Kay (Dr. Rer. Nat. (math.)) Moritzen-Head of Risk Modeling & Cloud Infrastructure
Check rate
Experience
NGO, German Party
- Built advanced expertise in designing and deploying Model Context Protocol (MCP) infrastructures to enhance AI agent capabilities for an NGO.
- Developed and maintained MCP servers (e.g., using FastMCP) exposing external tools and data sources to LLMs via a standardized API (JSOB).
- Enabled seamless tool integration by adhering to an MCP client-server architecture, allowing AI hosts or agents to dynamically discover and invoke tools, access resources, and leverage custom prompts (file storage, SQL DBs, Weaviate, Chroma).
- Automated deployment (CI/CD) in AWS with infrastructure as code (CDK) and Jenkins (scheduler).
- Conducted comparative model evaluation to address German language needs (Hugging Face versus Anthropic, Cohere, others) and AWS Bedrock.
- Evaluated legal and regulatory considerations, ensuring MCP-based solutions complied with emerging EU AI Act requirements, such as risk classification, transparency, documentation, and responsible tool provisioning within the European context.
Insurance
- Performed business analysis, actuarial support, and technical leadership for decommissioning a major health insurer’s COBOL-based legacy system in regulatory reporting.
- Led cross-functional DevOps teams to analyze, document, and optimize actuarial processes and data flows, ensuring a seamless migration to modern platforms.
- Focused on validating actuarial calculations, regulatory compliance, and data integrity throughout the transition.
- Delivered actionable insights and recommendations to enhance reporting accuracy and operational efficiency.
- Supported the customization and implementation of new reporting solutions.
Audit, Bank
- Conducted a comprehensive internal audit of a major bank’s risk management systems in line with MaRisk requirements.
- Led a cross-functional team to assess and evaluate internal controls, reporting structures, and risk mitigation strategies, focusing on quantitative modeling of credit risk (PDs, LGDs, migrations).
- Provided actionable recommendations to enhance regulatory compliance and optimize risk management processes.
- Analyzed and customized CreditMetrics in msg ThinC! (now msg ORRP).
Head of Risk Modeling & Cloud Infrastructure
System Provider
- Led a DevOps team in developing a pricing tool that incorporated risk modeling requirements and engineered cloud infrastructure using Azure, Bicep, and Pipelines.
- Implemented advanced AI-driven strategies to enhance predictive analytics and optimize resource allocation through MLOps.
- Designed and deployed scalable cloud solutions, resulting in improved operational efficiency and data-driven decision-making capabilities.
- Developed an agent-based LLM system using Azure, Python, and LangChain, connecting AI to SQL databases and file systems (agentic LLMs, ReAct approach).
- Created a Streamlit app for user interaction, leveraging LangChain’s framework to enable the LLM to access and manipulate data from multiple sources.
AWS Cloud Specialist & Lead Data Scientist
Energy Provider
- Managed project management, data engineering, and advanced analytics including predictive modeling and machine learning with AWS SageMaker.
- Provided technical leadership for DevOps initiatives focused on electricity price forecasting, including PFC-curve modeling, risk modeling, and integration with the market master data register.
- Managed cloud infrastructure using infrastructure as code (CDK, CloudFormation, Terraform).
- Designed and implemented robust code and data pipelines for both batch and real-time processing.
- Oversaw system administration and maintenance of AWS environments (ECS, EC2, S3, RDS, Lambda, and others).
- Developed and executed cloud migration strategies and containerization solutions with Docker, incorporating CI/CD pipelines for streamlined deployment and operations.
Audit, Bank
- Conducted an internal audit reviewing Basel III, CRR/CRD IV, and MaRisk requirements.
Financial Services, Bank
- Ported an Interest Rate Curves database from SQL to C++ using QuantLib.
- Performed validation and tests, feasibility studies, and prototyping in Python with an ORM.
- Utilized build tools: CMake and GNU Autotools; IDEs: CLion and MS Visual Studio 2010/2019.
Finance, Bank
- Developed a compiler for the validation syntax of the EBA Datapoint Model.
- Performed validation and aggregation of XBRL reporting (FINREP, COREP, Funding Plan) by automatically generating functional dependencies in Excel/VBA.
- Implemented solutions in Python, Jupyter, SQLite, and Oracle DB.
- Conceived the overall IT solution and provided training in statistical analysis and machine learning with Python.
Pricing, Insurance
- Created a pricing tool for individual insurance policies.
