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Module 11

HSA 6197

QuestionAnswer
Which of the following are among the "Five Vs" that characterize big data in healthcare? (Select all that apply) ✅ Value ✅ Velocity ✅ Veracity ✅ Volume ✅ Variety
Why is prescriptive analytics considered more advanced than predictive? (Select all that apply) ✅ It recommends specific actions ✅ It simulates scenarios to optimize decisions
Which of the following correctly define the data analytics types used in healthcare analytics? (Select all that apply) ✅ Identifying causes of trends (diagnostic) ✅ Forecasting future outcomes (predictive) ✅ Offering actionable interventions (prescriptive)
Which data source(s) commonly contribute to healthcare big data systems? (Select all that apply) ✅ Medical imaging ✅ Social media ✅ Genomics ✅Wearable devices
Which of the following is/are administrative consideration(s) when implementing predictive analytics in healthcare? (Select all that apply) ✅ Aligning analytics initiatives with strategic goals and outcomes
Which of the following best describes the role of Natural Language Processing (NLP) in healthcare analytics? (Select all that apply) ✅ A technique for converting unstructured clinical text into analyzable data
What metric(s) can administrators use to evaluate the impact of a predictive analytics program? (Select all that apply) ✅ Model accuracy (e.g., AUC/ROC) ✅ Average length of stay ✅ Readmission reduction ✅ Return on investment (ROI
Which challenge(s) does HL7/FHIR primarily address in big data environments? (Select all that apply) ✅ Ensuring interoperability among systems ✅ Standardizing data formats across platforms
What strategy or strategies should administrators use to manage ethical and legal risks in predictive analytics? (Select all that apply) ✅ Establish oversight by ethics committees ✅ Regularly review consent and secondary use policies ✅ Use explainable AI frameworks
Which challenges are commonly encountered in healthcare analytics implementation? (Select all that apply) ✅ Data fragmentation from disparate systems ✅ Insufficient scalability of infrastructure ✅ Poor data governance
Created by: JWoodhams90
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