Raphael Mankopf
Founder / Quant Developer
Experience
Founder / Quant Developer
Market Maker
- Crypto quant strategy development, automated trade execution, onchain data client (Ethereum / Solana)
- Data and trade architecture development for liquidity provision
Manager Data Science & Blockchain Technology
Roland Berger GmbH
- Develop the digital asset strategy for multiple banks including custody technology set-up
- Build the world’s largest BTC mining operation in Abu Dhabi, including venture development for establishing a secure digital asset custody and commercialization strategy
- Oil & gas commodities price and volatility forecasting using deep neural networks, vector autoregressive models and multi-layer ensemble models – leading the end-to-end software implementation with a team of 3 data scientists and 2 data engineers
Managing Consultant for Data Science
Capgemini Invent
- Lead data science teams (3-8 FTE) in prototyping projects, responsible for analytics use-case development, machine learning model development and project sales (sole responsibility for a EUR 2.4 million project volume in 2020)
- Consult a global pharma corp. from use-case discovery to solution roll-out of ML-driven competition monitoring tools supported by sentiment analysis and topic extraction for unstructured text
Senior-Consultant / Data Scientist
Capgemini Invent
- Develop customized and machine-learning based trade surveillance solution, assessing trade volume, frequency, position size and traded contract type via ARIMA and LSTM models
- Lead a team of 6 engineers in the implementation of an end-to-end real-time data feed (MS Kubernetes) to the leading energy exchanges globally (ICE, CME) via a FIX API protocol
- Support a global investment bank to solve data quality issues by implementing customized machine learning applications for the back and middle office (Python / PySpark / Hadoop)
- Natural language processing for text classification by applying Latent Dirichlet Allocation and unsupervised clustering to streamline the processing of text queries for financial products
Consultant / Data Scientist
Capgemini Invent
- Develop deep learning based anomaly detection model to allocate sensor errors and wrong data points via an autoencoder model (PySpark, TensorFlow, Keras)
- Statistical trend modelling to specify next vehicle purchase point and machine learning based classification to suggest most suitable vehicle configuration for a German premium OEM
Research & Teaching Assistant
Stockholm School of Economics
- Data sourcing and cleaning (R / Python), multivariate regression analysis, logistic regression
- Teach weekly seminars of 20-30 students about statistics, micro and behavioral economics
Industries Experience
See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.
Experienced in Banking and Finance (6.5 years), Energy (5 years), Automotive (1.5 years), Education (1.5 years), Pharmaceutical (0.5 years), and Professional Services (0.5 years).
Business Areas Experience
The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.
Experienced in Research and Development (6.5 years), Project Management (5 years), Strategy (5 years), Business Intelligence (5 years), Product Development (3 years), and Information Technology (2.5 years).
Skills
Data Science
- Python, R, Stata
- Spark, Pyspark, Scala
- Databricks / Sagemaker
- Sql, Mongodb, Redshift, Postgresql
Software Development
- Javascript / Typescript
- Rust
- Solidity
Cloud Technology
- Azure Cloud
- Aws
- Kubernetes
Machine Learning
- Tensorflow
- Keras
- Googlebert Nlp
Languages
Certifications & licenses
DeepLearning.AI - Neural Exchange: University of the Pacific Lima, Peru
Networks and Deep Learning
Stanford Machine Learning
Profile
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