls, occasional thank-yous.

What’s missing isn’t awareness or logistics. What’s missing is an intelligent, experience-first system, one that keeps patients emotionally engaged, cognitively supported, and operationally confident throughout the trial journey.

That’s what Jumo Health’s PX model delivers.

The Real Drivers of Dropout

Before we discuss how the PX model prevents attrition, let’s be clear about what causes it.

Patients rarely leave trials for a single reason. Retention failure is usually the result of accumulated friction; tiny stressors and misalignments that stack up until the trial no longer feels worth the burden.

Common drivers include:

Emotional Decay:
Initial motivation fades, replaced by doubt, anxiety, or frustration


Cognitive Overwhelm:
Patients lose track of visit purpose, procedures, or safety expectations


Life Logistics:
Changes in work, childcare, caregiving duties, or health status


Communication Gaps:
Lack of proactive updates, hard-to-reach sites, unclear expectations


Shifting Priorities:
Especially in long trials, other health needs or life events take precedence


Feeling Forgotten:
When patients feel like data points, not people

These aren’t problems solved by text reminders.

They’re experience-design failures and as a Patient Experience Organization (PXO), Jumo Health solves them at the source.

PXO as a Retention Engine

The PX model doesn’t treat retention as an afterthought. It’s baked into the trial experience from day one.

We deliver a system that:

    • Prevents dropout before it starts by designing for emotional resilience
    • Tracks dropout risk dynamically using real-time behavioral signals
    • Equips sites with predictive tools and actionable content
    • Centers the human experience, not just compliance metrics

These scores allow for proactive intervention and transparent ROI tracking.

Let’s break down the PX retention model across 4 strategic components:

1. Behavioral Continuity Mapping

2. Emotional Durability Design

3. Touchpoint Intelligence

4. Adaptive Engagement Frameworks

1. Behavioral Continuity Mapping

The first step is understanding how patient motivations and behaviors evolve after enrollment.

The PX retention model maps:

Motivational arcs: When does altruism peak? When does fatigue set in?


Dropout “danger zones”: Visit 2 (side effects), Visit 4 (routine fatigue), Visit 6 (external life conflict)


Friction flashpoints: Protocol confusion, repeated procedures, lack of trial updates


Segment-specific triggers: For example, older patients may disengage if transport support ends; caregivers may burn out mid-trial


Using this map, patient experience optimization introduces retention interventions timed to emotional, not just procedural, milestones.

Example: For a metabolic disorder trial, a PXO’s timeline-based friction forecast predicted a retention cliff at Month 3. Custom content and a care manager call at Week 10 improved completion by 32%.

2. Emotional Durability Design

Retention starts with how patients feel.

The PX retention model builds emotional durability using:

Progress Framing: Messaging that reinforces how far a patient has come, not just what’s next


Outcome Anticipation Tools: Reinforcing what patients are contributing to, even if they don’t directly benefit


Milestone Recognition: Not cheap gifts, but meaningful acknowledgments (e.g., letters from trial leadership, personalized progress infographics)


Social Identity Anchoring: Helping patients see themselves as contributors, not subjects


This layer keeps motivation alive even when the novelty wears off.

3. Touchpoint Intelligence

The PX retention model transforms every patient interaction into a moment of reinforcement not repetition.

This includes:

Micro-feedback loops: At each visit, patients rate how informed, confident, and supported they feel


Visit Companion Materials: Each visit gets its own explanation sheet with “why this matters” context


Dynamic FAQs: Updated based on site feedback and patient queries


Risk Signal Monitoring: Flagging patients who cancel last-minute, ask more negative-toned questions, or express hesitancy


When retention signals degrade, the PX system triggers a proactive recovery plan: customized messaging, coordinator outreach, or a digital nudge.

In a pediatric endocrinology trial, this system cut mid-study withdrawal in half at 5 high-risk sites.

4. Adaptive Engagement Frameworks

No two trials and no two patients retain the same way. The PX retention model creates modular frameworks tailored by:

Therapeutic area: Oncology fatigue is different from dermatology discouragement


Trial phase: Phase I patients require higher reassurance; Phase III patients need sustained connection


Cultural norms: Retention cues differ across regions (e.g., community-based reinforcement in APAC vs. personalized status in EMEA)


Age and activation level: Low-activation patients benefit from concierge-like support; high-activation patients want autonomy and information depth


This adaptive model ensures retention isn’t just reactive. It’s strategic, segmented, and scalable.

Operational Value of Retention-Centered Design

Clinical operations executives often ask: what’s the measurable value?

Here’s what a PXO-driven retention approach delivers:


Cost-per-completer drops by 20–35%


Fewer rescue studies and protocol amendments


Improved data completeness and endpoint powering


Higher site satisfaction and less coordinator burnout


Stronger submission packages with lower dropout bias


Higher patient satisfaction scores, fueling advocacy and reactivation


In short: better science, better economics, better experience.

PXO Retention Metrics

We measure what matters. The PX model includes:

  • Retention Resilience Index (RRI): Predicts likelihood of completion based on early trial signals
  • Dropout Risk Velocity (DRV): Tracks how fast disengagement risk accelerates in different cohorts
  • Visit Confidence Score (VCS): Real-time feedback on whether patients understand and value upcoming visits
  • Trial Satisfaction Score (TSS): Comprehensive patient-reported outcome on trial experience, segmented by phase and visit

These metrics allow clinical operations teams to intervene early and optimize continuously.

