MHA Population Health Management 4 — Questions and Answers
Question 1: Which type of health data is MOST valuable for identifying unmet social needs that contribute to poor health outcomes in a population?
- Laboratory results from EHR systems
- Patient-reported outcomes and social screening data (Correct answer)
- Medicare claims for inpatient admissions
- Provider credentialing files
Correct answer: Patient-reported outcomes and social screening data
Patient-reported data from standardized social needs screeners (e.g., PRAPARE, AHC Health-Related Social Needs) captures housing, food, and transportation barriers not found in clinical records.
Question 2: A Medicaid managed care plan wants to reduce disparities in prenatal care initiation. Which intervention has the strongest evidence base?
- Mailing educational brochures to all female members
- Community health worker outreach targeting high-risk pregnant women (Correct answer)
- Requiring OB/GYN prior authorization for all prenatal visits
- Adding pregnancy content to the member portal
Correct answer: Community health worker outreach targeting high-risk pregnant women
Community health workers who conduct direct outreach, assist with navigation, and provide culturally competent support have strong evidence for improving prenatal care engagement in underserved populations.
Question 3: The Healthy People 2030 framework measures national progress on health objectives primarily through which type of indicator?
- Hospital operational benchmarks
- Leading health indicators tied to evidence-based objectives (Correct answer)
- Insurance market competitiveness metrics
- Pharmaceutical pricing indices
Correct answer: Leading health indicators tied to evidence-based objectives
Healthy People 2030 organizes progress around leading health indicators—a subset of high-priority, measurable objectives selected to drive national health improvement.
Question 4: An MHA student analyzes data showing that Black patients in a health system have 40% higher amputation rates than White patients with diabetes. This gap is best described as a:
- Statistical artifact
- Health disparity driven by structural and social factors (Correct answer)
- Difference in patient preference
- Random variation in clinical outcomes
Correct answer: Health disparity driven by structural and social factors
Systematic, avoidable differences in health outcomes between racial groups are defined as health disparities, often rooted in structural racism and differential access to care.
Question 5: Which payment model bundles a single payment for all services related to a defined episode of care, such as a hip replacement?
- Per-member per-month capitation
- Episode-based bundled payment (Correct answer)
- Pay-for-performance bonus
- Cost-plus reimbursement
Correct answer: Episode-based bundled payment
Bundled payments give providers a lump sum for all services within a defined care episode, incentivizing coordination and efficiency across the entire episode.
Question 6: In population health analytics, which statistical method is most appropriate for predicting which patients will require high-cost care in the next 12 months?
- Chi-square test of independence
- Logistic regression or machine learning predictive modeling (Correct answer)
- Paired t-test comparison
- Descriptive frequency analysis
Correct answer: Logistic regression or machine learning predictive modeling
Predictive modeling using logistic regression or machine learning algorithms identifies patients at elevated risk of future high utilization based on clinical and demographic patterns.
Question 7: A hospital system partners with local grocery stores to address food insecurity. This type of collaboration is an example of:
- Vertical integration of clinical services
- Cross-sector partnership addressing social determinants of health (Correct answer)
- Horizontal merger between healthcare organizations
- Supply chain optimization for clinical supplies
Correct answer: Cross-sector partnership addressing social determinants of health
Cross-sector partnerships between health systems and community organizations like food banks or grocery stores address the social determinants that drive health outcomes beyond clinical care.
Which type of health data is MOST valuable for identifying unmet social needs that contribute to poor health outcomes in a population?