Hospital Analytics Focused on Integrated Acute Care | d2i
Illustration of integrated acute care showing an ambulance, hospital, clinician, patient bed, quality rating icons, and safety shield

Integrated acute care connects patient flow, clinical coordination, and quality performance across the hospital journey.

A practical framework for improving patient flow, reducing boarding, and addressing system-level performance barriers

Emergency department crowding, boarding, long waits, and left without being seen (LWBS) are not new problems. They have been measured, analyzed, and worked on for decades. Since COVID, they have worsened, becoming urgent signals of system-level strain rather than normal variation in demand and capacity.

Often, the ED is not the root cause. It is the canary in the coal mine, where misaligned incentives, capacity constraints, and fragmented decision-making show up first and most visibly.

Hospitals collect extensive quality and throughput data, yet those measures often focus on isolated processes or retrospective outcomes without revealing what must change.

Teams optimize what they can locally, while the largest drivers of congestion often sit elsewhere in the organization, shaped by competing priorities and economic tradeoffs.

So what is integrated acute care? The Integrated Acute Care (IAC) Framework™ offers a way to move beyond managing symptoms and toward addressing root causes by aligning data, accountability, and leadership around how patient flow can be improved across the acute care patient journey.

Why Now? The ECAT Measure Changes Everything

For the first time, CMS has placed system-level financial accountability on emergency department (ED) throughput through the 2026 OPPS Emergency Care Access & Timeliness (ECAT) measure. Incentives and penalties now sit with the health system, not just the ED.

Historically, CMS measured pieces of ED performance in isolation:

  • OP-18 (ED Discharge LOS),
  • OP-20 (Door-to-Decision), and
  • OP-22 (LWBS).

These measures failed to reflect the interdependence of hospital flow. Critically, OP-18 excluded admitted patients from LOS calculations, rendering boarding invisible within CMS quality programs.

Where Integration Actually Fixes the Problem

5 Strategic Focus Areas Within the IAC Framework

Integrated Acute Care addresses the structural drivers of hospital congestion and performance variation by focusing on five interdependent operational domains:

  1. Patient Handoffs and Transitions of Care: Improve coordination between EMS, the emergency department, inpatient teams, and post-acute services to reduce delays, eliminate information loss, and ensure continuity of care.
  2. Hospital Crowding and Throughput: Reduce emergency department boarding and inpatient bottlenecks by aligning patient flow processes across departments and improving real-time operational visibility.
  3. Quality, Safety, and Variation in Care: Reduce unwarranted clinical variation by aligning evidence-based care pathways with operational workflows and performance monitoring.
  4. Demand–Capacity Optimization: Balance patient demand with available clinical resources—beds, staff, and services—through predictive analytics, operational planning, and coordinated system management.
  5. High-Cost, High Utilization Patients: Reduce returns and readmissions through joint identification of high utilizers and coordinated care plans with shared management & post-discharge support.

These areas represent the core operational leverage points where integration produces measurable system improvement.

Integrated Acute Care: A Framework for Data-Driven Performance Improvement

The Integrated Acute Care Framework translates strategy into a disciplined system for management, measurement, and performance improvement. It connects leadership priorities to frontline execution.

Using curated data, shared performance signals, and structured operational review, the framework enables clinical and operational teams to:

  • Monitor performance across the patient journey
  • Identify root causes of operational barriers such as boarding and delays
  • Engage in structured, data-driven problem solving
  • Align improvement initiatives with system priorities

It becomes the shared language for interdepartmental collaboration, replacing anecdote and opinion with transparent, trusted insight.

It links strategy and KPIs directly to clinical workflows, transforming organizational goals into measurable operational improvement.
d2i_infographic_IAC_flow

The Integrated Acute Care Difference and Why It Matters

Integrated Acute Care is not another throughput initiative. It is a data-driven operating system for managing acute care performance.

IAC integrates ECAT key performance indicators with their causal process measures and system impact measures into a single, shared performance framework.

Rather than treating symptoms in isolation, the framework connects outcomes to their structural drivers across emergency medical services (EMS), emergency medicine, inpatient services, operations, and finance.

When strategy is anchored in common data, governance, and disciplined performance review:

  • Boarding decreases and throughput improves
  • Clinical variation is reduced
  • Patient safety, quality, and outcomes improve
  • STAR ratings and operating margins improve
  • Patient satisfaction rises while staff burnout declines

Over time, IAC becomes embedded in organizational culture, creating a data-driven, performance-oriented, and collaborative environment where shared accountability replaces siloed problem-solving and continuous improvement becomes the norm.

The Step-by-Step IAC Implementation Roadmap

Step I — Foundation: Know Yourself

Objective: Establish a trusted source of truth and baseline performance.

Core actions:

  • Build a curated, integrated dataset
  • Ensure patient journey data reflects operational workflows, department design, attribution, and disposition rules
  • Standardize performance metrics and definitions
  • Assess current performance and establish benchmarks

Step II — Alignment: Set Strategy and Governance

Objective: Align interdependent teams around shared priorities.

Core actions:

  • Define strategic priorities
  • Establish shared KPIs across departments
  • Implement dyad leadership and governance structures
  • Align organizational goals with operational processes

Step III — Implementation: Deploy Data-Driven Operations

Objective: Operationalize the IAC Framework.

Core actions:

  • Build performance dashboards and KPI signals
  • Establish cross-department operational review forums
  • Integrate data insights into clinical and operational decision-making

Step IV — Execution: Operate the Framework

Objective: Create a disciplined, repeatable improvement cycle.

Core actions:

  • Monitor performance continuously
  • Diagnose operational drivers and root causes
  • Implement targeted operational changes
  • Standardize and sustain successful improvements

d2i_infographic_IAC_MaturityModel

Getting Started Now

With voluntary reporting for the ECAT eCQM beginning in 2027 and mandatory reporting in CY 2028, d2i recommends that health systems begin implementing:

  • Step I (Foundation) immediately
  • Step II (Alignment) as soon as baseline performance is understood

This ensures improvement initiatives are already underway before formal reporting requirements begin.

System-level change of this magnitude requires more than new metrics. It requires a fundamental shift in how acute care is managed.

It demands:

  • Cultural alignment across departments
  • Shared accountability for performance
  • Structured governance and operational discipline

These are not simple operational fixes. They are complex, interdependent system challenges that require time, coordination, and sustained leadership commitment.

Starting now ensures that your organization is prepared when ECAT reporting becomes mandatory in 2028.

Schedule Your Consultation Today

Alan Eisman, Executive VP, Business Development

Alan Eisman has more than 30 years of experience in enterprise software, including in ERP, CRM, performance management, analytics, data management, and health care information technology.

He has a deep passion for igniting and leading change, especially in health care, where there’s an urgent need to move from fragmented care to integrated, value-based care. Eisman has worked closely with many health systems, including Mount Sinai Health, Northwell Health, NYU Langone, and St Luke’s, advising them on a broad range of data and analytics initiatives targeted toward financial, operations, and clinical performance improvement.

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