Retention in Context: Common, Rare, Specialty, and Pediatric Trials

A PXO customizes retention by disease type:

  • Common diseases: Measures emotional, informational, and logistical readiness pre-consent
  • Specialty diseases: Emphasize side effect management, real-world benefit alignment
  • Rare diseases: Prioritize caregiver support, decentralized access, and long-term trust
  • Pediatric trials: Integrate child-friendly framing, family engagement, and school/work conflict mitigation

In all cases, a PXO sees retention not as a metric but as a relationship.

Conclusion: Retention is an Experience, Not a Reminder

Retention doesn’t start when a patient misses a visit. It starts the moment they say yes.

A PXO ensures that “yes” turns into a sustained journey, one where patients feel valued, informed, and supported every step of the way.

If you’re still losing patients mid-stream, it’s not your protocol. It’s your system.

Let’s redesign retention before dropout becomes your next operational crisis.


How PXO Unlocks Enrollment

By John Seaner

Rare Disease, Rare Opportunity:
How A PXO Unlocks Enrollment and Equity in Ultra-Orphan Trials

Rare disease trials are often characterized by a single assumption: smaller patient populations mean simpler studies. Fewer patients, fewer sites, faster timelines, right?

Wrong.

In truth, rare disease trials are among the most complex and fragile studies in the clinical development pipeline. These trials face challenges in:

  • Patient identification.
  • Diagnosis delays.
  • Eligibility barriers.
  • Trust gaps.
  • Care coordination.
  • Long-term retention.

And the most dangerous assumption of all? That rare disease patients are eager to participate simply because they have limited options.

This underestimates the emotional, logistical, and psychological weight of participating in research for a condition that has historically been ignored, misdiagnosed, or misunderstood.

As a Patient Experience Organization (PXO), Jumo Health understands these challenges. And our PX model provides an answer: a structured, behaviorally intelligent system for engaging rare disease patients and caregivers with empathy, clarity, and trust.

In this post, we explore how this PX model transforms rare disease trials from high-risk recruitment efforts into inclusive, scalable, and ethically sound enrollment ecosystems.

The Rare Disease Recruitment Crisis

There are over 7,000 rare diseases, yet less than 10% have FDA-approved treatments. Many rare conditions are ultra-orphan, affecting fewer than 1,000 patients worldwide.

Despite this urgency, the numbers paint a bleak picture:

    • Average diagnosis delay: 5–8 years
    • Screen failure rates: Up to 60% due to narrow eligibility or comorbidity exclusions
    • Trial awareness: Rare disease patients are 3x less likely to hear about trials than those with common conditions
    • Retention drop-off: As high as 45%, especially in trials with intensive protocols or long durations

Traditional recruitment strategies fall short. Why?

Because for rare disease patients, participation isn’t just a clinical decision, it’s a deeply personal, often traumatic milestone. Many patients are being asked to trust an industry that’s ignored them for decades.

Our PX model is built to repair that trust and convert it into sustained participation.

Rare disease patients don’t arrive at trial participation casually. Their journey is long, nonlinear, and emotionally turbulent.

The Rare Disease Decision Journey: More Than Just a “Yes”

Key phases include:

Symptom Suspicion:
Years of misdiagnosis, false hope, and frustration


Diagnosis Event:
Relief, grief, and identity shift


Search for Options:
Peer forums, advocacy groups, and medical tourism


Encountering Research:
Skepticism, confusion, and guarded optimism


Decision-Making:
Navigating unclear benefits, potential risks, and family concerns

This journey often includes caregiver triangulation, insurance fights, and medical gaslighting. By the time a patient hears about a trial, they are emotionally and cognitively spent.

The PX model honors that reality by designing support systems for the entire decision journey not just the enrollment moment.

PXO in Action: A Custom Framework for Rare Disease Trials

We deliver activation for rare disease trials through 5 integrated layers:

1. Trust Architecture

2. High-Context Clarity

3. Caregiver Integration

4. Decentralized Support Infrastructure

5. Continuity-Driven Retention Systems

Let’s explore each.

1. Trust Architecture

Rare disease patients often enter the trial conversation with a trauma-informed mindset. They’ve been dismissed, misdiagnosed, and underserved.

A PXO builds trust using:

Lived Experience Storytelling: Patient and caregiver narratives integrated into trial education materials


Transparent Framing: Clear articulation of knowns, unknowns, and the purpose of the study


Motivational Congruence Mapping: Aligning trial goals with what patients value (e.g., slowing decline, being heard, helping others)


Co-Created Content: Resources developed with rare disease advocates, not just medical writers


In one neuromuscular disorder trial, PXO-based trust tools increased enrollment intent by 47% among families previously disengaged from research.

2. High-Context Clarity

In rare disease trials, clarity isn’t just about simplifying language, it’s about contextualizing every detail for a patient population with unique lived realities.

A PXO addresses this with:

Disease-Specific Visual Consent Guides: Tailored to illustrate how the trial may impact progression, daily life, and caregiver support


Treatment History Mapping Tools: Helping patients visualize how trial participation integrates with current regimens, devices, or assistive technologies


Benefit-Risk Positioning Grids: Presenting what’s known about the investigational therapy in the context of current standard of care (or lack thereof)


Decision Dialog Templates: Scripts and tools for family conversations, especially in conditions affecting minors or cognitively impaired adults


The result? Patients and caregivers feel prepared, not pressured, leading to higher-quality consent and fewer early withdrawals.

3. Caregiver Integration

Most rare disease trials involve proxy decision-makers such as parents, spouses, or legal guardians. Yet many trial designs treat caregivers as bystanders.