- Implemented machine learning approaches for estimating frequency and severity ratios (product risk) using AWS SageMaker, Python, and R.
Treasury, Bank
- Created an ETL system (FINARIS/RapidRep) for automatic reconciliation of swap clearing transactions and minimum reserve requirements.
- Implemented SAP ABAP web services.
Audit, Bank
- Implemented an internal audit reviewing Basel III, CRR/CRD IV, and MaRisk requirements regarding credit and market price risks.
- Conducted quantitative analysis of internal models, processes, and data.
Finance, Bank
- Participated in the Sensitivity Analysis of Liquidity Risk Stress Test 2019 for the ECB.
- Designed and produced a fully automated ECB report using RapidRep, PowerShell, and VBA.
- Developed tools for automatic reconciliation of reported balance sheet data (XBRL: Finrep).
Credit Risk, Bank
- Designed and created the simulation model for the EBA Bank Stress Test 2018 focusing on counterparty risk (single transaction valuations, test management, web service).
- Developed using Node.js, SQL, JavaScript, VBA, and FINARIS RapidRep.
Lecturer
Applied Universities
- Delivered lectures in mathematics, statistics, econometrics, and business informatics.
Web Developer
IT-startups
- Created a PHP calculation kernel for expert judgement calculation of life insurance products and valuation of real estate objects.
- Developed digital marketing and predictive analytics features for web portals.
- Maintained repositories and performed testing using Git/GitLab and PHPUnit.
Advisor / Quantitative Risk Analyst
Allianz SE
Senior Consultant
Benoist & Company
Researcher, Lecturer, Scientific Assistant
Universities Bayreuth, Dortmund and DTU Denmark
Industry Experience
See where this freelancer has spent most of their professional time.
Experienced in Education, Insurance, Professional Services, Information Technology, Real Estate, and Banking and Finance.
Business Area Experience
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Experienced in Research and Development, Finance, Information Technology, Human Resources, Business Intelligence, and Marketing.
Summary
- Senior Data Scientist/Analyst/Engineer/Architect
- Senior Consultant, Project Management
- Lecturer (Statistics/Econometrics/Mathematics)
- Actuary (DAV) / Banking Auditor
Skills
- Project Management
- Devops/mlops: Several Tools (Grafana, Mlflow, Feast, Nexus, Others)
- Aws (Sagemaker, Codecatalyst, Ec2, Ecs, S3, Codebuild/codedeploy, Others)
- Azure (Storage, Function Apps, Web Apps, Azure Boards Pipeline Scripting)
- Ci/cd: Jenkins, Git, Aws Codecatalyst
- Release Management / Version Control
- Frameworks: Python: Flask, Fastapi, Streamlit, Dash; R: Shiny; Php: Laravel
- Data Warehousing: Oracle, Redshift, Snowflake
- Data Modeling, Design, And Profiling
- Application Management/development (Php, Java, Python, Perl)
- It Development/internet Protocols Ftp/sftp, Restful, Html, Etc.
- Migration Of System Landscapes
- Etl Processes, Data Management, Authorizations, And Models
- Databases: Pl/sql, Postgresql, Mariadb/mysql, Sqlite, Ms Sql Server, Influxdb
- Programming Languages: Abap/4, Vba, Haskell, Lua, Matlab, R, Python, Js/ts, Bash, Powershell, C, C++, C#, Fortran, Java, Php, Go, Others
- Protocols: Xml, Wsdl/soap, Json, Html/css
- Machine Learning: Frameworks For Supervised/unsupervised And Reinforcement Learning, Pytorch, Tensorflow, Scikit-learn, Nlp/ner
- Technical Consulting In Banks And Insurance Companies
- Experience As A Liaison Between Business And It Departments
- Banking Experiences: Regulatory Reporting, Trade Floor, Marketrisk/creditrisk Modeling
- Bank Audits: Reviewing Eba/bafin Standards In Risk Reporting (Liquidity Risk, Operational Risk, Market Risk, Credit Risk)
- Investment Banking: Financial Portfolio/product Analysis And Modeling (Structured Products, Abs, Mbs, Cdo, Options Pricing)
- Experience In The Insurance Industry: P&c And Life Insurance, Reinsurance
- Actuarial Consulting: Evaluating Surrender Values Of Life Insurance Products
Languages
Education
PhD in Mathematics · Mathematics
Statistics
Experience
Global Experience
Expertise
Qualifications
Profile
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