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DNA Rates in Specialist Clinics: How Analytics Delivered a 20% Improvement

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DNA Rates in Specialist Clinics: How Analytics Delivered a 20% Improvement

In a healthcare environment where efficiency and accessibility often determine the quality of patient outcomes, Evora collaborated with a prominent Victorian tertiary hospital to address a pressing challenge: optimising outpatient clinic utilisation. With over 90 specialist clinics serving more than 150,000 outpatients annually, the hospital sought to enhance productivity, reduce costs, increase patient throughput, and lower waiting times.

The hospital’s existing strategy, predicated on a 10% Did Not Attend (DNA) rate assumption aligned with the national average, involved overbooking appointments to mitigate the impact of patient no-shows. While pragmatic on the surface, this approach often led to increased service costs due to frequent clinic overruns. Staff were required to work overtime to accommodate the overbooked sessions, escalating costs and creating inefficiencies that impacted both the hospital’s financial sustainability and patient satisfaction.

Evora’s proven expertise in leveraging reliable, high-quality data to deliver actionable insights provided the foundation for a bold transformation. The result was not only a significant operational improvement but also measurable enhancements in patient care and experience, cementing the value of a collaborative, data-driven approach.

Laying the Groundwork: Data Integrity and Stakeholder Alignment

The journey began, as all Evora projects do, with a rigorous examination of data collection standards, definitions, and methodologies. Recognising that flawed or inconsistent data can compromise even the best analytical models, Evora worked closely with the hospital’s stakeholders to ensure a shared understanding of the challenge at hand.

Drawing from critical reference documents like the Victorian Specialist Clinics Access Policy and the Victorian Integrated Non-Admitted Health (VINAH) Minimum Dataset Manual, Evora identified gaps and inconsistencies in existing DNA definitions. For example, the term “Failed to Attend” was applied differently across departments, while non-relevant cases—such as paediatric patients, hospital-initiated cancellations, and reschedulings—were often erroneously included.

By refining and standardising these definitions, Evora established a robust baseline for analysis, paving the way for meaningful insights. This meticulous groundwork not only ensured data integrity but also fostered consensus among clinicians, administrators, and other stakeholders, aligning them behind a shared objective.

Unlocking Hidden Patterns: Advanced Analytics at Work

With a reliable dataset in hand, Evora conducted a detailed historical analysis to identify key drivers of DNA rates. Moving beyond simplistic averages, the team uncovered nuanced correlations that revealed why certain patient cohorts were more likely to miss appointments. Notable findings included:

  • Patients living farther from the hospital exhibited higher DNA rates, likely due to travel-related challenges.
  • A history of missed appointments strongly predicted future no-shows.
  • Patients requiring interpreters faced barriers, including communication challenges and lack of transport support.
  • Non-urgent appointments scheduled far in advance were more likely to be deprioritised by patients.
  • Missing or outdated contact information, particularly mobile phone numbers, limited the effectiveness of reminder systems.

These insights enabled Evora to develop a predictive algorithm that estimated DNA risk at both the patient and clinic levels. By integrating this tool into hospital workflows, administrators gained the ability to proactively address underlying barriers to attendance, transforming the outpatient experience.

From Insight to Action: A Comprehensive Intervention Plan

Armed with data-driven insights, the hospital implemented a suite of targeted interventions designed to enhance clinic efficiency and equity in patient care. Key measures included:

  • Expanding telehealth services: Patients in remote areas were offered virtual consultations, reducing travel burdens and no-show rates.
  • Introducing social support programs: Vulnerable patient groups received tailored assistance, including transportation aid and culturally appropriate communication strategies.
  • Updating contact information: A systematic audit ensured that SMS reminders reached as many patients as possible, dramatically improving communication effectiveness.
  • Conducting proactive waiting list audits: Patients treated elsewhere were removed from lists, freeing up resources for others in need.
  • Redesigning appointment workflows: Appointment reminders were enhanced with multiple touchpoints—via telephone, SMS, and email—delivered closer to the appointment date.
  • Building a business case for a patient portal: Evora’s data-backed recommendations supported the introduction of a portal to streamline appointment management and empower patients.

Delivering Tangible Results: Operational and Patient-Centric Outcomes

The results of this initiative were transformative, demonstrating the power of data when paired with strategic action:

  • Reduced DNA rates: A 20% reduction in no-shows, from 10% to 8%, marked a significant improvement.
  • Improved access equity: Vulnerable patient cohorts benefited from tailored interventions, increasing their likelihood of attending appointments.
  • Shortened wait times: Congestion wait times dropped from 3 hours to 2.5 hours, enhancing patient satisfaction.
  • Increased productivity: The average number of patients seen per session rose from 7 to 8, enabling the hospital to accommodate more outpatients annually (from 150,000 to 160,000).
  • Reduced overtime costs: By eliminating overbooking practices and preventing overrun sessions, the hospital significantly lowered overtime expenses, contributing to a leaner, more cost-effective service model.

Quantifying the Financial Impact

The project also delivered a compelling financial return on investment. Prior to implementation, the hospital faced a net loss of $66 per service event, with $58 attributed to non-clinical costs. By increasing session utilisation from 7 to 8 patients, the hospital achieved savings of $7.25 per service event, translating into an annual cost reduction of approximately $1 million.

These savings were reinvested into further innovations, creating a virtuous cycle of improvement that continues to benefit the Victorian community.

A Blueprint for Sustainable Healthcare Innovation

This project exemplifies Evora’s commitment to delivering sustainable, data-centric solutions that balance operational efficiency with patient-centric care. Through meticulous analysis, stakeholder collaboration, and tailored interventions, Evora and its client transformed outpatient service delivery, setting a new benchmark for specialist clinic management.

For the Victorian community, the benefits are clear: shorter wait times, more equitable access, and a healthcare system better equipped to meet the needs of all its patients. This case study is a testament to the power of partnership and the profound impact of leveraging data to drive meaningful change.

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