A PXO repositions them as co-pilots, with:

Parallel Education Tracks: Separate but aligned materials for patients and caregivers


Caregiver Burden Planners: Tools to visualize time, travel, emotional, and financial impact over trial duration


Emotional Resilience Guides: Supporting caregivers in managing hope, guilt, fear, and grief throughout the study


Logistics Coordination Modules: Simplifying transportation, visit scheduling, and communication with schools or workplaces


This isn’t just ethical, it’s operational. Trials that engage caregivers retain patients longer and experience fewer protocol deviations.

4. Decentralized Support Infrastructure

Rare disease patients often travel hundreds of miles to access care. Many live in rural or medically underserved areas.

A PXO builds distributed access pathways with:

Tele-Consent and Tele-Coordination: Enabling participation without geographic restriction


Home Health Visit Toolkits: Visual and procedural materials for mobile nurses and phlebotomists


Digital Visit Prep Engines: Interactive modules that simulate visits, so patients know what to expect even if the site is far away


Remote-Ready ePRO Systems: Designed for ease of use across age, tech literacy, and cognitive function


This decentralized approach expands access while reducing dropouts driven by travel fatigue and logistical overwhelm.

5. Continuity-Driven Retention Systems

Rare disease patients are often in trials for months, even years. Many studies include open-label extensions or post-market observational arms.

A PXO delivers long-term retention through:

Visit Milestone Recognition: Behavioral nudges that reinforce progress and contribution


Personalized Information Refreshers: Updates that re-explain trial goals, procedures, and importance as context shifts


Care Continuity Coordination: Supporting transitions between trial care and routine clinical care


End-of-Trial Transitions: Preparing patients and families emotionally and medically for what comes after the study


In a pediatric lysosomal storage disorder trial, PX interventions led to a 66% improvement in end-of-trial visit attendance compared to sponsor benchmarks.

Metrics That Matter

A PXO tracks rare disease trial performance using:

  • Patient Decision Readiness Score (PDRS): Measures emotional, informational, and logistical readiness pre-consent
  • Caregiver Confidence Index (CCI): Assesses caregiver understanding and support capacity
  • Equity Access Score (EAS): Monitors trial reach across geographic, socioeconomic, and racial demographics
  • Behavioral Retention Probability (BRP): Predicts dropout risk based on real-time engagement signals

These metrics allow clinical operations teams to intervene early and optimize continuously.

Why Clinical Operations Must Lead the Shift

Rare disease trials can’t afford waste. Every patient counts. Every visit matters. Every dropout jeopardizes the study.

PX optimization is not a “nice-to-have.” It’s a mission-critical system that delivers:


Faster enrollment


Higher consent quality


Lower screen fail rate


Longer retention


Greater data equity


Higher regulatory confidence


Conclusion: Respect Builds Results

Rare disease patients are not desperate, they’re discerning. They’ve waited years for this moment. And when they agree to participate, they’re not just volunteering, they’re advocating.

A PXO ensures that this act of advocacy is met with respect, clarity, and support at every touchpoint. If your next rare disease trial can’t afford enrollment delays, protocol amendments, or mid-study attrition, let’s talk.


Designing for Childhood, Not Just Compliance:

By John Seaner

Designing for Childhood, Not Just Compliance:
The PXO Blueprint for Pediatric Clinical Trials

Pediatric clinical trials carry one of the most complex engagement burdens in all of clinical development.

You’re not just recruiting a patient.

You’re recruiting:

  • A child.
  • A caregiver.
  • A family system.
  • Sometimes a school, a social worker, or a community network.

And you’re doing it against a backdrop of ethical sensitivity, emotional uncertainty, and regulatory scrutiny.

Operationalizing that complexity requires more than child-friendly graphics or simplified language.

It requires a system built to activate and sustain trust across multiple decision-makers, each with different emotional stakes, informational needs, and practical concerns.

That’s where Jumo Health’s Patient Experience (PX) system delivers unmatched value.

Why Pediatric Trials Fail to Engage

Despite advances in protocol design and site training, pediatric trials remain among the slowest to enroll and hardest to retain.

Consider the barriers:

Parental fear of exposing a child to unknown risks

Low trust in industry-led pediatric research

Limited direct benefit since rare disease patients are 3x less likely to hear about trials than those with common conditions

Burden on family logistics (travel, time off work, childcare for siblings)

Site challenges in managing pediatric consent/assent workflows

Lack of child-centric communication tools that account for developmental stages

And then there’s the unspoken emotional calculus: “What if I say yes, and something goes wrong?”

These aren’t just emotional hurdles. They’re operational failure points if not proactively addressed.

Our PX Model Reimagines Pediatric Trials as Family-Centered Systems

Jumo Health does not treat pediatric participation as an extension of adult engagement.

We treat it as an entirely separate decision ecosystem, one that requires specialized behavioral strategies, co-designed content, and a deep respect for caregiver psychology.

Our PX model for pediatrics includes 4 foundational layers:

Child Activation:
Developmentally tailored education, visualization, and choice-making tools


Caregiver Confidence:
Messaging, scripting, and resources that reduce guilt, fear, and ambiguity


Family System Enablement:
Tools for sibling support, school coordination, and social context planning


Site Adaptation:
Consent/Assent journey maps, training modules, and PX dashboards designed for real-world implementation


Let’s explore each in depth.

1. Child Activation: Meeting Kids Where They Are

Children aren’t mini adults. Engagement must respect their cognitive, emotional, and social development levels.

