As organizations evaluate new approaches to revenue intelligence, additional operational and technical questions often emerge. This FAQ provides supplemental detail to support those conversations and help teams better understand RevenueIQ experience.
RevenueIQ is a unified analytics engine designed to strengthen accuracy and provide clear, defensible revenue insight for healthcare organizations. It replaces reactive, disconnected tools with a proactive solution that supports ongoing enrollment information accuracy, compliance, and program performance. RevenueIQ includes two core solutions: risk adjustment and premium integrity.
RevenueIQ supports risk-bearing providers and Medicare Advantage, Affordable Care Act (ACA), and Managed Medicaid plans. Note that the Premium Integrity module is exclusive to Medicare Advantage plan clients.
RevenueIQ is designed for cross-functional leaders responsible for financial integrity, compliance, and operational performance. This typically includes risk adjustment leaders, risk adjustment analytics professionals, finance and revenue teams, compliance and audit teams, and enrollment and billing operations.
We use predictive analytics, machine learning, and healthcare-specific algorithms to identify risk capture patterns across Medicare Advantage, PACE, ACA, and Medicaid populations. RevenueIQ identifies potentially undocumented conditions and submission gaps by member, provider, and program.
Instead of chasing every possible gap, RevenueIQ clusters potential gaps based on the likelihood of condition presence (confidence level). This prioritization allows teams to target the right members with the information at the right time, focusing on what actually drives performance.
Absolutely. Encounter data integrity evaluation is a core use case. We help you uncover the root causes behind submission surveillance and data degradation. Through encounter data reconciliation, we identify and help remediate data leakage, leading to accurate and comprehensive risk scores.
Pareto’s standard refresh frequency is monthly, in accordance with provided government information. If a more frequent schedule is desired, Pareto is open to discussions.
Yes. RevenueIQ is designed to support concurrent, prospective, and retrospective risk adjustment efforts across Medicare Advantage, ACA, Medicaid, and other risk-bearing programs. Pareto’s analytics help organizations identify and prioritize risk opportunities proactively throughout the performance year, while also supporting retrospective reviews, encounter analysis, and audit-readiness activities. RevenueIQ combines multi-source data ingestion, intelligent risk identification, and actionable analytics to help teams improve risk score accuracy, identify documentation and encounter submission gaps, and support compliant revenue integrity strategies across the full risk adjustment lifecycle.
It enables Medicare Advantage, PACE plans, and risk-bearing providers to recover underpaid member premiums through comprehensive reconciliation. We use predictive analytics to identify and correct Medicare Secondary Payer (MSP) reporting errors and End Stage Renal Disease (ESRD) status misclassifications.
Yes. Premium Integrity doesn’t just find short-term discrepancies; it drives long-term resolution. We handle the outreach to confirm member statuses, update the Electronic Correspondence Referral System (ECRS), submit ESRD tickets, and provide ongoing monitoring to prevent future premium revenue leakage.
Our solution allows you to conduct premium reconciliation audits across the full CMS premium reconciliation lookback period, ensuring you recover missed revenue and reconcile revenue to the cost of members across all eligible years.
We do not just track risk and revenue; we help you prove it. Whether you are facing a RADV audit or a CMS record request for premium reconciliation, you have traceable, audit-ready documentation to respond with confidence.
Your internal team is likely spending significant time aggregating and normalizing data from disparate sources. With RevenueIQ, organizations can redirect the vast majority of that effort toward analyzing data for strategic initiatives, so your team can focus on what matters most.
Once the applicable data files are securely shared with Pareto, our team manages the full integration and ingestion process on behalf of the client. We support all CMS-standard file formats (e.g., MAO-002, MAO-004, MMR, MOR, etc.), as well as additional client-provided data sources such as medical and pharmacy claims, lab data, provider attribution files, and other relevant datasets. Our goal is to minimize operational lift on the client side while ensuring a seamless and efficient integration process.
Success after implementing RevenueIQ is typically measured through improvements in accuracy, transparency, and operational confidence across risk adjustment workflows. Clients often evaluate success based on earlier identification of discrepancies, reduced financial and compliance exposure, stronger audit readiness, and greater confidence in accrual/risk score forecasting and program performance.
From an operational perspective, teams also measure success through improved risk score accuracy, enhanced encounter data integrity and the ability to prioritize and address high-impact opportunities more efficiently. RevenueIQ’s analytics and reporting capabilities help organizations monitor trends, quantify financial impact, and support more informed decision-making across finance, compliance, and operational teams.
We believe in combining advanced analytics with expert support. Our client advisors have years of real-world experience. They work alongside your team to interpret results, troubleshoot issues, devise actionable strategies, and improve outcomes. We act as an extension of your team to help evolve and deploy informed program management.
Two dedicated solutions, Risk Adjustment and Premium Integrity, designed to work together for a complete view of revenue performance.
Aggregates clinical, claims, and SDoH data into one analyzable solution.
Focuses your efforts on the gaps and errors that have the most significant program impact, such as accrual predictions, data leakage, condition gaps, and overall program performance.
Goes beyond detection to drive system updates and ongoing monitoring.
Every data point is tied to a source and action history for CMS readiness.
No black-box algorithms; complete visibility into how scores and statuses are calculated.
Schedule a consultation with our team to assess your revenue management readiness.
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Fill out the form to take the first step toward reaching your goals. Share a few details so we can provide the right resources and support tailored just for you.