Quality

The standardized measurement unit applied to quantify findings within a clinical or administrative record review process, such as claims count, procedure units, or dollar amounts. Referenced in EHR audit platforms and claims compliance systems to normalize findings for benchmarking and regulatory reporting across audit cycles.

The most recent date on which an audit record was modified, corrected, or supplemented during a compliance or quality review process. Tracks the chronological progression of audit activity and supports version control in clinical data governance workflows.

The priority or time-sensitivity classification assigned to an audit record, indicating how quickly a compliance review or quality correction must be addressed. Used to triage outstanding audit findings in clinical and administrative healthcare data management workflows.

The specific measured data point captured for a clinical, coding, or financial finding during a record review process. Stored in EHR audit management and claims compliance systems to document the quantified result of each reviewed element, supporting overpayment calculation, quality scoring, and regulatory submission workflows.

The sequential version number assigned to an audit record each time it is revised during a compliance or quality review cycle. Supports tracking of incremental changes, corrections, and approvals in clinical data governance and regulatory reporting systems.

The postal ZIP code associated with the location relevant to an audit record, such as a facility, department, or care site under review. Used to geographically segment audit findings for compliance reporting and quality improvement initiatives across healthcare operations.

A discrete measured data point captured within a prior authorization record representing an approved quantity, cost, or service metric in utilization management or claims systems. Data engineers use this field to enforce authorization limits during claims adjudication and to support reporting on resource utilization and cost containment outcomes.

The outstanding monetary amount remaining on a patient account after payments, adjustments, and credits have been applied. Used in healthcare revenue cycle management to track unpaid claim balances, patient responsibility amounts, and accounts receivable across billing and financial systems.

The expected total cost of care for an attributed patient population established at the beginning of a value based contract period, representing the spending target against which actual expenditures are compared to determine shared savings or shared losses at contract settlement. Benchmark expenditure is calculated from historical claims data for the attributed population adjusted for risk score changes, regional trend factors, and quality performance. CMS calculates Medicare Shared Savings Program benchmarks using three years of historical Medicare expenditure data for each ACO participant population, updated annually with national trend adjustments. Performing below the benchmark generates shared savings distributed to ACO participants while performing above the benchmark in two-sided risk models triggers shared losses. Healthcare data teams model benchmark expenditure calculations to project in-year performance, identify utilization patterns driving variance from benchmark, and estimate final settlement amounts to support provider financial planning and care management investment decisions.

The total monetary amount charged to a patient or payer for healthcare services rendered, as reflected on an itemized statement or claim. Used in revenue cycle management to capture billed charges before adjudication, adjustments, or contractual discounts are applied.

The systematic tracking and documentation of blood pressure measurements for members with hypertension, used as an input to quality measures such as Controlling High Blood Pressure and as a data source for population health analytics identifying members at risk of uncontrolled hypertension. Blood pressure monitoring data from EHR systems, remote patient monitoring devices, and pharmacy kiosks is increasingly used as supplemental data in hybrid HEDIS measure calculations.

A HEDIS measure assessing the percentage of women 50-74 years old who had a mammogram to screen for breast cancer during the measurement year or the year prior. BCS is one of the most widely tracked HEDIS preventive care measures and is included in CMS Star Ratings for Medicare Advantage plans. Outreach programs targeting women overdue for mammography are among the highest ROI quality improvement interventions given the measure's high weight and relatively accessible intervention pathway.

A healthcare reimbursement model in which a single payment covers all services delivered by multiple providers across an entire episode of care — from initial service through post-acute recovery — replacing separate fee-for-service payments to each individual provider. Bundled payments create financial incentives for providers to coordinate care efficiently, eliminate unnecessary services, and reduce costly complications and readmissions because all providers share a fixed payment regardless of total services rendered. CMS Bundled Payments for Care Improvement initiatives have tested bundled payment models for joint replacement, cardiac care, and oncology episodes. Providers who deliver care within the bundle price keep the difference as shared savings while those who exceed the target price owe the difference back to CMS. Healthcare data teams build bundled payment analytics that define episode boundaries, aggregate all service payments within each episode, compare episode costs against the bundle price, identify cost drivers within high-cost episodes, and calculate net financial performance by episode type and surgeon or facility.