A PXO approaches pediatric activation with:

Story-Based Visual Consent Tools: Illustrated guides that use characters and narratives to explain what participation will feel like, not just what it is


Age-Specific Comprehension Checkpoints: Ensuring understanding through art, play, and dialog, not passive forms


Gamified Visit Previews: Helping younger children visualize what to expect at each visit using friendly animations and milestone badges


Emotional Scaling Tools: Allowing children to express fear, worry, or confusion using emoji-based check-ins


In one pediatric oncology trial, a PXO improved initial assent comprehension by 72% and reduced refusal rates by 39% at high-volume sites.

2. Caregiver Confidence: Reducing Fear, Building Trust

Parents and guardians are the ultimate gatekeepers. They are also the most emotionally burdened stakeholders.

A PXO supports caregivers with:

Decision Companion Guides: Plain-language documents that explain what questions to ask, how to talk to children, and how to evaluate risk


Benefit-Risk Framing Tools: Neutral but supportive frameworks that show what’s known, what’s unknown, and what matters for their child


Emotional Timeline Coaching: What caregivers can expect to feel (and when) during the trial, from decision guilt to mid-trial fatigue


Parallel Communication Tracks: Materials tailored separately for mothers, fathers, grandparents, and guardians based on segment research


One study on neurodevelopmental disorders used PX-based caregiver modules to reduce consent withdrawal by 44% in the first 3 months.

3. Family System Enablement: Engaging the Whole Household

Participation impacts the full family ecosystem.

A PXO addresses:

Sibling Explainer: Simple age-appropriate guides that help siblings understand what’s happening


School Collaboration Toolkits: Support for absences, documentation for educators, and behavioral management guidance


Remote Participation Planning: Solutions for telehealth, flexible visit scheduling, or hybrid participation when travel is a barrier


Caregiver Employment Support Templates: Letters for employers explaining trial schedules and caregiver responsibilities


This ecosystem approach transforms participation from an isolated medical decision to a sustainable, supported family choice.

4. Site Adaptation: Operationalizing Pediatric Patient Experience

A PXO doesn’t stop at the patient and caregiver. It equips sites with:

Consent/Assent Workflow Maps: Distinct tracks for different age groups and caregiver types


Role-Play Scripts and Video Training: Teaching coordinators how to respond to fear, confusion, or ethical hesitation


PX Dashboards for Pediatric Trials: Live data on comprehension, drop-off risk, and emotional readiness


Localization Support: Materials tailored to community norms, language, and cultural expectations


In a global pediatric asthma study, site-reported stress during consent sessions dropped by 61% after PX rollout, and time to full consent/assent completion decreased by 42%.

PXO Metrics in Pediatric Trials

Jumo Health measures pediatric patient experience performance using:

  • Pediatric Engagement Readiness Score (PERS): Indicates overall readiness and emotional state of child and caregiver pre-enrollments
  • Assent Comprehension Index (ACI): Measures child understanding in age-specific brands
  • Caregiver Confidence Score (CCS): Tracks how informed and supported caregivers feel across the trial
  • Participation Fragility Index (PFI): Redirects risk of mid-trial withdrawal due to family system stress

These scores allow for proactive intervention and transparent ROI tracking.

Beyond Participation: Building Trust for Future Research

Children in trials today are the adult participants of tomorrow. Their caregivers are the future advocates or detractors for your brand, your trial, and your science.

Our PX model includes:


Post-Trial Transition Support: Explaining next steps in ways children and families understand


Gratitude and Advocacy Tools: Helping families feel acknowledged, not extracted


Future-Readiness Engagement: Opt-ins for recontact, education, and community building


One PXO pilot study found that over 80% of caregivers were more likely to consider future trial participation, and 74% said they’d recommend participation to other families.

Conclusion: Pediatric Trials Demand More Than Protocol Flexibility

They demand deep respect for childhood, caregiver psychology, and family realities.

As a PXO, Jumo Health provides the infrastructure to operationalize that respect, increase enrollment, improve retention, and reduce risk at every stage.

This is not optional. It’s how we stop treating pediatric patients as a recruitment problem and start seeing them as partners in science.

Contact Jumo Health to see how this PX model can transform your next pediatric trial.


Why Patients Drop Out Before They Even Join

By John Seaner

The Enrollment Abyss:
Why Patients Drop Out Before They Even Join, and How a PXO Closes the Gap

Clinical trial recruitment strategies are often built around one core assumption: if patients know about your trial, they’ll participate. So, sponsors invest heavily in awareness campaigns, eligibility pre-screeners, and digital outreach platforms all to “fill the funnel.”

But awareness alone is a false proxy for intent.

High click rates, large referral volumes, and widespread campaign visibility mean nothing if patients don’t follow through. Most patients drop out before they even reach the consent stage, a phenomenon we call the Enrollment Abyss.

Why? Because while recruitment teams focus on visibility, patients are silently navigating emotional, cognitive, and logistical minefields with little support.

Jumo Health is a Patient Experience Organization (PXO) that addresses this gap head-on. By applying behavioral science, health literacy, and human-centered design across the pre-consent experience, our Patient Experience (PX) model replaces passive interest with committed participation.

The Enrollment Abyss: A Breakdown in the Decision Journey

Let’s trace the typical patient pathway from initial outreach to full enrollment:

Awareness:
A patient hears about a study through an ad, HCP, or community channel.


Consideration:
They click, call, or ask for more information.


