O

Ontario Securities Commission

Data Scientist

Data SciencePosted on Nov 10
Full-timeToronto, ON, CanadaNo salary listedIn-person

About the Job

Requirements

  • An undergraduate degree in Mathematics, Applied Mathematics, Computer Science, Computer Engineering, Statistics, or a related discipline in science, technology, engineering, and mathematics is required.
  • At least 3 years of relevant experience in data science, artificial intelligence, engineering, or quantitative analysis roles is required.
  • Hands-on experience with large language model inference and optimization, including designing efficient inference pipelines, implementing batching strategies, and applying CUDA-based performance optimizations, is required.
  • Advanced proficiency in Python, including familiarity with data science and artificial intelligence libraries such as PyTorch and Transformers, is required.
  • Working knowledge or a solid understanding of manipulating, transforming, and analyzing complex, high-volume, high-dimensionality data from diverse sources and formats is required.
  • Working knowledge or a solid understanding of natural language processing and large language models for document analysis is required.
  • Working knowledge or a solid understanding of outlier detection modeling, regression analytics, and other predictive modeling is required.
  • Working knowledge or a solid understanding of computer software design and database administration, including complex database querying, is required.
  • Academic research experience and the ability to comprehend and apply research papers and publications are required.
  • Strong analytical skills and the ability to analyze large datasets, including creating frameworks for Enforcement teams to visualize data, patterns, and statistical relationships, are required.
  • Clear and concise verbal and written communication skills are required.
  • Strong organizational skills and the ability to meet aggressive deadlines in a fast-paced environment are required.
  • The candidate must be able to work independently and in a team environment.

Responsibilities

  • Gather requirements, then design, test, and deliver data analysis and automation solutions to meet the division's needs.
  • Document methodology, code, and results so analyses are reproducible and can be explained and defended in litigation.
  • Write code in Python to clean, transform, and analyze large structured and unstructured datasets.
  • Build on the team's shared code base and tools, and participate in code review and quality assurance.
  • Develop and maintain software tools that improve the capabilities and efficiency of Enforcement.
  • Read and dissect research papers to understand key points and tailor analysis accordingly.
  • Apply large language models within approved use cases to assist Enforcement teams in reviewing and extracting information from large volumes of documents, including prompt engineering and scalable batch processing.
  • Research the use of generative artificial intelligence to enhance information detection and extraction and information restoration, and assess its potential misuse by others.
  • Provide concise monthly reporting on assigned products, solutions, and case work, explaining technical work in plain language.
  • Build training modules and educate Enforcement team members on newly developed processes.
  • Analyze financial market trading data to identify potentially manipulative or deceptive trading and insider trading.
  • Develop custom algorithms at the request of Enforcement teams.
  • Perform investigative analysis throughout the case lifecycle, identify critical patterns and entity relationships, and present findings to Enforcement teams.
  • Validate source data for completeness and integrity before analysis and work with case teams to resolve gaps.
  • Support case prosecution and legal actions by preparing and presenting analyses, interpretations, and reports.

Desired Qualifications

  • Experience writing and optimizing custom CUDA kernels is a plus.

About the Company

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