Statistics & Predictive Modeling
Transform your data from descriptive insights to predictive intelligence with advanced statistical modeling and machine learning expertise
Stats That Drive Results
I specialize in advanced statistical modeling and machine learning that elevate data strategy from descriptive to predictive. My expertise helps businesses make data-driven decisions with confidence, optimize resource allocation, and unlock hidden opportunities in their data.
📊KPI Forecasting
Project business-critical metrics over time for better resource planning. Using advanced time series analysis and machine learning algorithms, I help you anticipate future performance and make proactive strategic decisions.
- ✓ Time series analysis and ARIMA modeling
- ✓ Seasonal decomposition and trend analysis
- ✓ Machine learning forecast models
📺Marketing/Media Mix Modeling (MMM)
Quantify the impact of each channel on sales or conversions, supporting smarter allocation decisions. My MMM approach provides clear attribution insights and optimization recommendations for maximum ROI.
- ✓ Multi-touch attribution modeling
- ✓ Channel saturation curve analysis
- ✓ Budget optimization recommendations
🎯Incrementality Analysis
Measure true lift from campaigns—separate correlation from causation. Through rigorous experimental design and causal inference techniques, I help you understand what’s actually driving your business results.
- ✓ Causal inference methodology
- ✓ Geo-holdout test design
- ✓ Synthetic control methods
👥Customer Behavior Modeling
Segment customers, predict lifetime value (LTV), and identify key behavioral triggers. My advanced clustering and predictive models reveal actionable insights about your customer base and future opportunities.
- ✓ Customer lifetime value prediction
- ✓ Churn prediction and prevention
- ✓ Behavioral segmentation clustering
🔍Lookalike & Persona Modeling
Build robust audience models based on behavioral and psychographic signals to guide targeting and personalization. Create data-driven customer personas that improve acquisition and retention strategies.
- ✓ Machine learning similarity models
- ✓ Psychographic profiling
- ✓ Audience expansion strategies
📋Demographic & Psychographic Analysis
Use external data (e.g. GWI, comScore) to enrich understanding of your current and potential customers. Combine first-party data with market research for comprehensive customer intelligence.
- ✓ Third-party data integration
- ✓ Market research synthesis
- ✓ Consumer insight development
Why Choose Advanced Predictive Analytics?
Competitive Advantage
Stay ahead of market trends and competitor moves with predictive insights that inform strategic decisions.
ROI Optimization
Maximize marketing spend efficiency and resource allocation through data-driven attribution and forecasting.
Risk Mitigation
Identify potential challenges before they impact your business and develop proactive mitigation strategies.
Growth Acceleration
Uncover hidden growth opportunities and optimize customer acquisition and retention strategies.
My Analytical Process
Data Assessment
Comprehensive evaluation of your data quality, structure, and analytical readiness
Model Development
Custom statistical models tailored to your specific business objectives and data characteristics
Validation & Testing
Rigorous model validation using cross-validation and holdout testing to ensure reliability
Implementation
Seamless integration of insights into your decision-making processes and business workflows
Monitoring
Ongoing model performance monitoring and optimization to maintain accuracy over time
Ready to Transform Your Data Strategy?
Let’s discuss how advanced predictive modeling can drive your business forward and unlock hidden opportunities in your data.