The Consumer Assessment of Healthcare Providers and Systems survey administered to health plan members to measure patient experience with care access, communication with providers, care coordination, and overall health plan service quality, producing standardized scores used in CMS Star Ratings and NCQA accreditation. CAHPS surveys are fielded annually by approved vendors using standardized question batteries that enable national benchmarking across health plans. Key CAHPS composites include getting needed care measuring access, getting care quickly measuring timely access to appointments, how well doctors communicate measuring interpersonal quality, and rating of health care and health plan measuring overall satisfaction. CMS weights CAHPS composite scores heavily in Medicare Advantage Star Ratings calculations. Healthcare data teams analyze cahps_scr results by demographic segment to identify member populations with systematically lower experience scores, correlate CAHPS responses with operational metrics like call center wait times and claims turnaround, track score trends over multiple survey years, and model the star ratings impact of CAHPS improvement initiatives.

The maximum volume or throughput limit for a healthcare resource, such as available beds, appointment slots, or procedure room availability. Used in operational planning and capacity management systems to monitor utilization, prevent overbooking, and optimize care delivery workflows.

A healthcare payment model in which a provider or health plan receives a fixed monthly payment per enrolled member to cover all covered healthcare services regardless of the actual volume of services delivered, transferring utilization risk from the payer to the provider. Capitation aligns provider financial incentives with preventive care and care coordination because providers profit by keeping patients healthy and avoiding unnecessary services rather than by increasing service volume. Medicare Advantage capitation payments from CMS to health plans are calculated by multiplying the county-level benchmark rate by the member RAF score, adjusted for quality bonus payments based on CMS Star Ratings. Provider capitation arrangements may be global covering all services or partial covering specific service categories such as primary care or specialty care. Healthcare data teams track capitation payment amounts by member, calculate per-member-per-month capitation yield by plan and service category, reconcile capitation receipts against expected amounts based on attributed member RAF scores, and model capitation adequacy relative to actual claims costs to assess financial performance under full-risk contracts.

An identified opportunity where a member eligible for a preventive service, chronic disease monitoring test, or recommended clinical intervention has not yet received that service within the required timeframe during the measurement period. Care gaps are the operational output of quality measure denominator-numerator analysis and drive member outreach programs, provider incentive payments, and care management interventions in value-based care organizations targeting quality measure improvement.

The completion of a required service or clinical action that removes a member from the open care gap list and counts them in the quality measure numerator. Care gap closure can occur through claims submission documenting the completed service, supplemental data from medical record review, or provider attestation. Tracking care gap closure rates by service type, provider, and care manager is essential for quality improvement program performance measurement and ROI analysis.

A coordinated set of activities and interventions designed to improve health outcomes and reduce unnecessary healthcare utilization for health plan members with complex chronic conditions, high predicted costs, or identified care gaps through proactive outreach, care coordination, and clinical support. Care management programs include disease management for specific chronic conditions, case management for high-complexity members with multiple comorbidities, transitional care management following hospital discharge to prevent readmission, and preventive care outreach to close HEDIS quality measure care gaps. CMS requires Medicare Advantage plans to provide care management services to high-risk members as a condition of participation, and care management effectiveness is measured through HEDIS quality measures, readmission rates, and total cost of care trends. Healthcare data teams build care management analytics that identify eligible members for each program type using risk stratification and care gap data, track program enrollment and intervention completion rates, measure clinical and financial outcomes for care management participants, and calculate return on investment by comparing care management costs against avoided healthcare expenditure.

A CAHPS-based CMS Star Rating measure assessing Medicare Advantage member experience with care transitions from hospitals or other care settings, including whether the health team gave information about symptoms to watch for, whether there were preferences for health outcomes discussed, and whether the member understood the purpose of medications after discharge. Care transition quality directly affects readmission rates and is a high-priority focus area for health plans with high PCR rates.