Jobs

    Data Scientist - Singapore - IDC TECHNOLOGIES (SINGAPORE) PTE. LTD.

    IDC TECHNOLOGIES (SINGAPORE) PTE. LTD.
    IDC TECHNOLOGIES (SINGAPORE) PTE. LTD. Singapore

    Found in: Talent SG 2A C2 - 6 days ago

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    Description
    Roles & Responsibilities

    Job Duties & Responsibilities:

    1. Work with large and complex financial datasets to develop end-to-end data science solutions for pricingvarious financial products, dynamic campaign optimization, and customer personalization.
    2. Conduct research and literature review to assess and evaluate trade-offs between different quantitative algorithms and models.
    3. Implement and train AI/ML models and optimize algorithm efficiency (GPU distributed computing, concurrent programming)
    4. Refactor and document code into reusable libraries/ APIs/ tools, deploy machine learning ecosystems, and perform sub-system integration as required.
    5. Integrate solutions into enterprise MLOps ecosystem and automate CI/CD pipelines for model lifecycle maintenance and monitoring.

    Requirements:

    1. Good understanding of the data science production life cycle with demonstrable experience working with structured, semi-structured and unstructured data.
    2. Excellent software skills (Python, SQL variants) and knowledge in design patterns, code optimization, object-oriented programming.
    3. Experience applying quantitative and machine learning algorithms for pricing and marketing.
    4. Demonstrable expertise in some of the following domains - econometrics, statistical modelling,time-series analysis, signal processing, reinforcement learning, estimating causal relationships/ counterfactual effects, dynamic pricing.
    5. Solid understanding of foreign exchange markets, including knowledge of currency pairs, market dynamics, and key drivers.
    6. Hands-on experience in designing and executing digital campaigns and experimentation (A/B, Multivariate, Bandits, Sequential, quasi-experiments), evaluation methodologies (DiD variants), and conducting experiments to optimize campaign performance.
    Tell employers what skills you have

    Machine Learning
    Currency
    Big Data
    Dynamics
    Pipelines
    Experimentation
    Design Patterns
    SQL
    Python
    Econometrics
    Foreign Exchange
    Statistics
    Data Science
    Pricing
    Signal Processing

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