Philipp Grunert-Data Scientist & Data Engineer

Core Competencies

• Data Science, Data Mining, Statistics, Big Data, Data Engineering, Reporting, Development Of Analytical Models, Customer And Business Analytics, Scoring, Building Analytical Business Models
• Forecasting, Optimization, Simulations, Analytics Processes, Automations, Cloud, Setup And Quick Wins In Analytics, Llm, Nlp

Tools

• Python, Sas, R, Spss, Stata, Statistica, Knime, Rapidminer, Powerbi, Tableau, Sql, Streamlit, Flask, Dash, Kubeflow

Industries

• Retail B2c, Retail B2b, Finance, Insurance, Health, Telco, Media, Transport, Industry, E-Commerce

Domain Expertise – Analytical Crm

• Model Development, Deployment, Automated Production, Scoring, Forecasting, Uplift Modeling, Customer Segmentation, Customer Lifetime Value Prediction, Churn Prevention, Cross- And Upselling, New Customer Acquisition, Customer Recovery, Response Optimization, Campaign Selection, Campaign Evaluation, Campaign Optimization, Nlp And Llm Models, Campaign Management, Driver Analyses, Media Mix Models, Customer Journey Analyses, Cex And Nps Models, Social Media Analytics, Web Analytics, Geo-Analytics, Lead Scoring, Predictive Maintenance, Customer Lifetime Value (Clv) Calculations, Sentiment Analysis, Market Basket Analysis, Recommendation Engines, Multi-Channel Analyses, Time Series Analysis, Anomaly Detection, Event-Driven Marketing, Attribution Modeling, Retargeting, Customer Experience Measurement, Price Optimization, Real-Time Analytics

Domain Expertise – Business Analytics

• Forecasting, Simulations, Business Cases, Cost-Benefit Models, Optimization, Potential Analyses, Budget Control, Predictive Modeling, Data Mining, Driver Analyses, Root Cause Analysis (Rca), Operations Research, Geographical Models, Market Models, Process Mining, Performance Management, Analytical Decision Theory, Market Research (Survey Analysis), Deriving Recommendations From Kpis, Benchmarking, Scenario Analyses, Dashboarding, Ad Hoc Analyses, Financial Modeling, Risk Analyses, Monte Carlo Simulations, Value Driver Trees, Time Series Analyses, Portfolio Analyses, Sensitivity Analyses, Kpi Monitoring, Balanced Scorecard, Exploratory Data Analysis (Eda), Hypothesis Testing, Data Visualization, Business Process Modeling, Log File Analytics

Domain Expertise – Risk Management

• Risk Management Strategies, Risk-Value Balance, Maturity Assessments In Risk Management, Risk Indicator Systems, Risk-Based Pricing, Basel Ii Compliant Risk Scoring, Pd, Lgd, Ead, Rating, Application Management, Limit Management, Claims Management, Collection Processes, Fraud Prevention, Profit-Based Offering, Stress Testing And Scenario Analyses, Operational Risk Management, Compliance Management, Risk Identification And Assessment, Risk Mitigation Techniques, Credit Risk Analysis, Market Risk Management, Liquidity Risk Management, Reputational Risk Analysis

Domain Expertise – Business Intelligence

• Migrations Between Languages, Building Standard Reports, Data Quality Analysis, Reporting, Kpi (Key Performance Indicator) Definition, Olap, Business Scorecard, Planning And Budgeting, Data Integration, Dashboards, Ad Hoc Reporting, Data Warehousing, Etl Processes (Extract, Transform, Load), Self-Service Bi, Data Governance, Advanced Analytics, Mobile Bi, Real-Time Reporting, Drill-Down Analyses, Data Visualization, Predictive Analytics, Big Data Analytics, Data Lakes, Benchmarking, Geographic Information Systems (Gis), Cloud Bi, Natural Language Processing (Nlp) For Bi

