A curated list of amazingly awesome data science ideas and use cases. You can use this to get new ideas and share existing ones.
What makes them so awesome? All these ideas should be proven to actually generate value, not just 'cool facts' or 'promising techniques'. They should be applicable now, with data and techniques that are available today. For example: an AI that plays video games, or analyzing heavy metal song lyrics is cool, but it doesn't translate into a meaningful and useful application, so it does not belong here.
- Basel II compliance
- Credit scoring
- Risk management
- Stress testing
- Efficiency of care delivery
- Overconsumption
- Readmissions
- Reducing outcome variation
- Catastrophe modelling
- Fraud detection
- Pricing using telematics
- Solvency II and ORSA compliance
- Risk analytics
- Design of experiments
- R&D portfolio optimization
- Distribution centre optimization
- Employee fraud detection
- Market basket analysis
- Plannogram optimization
- SKU forecasting
- Waste
- Asset performance analytics
- Cell phone tower location optimization
- Predictive maintenance
- Routing optimization
- Dynamic pricing
- Room occupancy planning
- TODO
- Capability analytics
- Competency forecasting
- Employee churn analytics
- Employee performance analytics
- Network analytics on employee interactions
- Resume matching, preselection and tagging
- Workforce planning
- Cost analytics
- Fraud detection
- Waste and abuse detection
- Asset quality analytics
- Cybercrime detection
- Server performance monitoring and alerting
- Text analytics for incident management tickets
- Churn/Customer attrition
- Customer segmentation
- Life Time Value
- Personalized advertising
- Product recommendation engines using recommendation engines
- Marketing Optimization
- Social Media Analytics
- Targetted advertising
- Text Analytics on customer complaints
- Cross-sell opportunities using propensity models
- Lead scoring
- Revenue forecasting
- Price elasticity
- Constrained route optimization
- Demand forecasting
- Gas purchase optimization
- Inventory forecasting
- Optimal routes
- Warehouse location optimization
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