CPHIMS CPHIMS Data Analytics and Reporting Questions and Answers 3

Question 1

Which approach to healthcare reporting delivers information to decision-makers at scheduled intervals without requiring them to query the system?

Accepted Answer

Push reporting (scheduled distribution)

Answer

Ad hoc reporting

Answer

Self-service analytics

Answer

Real-time streaming

Question 2

Natural Language Processing (NLP) in healthcare analytics is MOST valuable for:

Accepted Answer

Extracting structured information from unstructured clinical narrative text

Answer

Encrypting structured billing codes

Answer

Routing patient messages to the appropriate care team

Answer

Generating insurance authorization requests

Question 3

A hospital's population health management program relies MOST on which type of data integration?

Accepted Answer

Aggregation of clinical, claims, social determinants, and patient-generated data across the care continuum

Answer

Integration of pharmacy and supply chain data only

Answer

Real-time streaming of laboratory instrument results

Answer

Integration of HR and payroll systems

Question 4

When building a healthcare analytics report, stratifying patient outcomes by age, gender, and race PRIMARILY supports:

Accepted Answer

Health equity analysis to identify and address disparate outcomes

Answer

Billing accuracy and claim submission rates

Answer

Vendor performance evaluation

Answer

Staff scheduling optimization

Question 5

In a healthcare data governance program, a 'data steward' is PRIMARILY responsible for:

Accepted Answer

Managing the quality, definitions, and appropriate use of data within a specific domain

Answer

Physically securing servers in the data center

Answer

Writing code for the enterprise data warehouse ETL pipelines

Answer

Approving vendor invoices for analytics software

Question 6

Which metric is MOST commonly used to evaluate the performance of a predictive model in healthcare analytics?

Accepted Answer

Area Under the ROC Curve (AUC-ROC)

Answer

Return on Investment (ROI)

Answer

Net Promoter Score (NPS)

Answer

Bed occupancy rate