Domain Expertise – Data

• Database Architecture, Data Modeling, Analytical Data Marts, Abts, Automations, Cloud, Docker, Data Integration, Data Cleansing, Data Lakes, Etl Processes (Extract, Transform, Load), Data Governance, Metadata Management, Big Data Technologies, Nosql Databases, Data Migration, Api Development, Real-Time Data Processing, Data Lineage, Data Catalogs, Master Data Management (Mdm), Scalability, Stream Processing, Kubernetes

Domain Expertise – Data Privacy

• Certification, Support Building Privacy-Compliant Analytics Marts And Use Cases, Coordination With Data Protection Officers

Method Expertise – Analytics/Statistics/Data Mining/Data Science Methods

• Machine Learning, Deep Learning, Reinforcement Learning, Artificial Intelligence, Regression Analyses, Multicategorical And Multinomial Models, Decision Trees, Random Forests, Gbm, Gbc, Xgboost, Neural Networks, Simulations (Monte Carlo), Linear/Quadratic Optimizations, Time Series Analysis (Xarima-X, (I, E)-Garch-(M), Smoother, Forecasting Models, Econometrics, Panel Data Models), Cluster Analyses, Discriminant Analyses, Factor Analyses, Mds, Conjoint Analyses, Survival Analyses, Genetic Algorithms, Association Analysis, Bagging, Boosting, Support Vector Machines, Bootstrapping, Cost–Benefit, Cost-Effectiveness Analysis, Text Mining, Natural Language Processing (Nlp), Large Language Models (Llm), Experimental Design, Sampling, Social Media Analysis, Web Mining And Crawling, Bayesian Inference, A/B Tests, Principal Component Analysis (Pca), Hierarchical Clustering, Anomaly Detection, Gradient Descent, K-Means Clustering, Collaborative Filtering, Recommendation Systems, Image Processing, Sentiment Analysis, Transfer Learning, Feature Engineering, Cross-Validation, Dimensionality Reduction, Reinforcement Learning, Causal Inference, Bayesian Networks, Markov Chains, Hidden Markov Models

Method Expertise – Leadership In Data Science Environment

• Team Leadership, Technical And Disciplinary Management, Also Interim For Clients (In Different Companies Up To 10 People), Managing Director, Company Founder, Interim Manager, Change Management, Coaching And Mentoring, Strategic Planning For Analytics And Data Science, Project Management, Decision Making, Staff Development In Data Science, Corporate Culture Development, Resource Management, Stakeholder Management, Innovation Promotion, Team Building, Goal Setting And Evaluation Skills, Agile Leadership, Network Building And Maintenance

Method Expertise – Project Management In Data Science Environment

• Project Management (Traditional And Agile), Scrum, Kanban, Design Thinking, Scrum Master, Product Owner, Project Management Methodology, Approaches, Project Planning And Control, Risk Management, Budget And Cost Control, Milestone Planning, Resource Management, Stakeholder Management, Communication Management, Quality Management, Change Management, Project Controlling, Time Management, Project Closing And Documentation, Conflict Management, Requirements Management, Agile Coaching, Hybrid Project Management

Method Expertise – Strategy For Data Science

• Roadmap Creation For Data Science Departments, Consulting And Coaching Up To C-Level Of Large Dax Companies, Building Multiple Data Science Departments And Companies, Strategic Planning And Implementation, Competitive Analysis, Market And Trend Analyses, Corporate Development, Innovation Management, Business Model Development, Transformation Management, Analytical Support In Mergers & Acquisitions (M&A), Kpi Definition And Monitoring, Swot Analysis, Risk Analysis And Assessment, Benchmarking

Method Expertise – Communication

• Presentation, Facilitation, Conversation Techniques, Workshop Moderation, Analytics Storytelling, Support In Hiring

Method Expertise – Process Management

• Process Analysis, Process Mining, Process Optimization And Simulation, Transformation Processes From Reporting To Analytics To Data Science Company, Implementing Best Practices, Interface Management, Quality Management, Performance Measurement, Risk And Compliance Management

Method Expertise – Architecture And Role Concepts

• Building Data Processes, Building Data Science Architectures Including Role Concepts, Full Automation Including Model Versioning