Job Details
Data Scientist, Quantitative Trading (NLU/NLP)
Crypto Jobs
Job Description
🧠 Job Snapshot
Title: Data Scientist – Quantitative Trading (NLU/NLP)
Location: Singapore (Remote)
Department: Quantitative Trading / Research
Key Focus: Leverage NLP and machine learning to extract trading signals from news and social media
🔍 Your Mission
This role merges Natural Language Understanding (NLU) with quant finance. You’ll:
- Extract alpha from text-based sources (e.g., Reddit, Twitter, news feeds)
- Build ML/NLP models to predict market behavior
- Integrate linguistic signals into backtested trading strategies
✅ Required Technical Skills
🧠 NLP / NLU
- Proficient with NLP libraries: SpaCy, NLTK, HuggingFace Transformers
- Skilled in Named Entity Recognition (NER), Sentiment Analysis, and Intent Detection
- Experience extracting trading signals from unstructured text (news, social media)
💻 Programming
- Strong programming skills in Python (preferred); familiarity with R for statistical modeling
- Experience with data manipulation using pandas, NumPy, and API integration
📊 Math & Statistics
- Solid understanding of probability theory, linear algebra, and time-series analysis
- Knowledge of risk modeling and statistical testing for hypothesis validation
🧠 Machine Learning / AI
- Proficient in Scikit-learn, TensorFlow, and PyTorch for training, tuning, and deploying models
- Applied ML to text classification, clustering, and signal generation
📈 Backtesting & Finance
- Familiarity with financial markets and quantitative trading concepts
- Experience using Backtrader, Zipline, or custom backtesting frameworks to simulate trading strategies
🌍 Languages & Communication
- Fluent in English and Mandarin to collaborate with global, cross-functional teams and stakeholders
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