Screening:
A prescreener determines eligibility.


Consent:
They review trial details and decide to participate.


Enrollment:
The first visit confirms participation.

At each step, attrition compounds. For every 100 patients who express interest:

may complete a screener

may be eligible

may engage with the site

may begin consent

may enroll

This funnel is neither efficient nor ethical. Patients fall away not because they don’t qualify, but because the path to participation is confusing, overwhelming, and emotionally unsupported.

What Patients Experience That Sponsors Often Miss

Patients don’t make trial decisions in a vacuum. They do it while managing symptoms, juggling care responsibilities, worrying about work, and seeking approval or support from family members.

Let’s break down the 4 hidden forces that drive pre-enrollment dropout:

1. Cognitive Load

Most trial materials are designed for regulators, not real people. Protocol language, eligibility criteria, and visit schedules are complex, even for health-literate adults. Cognitive load causes mental fatigue, risk aversion, and decision paralysis.

2. Emotional Friction

Fear, mistrust, and anxiety are common. Patients fear side effects, placebos, or feeling like “guinea pigs.” Without empathetic framing and psychological safety, they disengage.

3. Social Uncertainty

Patients worry about how their decision will affect family, friends, or jobs. Will their employer be flexible? Will their spouse support the decision? Will their community understand?

4. Procedural Ambiguity


Even when patients want to participate, the logistics are rarely clear. Who calls next? What should they bring to a visit? How long will it take? These gaps signal disorganization and erode trust.

A PXO Transforms Enrollment Into a Designed Experience

Jumo Health reimagines enrollment not as a series of disconnected steps, but as a designed decision experience, one that anticipates, informs, and activates patients in real time.

We deploy a system of engagement that integrates 5 key elements:

1. Behavioral Journey Mapping

2. Decision Support Tools

3. Clarity-Focused Content

4. Emotional Priming
 and Reassurance

5. Participation Readiness Scoring

Let’s explore how each element works.

1. Behavioral Journey Mapping

The PX model begins by mapping not just the procedural flow of enrollment, but the behavioral and emotional steps that patients go through.
This includes:

Identifying decision points: e.g., whether to respond to an ad, complete a screener, tell a caregiver


Anticipating drop-off triggers: e.g., feeling overwhelmed, confused by medical language, loss of motivation


Embedding recovery moments: e.g., nudge emails, chatbot reassurance, pre-consent coaching


These maps allow us to design interventions at precise friction points, transforming passive drop-offs into re-engagement moments.

2. Decision Support Tools

The PX model equips patients with tools that don’t just explain the trial, they support the decision-making process itself.
Examples include:

Side-by-Side Comparison Sheets: Trial participation vs. standard care, highlighting visit burden, potential benefits, risks, and unknowns


Values Clarification Exercises: Helping patients understand what matters most to them (e.g., symptom relief, helping others, time commitment).


Digital Decision Companions: Interactive guides with FAQs, glossary terms, visual walk-throughs, and site contact options


Social Influence Templates: Materials to help explain the trial to partners, children, or employers, reducing uncertainty and stigma


These tools shift the dynamic from “do I qualify?” to “is this right for me?”

3. Clarity-Focused Content

The PX model rewrites the enrollment experience using plain language, visual design, and health literacy principles. But more importantly, we segment content by context, not just language.
We differentiate:

Newly diagnosed vs. experienced patients


Digitally fluent vs. digitally hesitant populations


Culturally distinct communities with different information trust models


Caregiver-inclusive households who need dual communication tracks


In one real-world example, a PXO redesigned an IBD trial’s pre-consent materials for Spanish-speaking caregivers. Result: 3x higher call-back rate, and 2.4x higher consent initiation.

4. Emotional Priming and Reassurance

Many patients click out of curiosity but then hesitate.
The PX model uses behavioral science to reduce hesitation through:

Narrative Engagement: Real patient stories, conveyed with authenticity, that reinforce agency, hope, and relatability


Framing Nudges: Messaging that presents participation as an act of control, contribution, or community service


Stress Buffering Scripts: Chat and email copy designed to reduce cortisol-triggering language and promote calm decision-making


Microcommitment Pathways: Breaking down decisions into smaller steps (e.g., “watch a short video,” “schedule a 10-min call”) to reduce drop-out


We don’t assume readiness. We build readiness.

5. Participation Readiness Scoring

The PX model tracks behavioral signals that indicate patient readiness and risk of dropout:

Click patterns (e.g., time spent on trial burden pages vs. benefit pages)


Engagement speed (e.g., how fast they complete screens, how often they re-visit)


Caregiver interactions (e.g., forwarding materials, shared decision behavior)


Survey response tone (e.g., hesitancy indicators, confusion markers)


In one trial for moderate psoriasis, participant readiness scoring identified high-risk dropouts pre-consent, enabling site coordinators to personally intervene. The result? 26% lift in screening-to-enrollment conversion.

Why Clinical Operations Must Lead This Shift

Enrollment isn’t a marketing challenge. It’s an operational blind spot.

When patients drop out before they even enroll, it’s not because they’re uninformed but because they’ve been under-supported.

