Retail
· Customer segmentation
· Response modeling
· Recommend next likely product
· Profile high value customers |
Banking
· Credit scoring
· Probability of default
· Customer profitability
· Customer targeting |
Higher Education
· Alumni donations ( ODM with BI Publisher)
· Student acquisition
· Student retention
· At-risk student identification |
Life Sciences
· Drug discovery & interaction
· Common factors in (un)healthy patients
· Cancer cell classification
· Drug safety surveillance
·
ODM in Who Caught the Flu? movie
 |
Insurance
· Risk factor identification
· Claims fraud
· Customer Lifetime Value
· Policy bundling
· Employee retention |
Healthcare
· Patient procedure recommendation
· Patient outcome prediction
· Fraud detection
· Doctor & nurse note analysis |
Telecommunications
· Customer churn
· Identify cross-sell opportunities
· Network intrusion detection |
Manufacturing
· Root cause analysis of defects
· Warranty analysis
· Reliability analysis
· Yield analysis |
Public Sector
· Taxation fraud and anomalies
· Crime analysis
· Pattern recognition in military surveillance |
Automotive
· Feature bundling for customer segments
· Supplier quality analysis
· Problem diagnosis |
Chemical
· New compound discovery
· Molecule clustering
· Product yield analysis |
Utilities
· Predict powerline / equipment failure
· Product bundling
· Consumer fraud detection |
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