HAC HAC Healthcare Financial Analytics 2 — Questions and Answers
Question 1: What does 'days in accounts receivable' (AR days) measure in healthcare financial analytics?
- The number of days a patient stays in the hospital
- The average number of days it takes to collect payment after a service is rendered (Correct answer)
- The frequency of financial audits performed
- The lag between coding and claim submission
Correct answer: The average number of days it takes to collect payment after a service is rendered
AR days quantifies the average time from service delivery to payment receipt, reflecting billing efficiency and cash flow health.
Question 2: Which cost accounting method allocates overhead to specific departments based on their proportional use of shared resources?
- Activity-based costing
- Step-down cost allocation (Correct answer)
- Direct cost assignment
- Absorption costing
Correct answer: Step-down cost allocation
Step-down cost allocation sequentially redistributes overhead from non-revenue departments to revenue-producing departments based on usage drivers.
Question 3: A healthcare organization's operating margin declined from 4.2% to 1.8% year over year. Which data set would FIRST help identify the root cause?
- Staff satisfaction survey results
- Service line revenue and expense detail by payer (Correct answer)
- Patient satisfaction scores by department
- Number of new physicians credentialed
Correct answer: Service line revenue and expense detail by payer
Breaking down revenue and expenses by service line and payer reveals where volumes, rates, or cost patterns changed to drive the margin decline.
Question 4: What is the primary purpose of a Diagnosis-Related Group (DRG) in hospital reimbursement?
- To rank diagnoses by clinical severity for nursing assignments
- To classify inpatient cases into groups expected to have similar resource use for standardized payment (Correct answer)
- To assign quality scores to individual physicians
- To identify duplicate billing across payers
Correct answer: To classify inpatient cases into groups expected to have similar resource use for standardized payment
DRGs group inpatient encounters by diagnosis and procedure complexity so Medicare and other payers can make uniform prospective payments per case.
Question 5: In a healthcare financial dashboard, which KPI is most indicative of long-term financial sustainability?
- Patient complaint rate
- Operating cash flow margin (Correct answer)
- Average length of stay
- Employee turnover rate
Correct answer: Operating cash flow margin
Operating cash flow margin reflects the organization's ability to generate cash from core operations, which is fundamental to long-term sustainability.
Question 6: Which analytical approach models how changes in volume, price, or cost affect a healthcare organization's profitability?
- Sensitivity (what-if) analysis (Correct answer)
- Cohort survival analysis
- Network meta-analysis
- Markov chain modeling
Correct answer: Sensitivity (what-if) analysis
Sensitivity analysis systematically varies key inputs (volume, rate, cost) to quantify their individual impact on financial outcomes.
HAC HAC Healthcare Financial Analytics 2
What does 'days in accounts receivable' (AR days) measure in healthcare financial analytics?