A PXO provides clinical operations teams with:


Predictable conversion rates based on behavioral tracking


Higher data quality by reducing regret-driven consent


Faster time to full enrollment with fewer screen-fail surprises


Lower site friction thanks to more informed, pre-qualified participants


Metrics That Matter

The PX model tracks enrollment performance using:

  • IEQS (Informed Engagement Quality Score): Assesses consent comprehension, values alignment, and emotional readiness
  • Enrollment Journey Completion Rate (EJCR): Percent of patients who move from interest to full enrollment
  • Participation Confidence Index (PCI): Likelihood that a patient will remain engaged post-enrollment based on early behavioral markers
  • Nudge Responsiveness Score (NRS): Sensitivity to behavioral prompts that sustain decision momentum

Real Outcomes

In a Phase 3 trial for generalized anxiety disorder (GAD):

  • Implementing patient experience optimization increased consent rates by 31%.
  • Time to full enrollment dropped by 22 days.
  • Early dropouts (within 2 visits) fell by 38%.
  • Patient satisfaction with enrollment process jumped to 92%.
  • Site coordinator time spent on repeat explanations dropped by 40%.

Close the Gap Before It Opens

If your enrollment strategy stops at screener completion, you’ve already lost the trial.

Patients don’t enroll because they qualify, they enroll because they feel ready, supported, and informed. That readiness doesn’t happen by accident. It happens by design.

The PX model is how you close the Enrollment Abyss with clarity, trust, and a system that respects the complexity of patient choice.

If you’re ready to replace dropouts with commitments,  request your PX consultation.


Solving the Silent Dropout Problem in Specialty Disease Trials

By John Seaner

Solving the Silent Dropout Problem in Specialty Disease Trials:
Why a PXO Is the Retention Engine Trials Desperately Need

Clinical trial success hinges on more than enrollment. In specialty disease research, conditions like multiple sclerosis, ulcerative colitis, endometriosis, lupus, and chronic migraine, getting patients in the door is only the beginning. Retention is where most trials break down.

Too often, sponsors fixate on recruitment volume without building systems to sustain engagement. The result? Early enthusiasm evaporates. Visit adherence declines. Dropouts rise. And trial timelines, data quality, and budget integrity all suffer.

What’s worse is that the industry frequently treats retention failures as unavoidable: “the cost of doing research.” But that mindset is both outdated and operationally dangerous.

Jumo Health’s Patient Experience (PX) model reframes retention not as a passive metric to track, but as a system to design. Especially in specialty disease trials where patients live with complex, fluctuating conditions, the PX model delivers sustained, behaviorally intelligent engagement that improves outcomes across the board.

The Retention Problem Is Bigger Than You Think

Let’s start with data:

    • The average dropout rate across clinical trials is 30% to 40%, with some specialty trials exceeding 50%.
    • A single patient withdrawal in a specialty disease trial can cost $17,000 to $50,000, depending on protocol intensity and replacement needs.
    • Mid-trial dropouts disproportionately affect minority participants, contributing to data disparities and post-market safety blind spots.

These are not just statistical problems. They are design failures. They reflect a system that recruits patients into participation but fails to retain their confidence, clarity, or motivation.

Specialty trials amplify this risk due to the very nature of the diseases being studied:

  • Patients are often fatigued by years of treatments with variable success.
  • They may be managing multiple comorbidities, and increasing emotional and logistical burden.
  • Disease symptoms may be episodic, reducing perceived urgency mid-trial.
  • Sites are frequently specialty clinics with high throughput, leaving little time for deep relationship building.

Retention is not solved by adding stipends or sending reminders. It is solved by building a system around the actual patient experience.

Specialty Disease Participation = High Decision Investment

Specialty trial participation isn’t a light decision. These are not routine outpatient visits. They’re multi-visit commitments requiring invasive assessments, therapy pauses, schedule disruptions, and significant life impact.
Patients weigh:

  • Will this trial make me feel better or worse?
  • How will it affect my current care plan?
  • Can I afford to take time off work for extra visits?
  • What will my family think about the risks?
  • Do I trust this sponsor or site?

These are high decision investments. And any friction such as unclear logistics, inconsistent messaging, and inadequate support can tip the scale toward withdrawal.

This is where the PX model comes in.

Patient Experience Optimization = Retention by Design

As a Patient Experience Organization (PXO), Jumo Health recognizes that sustained trial engagement is not an accident, it’s an outcome of experience architecture.
Our PX model replaces fragmented retention tactics with a connected, cross-phase system grounded in three disciplines:

Behavioral Science:
Reducing dropout by anticipating psychological triggers, stress points, and decision fatigue.


Health Literacy:
Ensuring patients and caregivers understand not just what is happening, but why it matters.


Human-Centered Design:

Building trust, clarity, and support into every touchpoint from consent to the last visit.

Let’s break down how the PX model operates across a specialty trial lifecycle.

Before Enrollment: Setting the Right Expectations

The PX model reduces regret-based dropout by aligning expectations early before the first signature.
Tactics include:

Experience Preview Tools: Simulated day-in-the-life content so patients understand what trial participation will require (e.g., lab visits, GI preps, device use).

Side-by-Side Comparison Sheets: Clarify how participation differs from standard care, including time, outcomes, and risks.

Behavioral Opt-In Pathways: Patients can signal readiness levels, flag concerns, and get tailored responses that address their specific hesitation points.

When patients enroll with clarity and not just eligibility, retention improves dramatically.

Early-Trial Stage: Building Confidence and Connection

The first three visits in a specialty trial are critical. This is where drop-off peaks. PX Interventions here include:

Comprehension Reinforcement Nudges: Bite-sized reminders, explainers, and prompts delivered by SMS, email, or in-visit tools to reinforce understanding.


PX Visit Kits: Customized materials for patients and caregivers to understand procedures, expected timelines, and side effect management.


