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Summer
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ISDS 7510
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Database Management (3)
- Data mining overview: CRISP-DM
- Relational databases and data warehouses
- Real-time data warehouse
- Data access and management
- Data cleaning and quality
- Data querying and reporting
- Dimensions and cubes
- Data visualization
- Geospatial data analytics
- Presentation skills
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ISDS 7024
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Advanced Statistical Analysis for Research I (3)
- Exploratory data analysis and data visualization
- Simple and multiple linear regression with diagnostics
- ANOVA
- Analysis of tables
- Statistical programming and software solutions
- Problem solving
- Technical writing
- Presentation skills
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Fall
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ISDS 7070
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Seminar in Advanced Business Problems (3)
- Financial analytics
- Healthcare analytics
- Marketing analytics (CRM)
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ISDS 7501
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Information Systems (3)
- Data security, privacy and legal issues
- Data access, communication and networks
- Analysis and design issues, requirement analysis
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ISDS 7511
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Advanced Database Management (3)
- Advanced dimensions and cubes, MDX
- Dashboards, KPI and reporting
- Business analytics and knowledges Management
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ISDS 4141
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Introduction to Data Mining (3)
- Logistic regression, decision tree and other classification models
- Cluster analysis and market segmentation
- Association analysis and market basket analysis
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ISDS 8900
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Research (3)
- Project management
- Consulting skills
- Teamwork and conflict resolution
- Leadership
- Collaborative computing
- Communication
- Technical writing
- Presentation skills
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Spring
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ISDS 7990
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Project (3)
- Formulating a problem
- Scoping a project
- Producing a project plan
- Select, integrate, construct and clean data
- Data requirements
- Consulting skills
- Presenting and defending an approach
- Evaluating Results
- Putting Analytics to work
- Communication and teamwork skills
- Providing solutions
- Documentation
- Final report
- Technical writing skills
- Presenting to client
- Deploy, monitor and maintain plan
- Reviewing project
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ISDS 7106
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Multiple Criteria Decision Making
- Scorecards
- Bayesian decision models (with application to classification)
- Optimization
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ISDS 7900
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Contemporary Issues in Statistics and Management (3)
- Supply chain analytics
- Web analytics
- GIS and geospatial analytics
- Real-time business analytics
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ISDS 7070
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Seminar in Advanced Business Problems (3)
- Risk analytics (business process risk and cyber risk)
- Statistical methods for process improvement
- Fraud detection
- Text mining
- Data visualization
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ISDS 7025
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Advanced Statistical Analysis for Research II (3)
- Forecasting
- Time series
- Design of experiments
- Advanced data mining and modeling
- Survival analysis
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