Philipp Grunert-Machine Learning & 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
• Forecasts, Optimization, Simulations, Analytics Processes, Automations, Cloud, Setup And Quick Wins Analytics, Llm, Nlp

Tools

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

Industries

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

Expertise – Analytical Crm

• Model Development, Deployment, Automated Production, Scoring, Forecasts, Uplift Modeling, Customer Segmentation, Customer Value Forecasting, Churn Prevention, Cross- And Up-Selling, New Customer Acquisition, Customer Win-Back, 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 Analyses, 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

Expertise – Business Analytics

• Forecasting, Simulations, Business Cases, Cost-Benefit Models, Optimization, Potential Analyses, Budget Control, Predictive Modeling, Data Mining, Driver Analyses, Rca – Root Cause Analysis, Operations Research, Geographic Models, Market Models, Process Mining, Performance Management, Analytical Decision Theory, Market Research (Survey Analysis), Deriving Recommendations For Action 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

Expertise – Risk Management

• Risk Management Strategies, Risk-Value Balance, Maturity Assessments In Risk Management, Risk Kpi Systems, Risk-Based Pricing, Basel Ii-Compliant Risk Scoring, Pd, Lgd, Ead, Rating, Application Management, Limit Management, Receivables Management, Collections Processes, Fraud Prevention, Profit-Based Offering, Stress Tests 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

Expertise – Business Intelligence

• Migrations Between Languages, Building Standard Reports, Data Quality Analysis, Reporting, Kpi (Key Performance Indicators) 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

Expertise – Data

• Database Architecture, Data Modeling, Analytical Datamarts, 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

Expertise – Data Protection

• Certification, Support In Building Data Protection-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, Xgb, Neural Networks, Simulations (Monte Carlo), Linear/Quadratic Optimization, Time Series Analysis (Xarima-X, (I, E)-Garch-(M), Smoothers, 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 Skills In The Data Science Environment

• Team Leadership, Technical And Disciplinary Leadership, Also On An Interim Basis At Clients (In Different Companies With 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, Employee Development In Data Science, Company Culture Development, Resource Management, Stakeholder Management, Promoting Innovation, Team Building, Goal Setting And Evaluation Skills, Agile Leadership, Networking And Relationship Management

Method Expertise – Project Management In The Data Science Environment

• Project Leadership (Traditional And Agile), Scrum, Kanban, Design Thinking, Scrum Master, Product Owner, Project Management Methodology, Process Models, 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 Completion 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 At Large Dax Companies, Building Several Data Science Departments And Companies, Strategic Planning And Implementation, Competitive Analysis, Market And Trend Analyses, Company Development, Innovation Management, Business Model Development, Transformation Management, Analytical Support For Mergers & Acquisitions (M&A), Kpi Definition And Monitoring, Swot Analysis, Risk Analysis And Assessment, Benchmarking

Method Expertise – Communication

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

Method Expertise – Process Management

• Process Analysis, Process Mining, Process Optimization And Simulation, Transformation Processes From Reporting To Analytics And Then To A Data Science Company, Implementation Of 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 Historization

It Competence – Analytics/Reporting Tools

• Python (Pandas, Numpy, Matplotlib, Tensorflow, Pytorch, Keras, Pyspark, Streamlite, Dash, Flask), R (R-Studio, Tinn R, Shiny, Knitr), Sas Eg, Sas Forecast Studio, Sas Enterprise Miner, Sas Ci, Sas Di, Sas Ma, Sas Mo, Sas Visual Analytics, Sas Workload, Spss Statistics, Spss Modeler, Statistica – Data Miner, Rapid Miner, Stata, Data, Amos, Excel Solver, Excel Monte Carlo, Excel Bootstrapping, Portrait Uplift, Delta Master, Knime, Portrait Miner, Smartpls, Ms Project, Google Cloud, Google Analytics, Google Big Query, Tealium, Responsys, Intelliad, Adobe Sitecatalyst, Vertexai, Qlik, Powerbi With Daxstudio, Tableau, Llm (Bert, Llama2, Gpt4), Gpower, Databricks, Looker, Aws, Snowflake, H2o.Ai

It Competence – Programming Languages

• Python, R, Sas Base, Spss Syntax, Stata, Sql, Plsql, Vba, Bayesx, C++, Java, Html, Javascript, Matlab

It Competence – Applications

• Jira, Confluence, Git(Hub), Kubernetes, Docker, Microservices, Cloud Run, Airflow, Kubeflow, Trello, Jenkins, Slack, Microsoft Teams, Bitbucket, Azure Devops, Apache Spark, Apache Kafka, Jupyter Notebook, Vs Code, Pycharm

It Competence – Databases

• Sql/ No-Sql Databases, Azure, Aws, Biqquery, Google Cloud, Snowflake, (Gcp), Oracle, Sap Bw/Isu, Mysql, Hadoop, Teradata, Dbeaver, Microsoft Sql Server, Db Visualizer, Ms Access, Mongodb, Postgresql, Cassandra, Gis, Mariadb, Ibm Db2, Sqlite, Clickhouse

It Competence – Other

• Ms Office, Pc#Tv, Datev, Axciom, Infas

Industry Expertise

• Insurance (Direct And Traditional), Retail (Department Stores, Retail, E-Commerce), Consumer Products, Energy, Health, Financial Services (Retail Banking, Direct Banking, Automotive Banks), Telecommunications, Industry, Automotive, Real Estate, Media (Broadcasting, Online, Publishers), Public Authorities And Associations, Transport/Tourism, Logistics, Pharmaceutical Industry, Education, Food Industry, Public Administration, Financial Technology (Fintech), Insurance And Financial Technology (Insurtech), It Services, Start-Ups