Trust Loop Mapping: Real-time feedback capture that identifies patients at risk of disengagement due to unmet expectations or unclear instructions.


In one Phase II endometriosis trial, Jumo Health’s PX model led to a 46% reduction in early-stage dropouts compared to a previous protocol version, driven largely by better expectation management and symptom prep tools.

Mid-Trial Stage: Maintaining Engagement in the “Quiet Middle”

By the midpoint of a specialty study, the novelty has worn off and treatment fatigue sets in. The PX model addresses this phase by:

Reactivation Campaigns: Reminders of “why this matters” tied to patient values, previous engagement signals, or comparative metrics (e.g., adherence success).


Symptom-Specific Support Tools: For diseases like IBD or MS, PX optimization provides timely digital tools to address flare-up fears and reinforce care continuity.


Behavior-Triggered Outreach: RRS (Retention Risk Score) algorithms detect warning signs such as missed visits, silence, or reduced ePROs and deploy support before withdrawal happens.


In one chronic migraine trial, dropout decreased by 31% mid-study after implementing PXO-powered risk scoring and proactive interventions.

Late-Trial Stage: Closing Strong and Building Advocacy

Retention doesn’t stop at the final visit. Patients often feel uncertain, disconnected, or abandoned, especially if the outcome is unknown. The PX approach extends support with:

Post-Trial Transition Kits: Guidance on what happens next, how to stay in touch, and access to future opportunities.


Digital Advocacy Onboarding: Options for patients to opt into community groups, share experiences, and refer others.


Gratitude-Based Reengagement: Personalized thank-you campaigns that validate contribution and reinforce their value to science.


This not only boosts final visit completion, but increases the likelihood of future trial participation, word-of-mouth referrals, and long-term sponsor reputation.

PXO Retention Outcomes in Practice

In a multicenter Phase III trial for moderate-to-severe ulcerative colitis (N=400):

  • PXO implementation led to a 37% improvement in visit adherence
  • Dropouts decreased by 42% compared to matched historical protocols
  • Patient-reported satisfaction (measured at V3 and final visit) exceeded 90%
  • Protocol deviations related to missed education were reduced by half

These improvements translated into faster database lock, lower data cleaning costs, and a higher quality, more diverse dataset for submission.

Metrics That Matter for Retention

PX retention performance is tracked with precision through:

  • Patient Journey Completion Rate (PJCR): Measures how many patients complete protocol-defined journeys
  • Motivational Drift Index (MDI): Tracks declines in stated patient motivation over time
  • PX Comprehension Score (PXCS): Gauges how well patients retain understanding of trial procedures and value
  • ePRO Completion Continuity: Identifies drop-off points in patient-reported outcome reporting, often a proxy for disengagement

These metrics don’t just flag problems, they enable live intervention.

Sites Love Our PX Model, Too

Retention efforts often fall to overburdened coordinators. PX removes this pressure by offering:

  • Site-specific retention dashboards
  • Localized versions of toolkits tailored to protocol and cultural context
  • Live troubleshooting support for coordinators and site managers


In feedback surveys, 88% of sites using PX support reported that patient communication burdens were “significantly reduced.”

Why Specialty Trials Can’t Afford to Ignore PX

Sponsors lose millions to avoidable attrition.
PX is not a luxury, it’s a lever to protect everything else:


Enrollment investments


Investigator relationships


Trial timelines


Data quality


Regulatory credibility


More importantly, it reflects the reality that patients don’t just enroll. They stay or leave based on how they are treated and supported throughout.

Retention Is a System, not a Metric

Specialty trials operate in a reality of high-stakes decisions, heavy burden, and emotionally complex participation.

If your trial doesn’t reflect that reality, your patients will walk.

PX optimization is how you build a trial that respects the full patient experience and gets patients to the finish line. With better data. Greater equity. Lower cost. And long-term trust. If your next specialty trial can’t afford another dropout cycle, contact Jumo Health today.


Why Clinical Trials Are Failing Patients

By John Seaner

Why Clinical Trials Are Failing Patients and How a PXO Can Help

Every year, pharmaceutical companies invest billions of dollars into launching clinical trials. Teams of professionals plan meticulously: aligning protocols, validating sites, securing regulatory approval, and initiating multi-channel recruitment. On paper, the trial is a go. But operational readiness often masks a deeper flaw: patient unreadiness.

Despite sophisticated infrastructure, nearly 80% of clinical trials still miss enrollment timelines. Retention rates in many therapeutic areas hover below 50%. Minority and underserved populations are routinely underrepresented. Sites report rising patient confusion, while consent rework and protocol deviation continue to slow studies down.

What’s behind these failures?

Most sponsors are still operating with a 20th-century mindset: that trial enrollment is a function of eligibility and awareness. If a patient qualifies and knows about the study, the assumption follows that they’ll join. That assumption is wrong. Clinical trials fail because the patient decision experience is fractured.

Enter the Patient Experience (PX) model: a radical rethinking of how trials engage, enroll, and retain patients by treating the experience itself as operational infrastructure.

The Missing Infrastructure Beneath Trial Participation

What happens between the moment a patient hears about a trial and the moment they show up for their first visit? Most sponsors can’t answer that with any precision. And yet, this is where 60–70% of patients fall out of the process. It’s not that they don’t qualify. It’s that the process itself makes it hard to say “yes.”

Let’s break it down:

Emotional resistance: Fear of the unknown, mistrust of sponsors, anxiety about randomization or placebo

Cognitive overload: Confusing consent language, technical terminology, unclear logistics

Social uncertainty: Lack of family support, caregiver pushback, or uncertainty about impact on work/school

Procedural friction: Inconvenient visits, travel concerns, burdensome assessments

These are not marketing problems. They’re decision design problems. And they require a system that supports informed, confident, and timely choices.

What Is a Patient Experience Organization (PXO)?

A Patient Experience Organization is not a communications vendor. It is not a recruitment agency. And it is not a UX consultancy. A PXO is a strategic operating partner that embeds behavioral science, health literacy, and human-centered design across the clinical trial lifecycle from initial outreach through post-trial engagement.
At Jumo Health, our PX model is built around three core pillars:

Behavioral Science:
Applying the science of choice to frame information, nudge action, and reduce decision fatigue.


Health Literacy & Comprehension:
Simplifying complex medical language through layered, multimodal content formats.


Human-Centered Design:

Creating emotionally and cognitively supportive experiences aligned to the lived realities of patients, caregivers, HCPs, and site staff.

This system is not an add-on. It is embedded across protocol design, recruitment strategy, consent development, visit planning, and even post-trial communication.

Common Trials, 
Common Failures

Let’s take an example from a common condition, type 2 Diabetes.
A sponsor launches a Phase III trial targeting adults with suboptimal A1c control. The study is well-resourced, IRB-approved, and distributed across 70 sites in North America.
Despite this, enrollment is slow. The issue?

  • Patients are already receiving care and aren't desperate for alternatives.
  • Outreach materials assume low health literacy but use vague value propositions.
  • Consent packets overwhelm with jargon and bury the practical details.
  • Site staff, stretched thin, are unable to walk patients through decision-making.

The result is high screening interest, low conversion, and even lower retention at midpoint.

Now compare this with a PX-powered trial.

The PXO Difference: Real Trial, Real Outcomes

In a similarly designed diabetes trial, a PXO was engaged to build and implement a PX framework. Key interventions included:

  • Decision Pathway Mapping: Visual decision flows that clearly explained trade-offs (e.g., extra visits vs. tighter glucose monitoring)
  • Segmented Messaging: Tailored outreach for newly diagnosed vs. long-term patients; Spanish-first materials for key sites
  • Comprehension Validation: Interactive “teach-back” modules during consent to ensure patients understood participation expectations
  • Behavioral Nudges: Follow-up SMS and email nudges timed to when drop-off risks are highest (24–72 hours post-screening)

The result?

increase in screening-to-enrollment conversion

reduction in V2 no-shows

increase in visit adherence at midpoint

Significantly lower screen-out due to misaligned expectations

From Campaign to System: How PX Shifts Recruitment Strategy

Traditional recruitment views the process as a funnel, casting a wide net, qualifying leads, and passing them to sites. A PXO views it as a journey, a behavioral process with identifiable stages and inflection points.

Recruitment Funnel


Awareness


Interest


Pre-Screen


Consent


Enrollment


Retention

PXO Journey Framework


Emotional Readiness Assessment


Cognitive Comprehension of Trial Commitments


Social Feasibility Mapping


Motivation Reinforcement


Relationship and Trust Continuity


Emotional Readiness Assessment

This change in thinking leads to different strategies, tools, and metrics. Instead of counting leads, a PXO tracks patient clarity, consent quality, motivation index, and dropout risk across personas and timepoints.

Impact Beyond Patients: Sites, Caregivers, HCPs

A PXO doesn’t just improve patient-facing touchpoints. It benefits every stakeholder in the clinical trial experience.

Site Staff
  • Fewer repeat explanations of protocol procedures
  • Faster eligibility assessments due to pre-clarified expectations
  • Lower burnout and higher compliance

HCPs
  • Confidence that referred patients will receive understandable trial information
  • Reduced back-and-forth between clinics and coordinators
  • Shared resources for patient explanation and follow-up

Caregivers
  • Custom caregiver guides and expectation management tools
  • Support in emotional decision-making
  • Consent processes that acknowledge family dynamics and burden

Metrics That Matter

The PX model introduces new categories of operational measurement that traditional feasibility assessments ignore:

  • PXCI (Patient Experience Composite Index): Measures clarity, emotional readiness, comprehension, and trust
  • IEQS (Informed Engagement Quality Score): Tracks depth of consent understanding and alignment with values
  • RRS (Retention Risk Score): Predictive model using engagement behavior to forecast dropout likelihood
  • PAM Shift (Patient Activation Measure): Captures how empowered patients feel over time

These metrics are not just vanity stats. They correlate strongly with:

Time to full enrollment

Visit compliance

Cost per retained participant

Post-trial brand perception and referral rates

Why Clinical Operations Should Care

Clinical operations leaders are being asked to do more with less: faster timelines, leaner budgets, higher diversity targets, and zero tolerance for rework.

PX is not a communications add-on. It is a force multiplier. It reduces recruitment waste, improves data quality, and prevents mid-study derailments caused by patient confusion or regret. In an era of decentralized and hybrid trials, where personal connection can fade, PX restores clarity and trust as core operating principles.

If Patients Can't Navigate the Journey, the Trial Can't Win

Clinical trials are no longer just scientific experiments. They are human systems. And like any system, they require coherent design, predictive insights, and adaptive support.

The Patient Experience model gives sponsors a way to compete, not just for patient attention, but for patient commitment. It’s not a nice-to-have. It’s an operational imperative. If your next trial depends on smarter, faster, more reliable patient engagement, Jumo Health is ready to deliver. Let’s talk.