Data Scientist
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Role details
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Job description
- Data Hygiene & Management: Clean, transform, and manage large-scale datasets from diverse, complex sources, ensuring absolute data integrity, reliability, and security.
- Performance Optimization: Optimize complex SQL queries and database operations to ensure efficient data access, processing, and scalability.
- Engineering Standards: Actively participate in code reviews, enforce version control, and uphold best practices for code quality, reproducibility, and data privacy.
- End-to-End Delivery: Support data validation, testing, deployment, and post-implementation monitoring in a fast-paced environment.
Requirements
- Strong practical experience with Natural Language Processing (NLP), Text Processing, and Information Extraction concepts including Named Entity Recognition, Blocking and Indexing, String Distance Metrics, TF-IDF/Cosine Similarity, Phonetics Encoding, Address Standardization
- Solid Python, Regex, and SQL experience
- Excellent Communication skillsPosition Description:
- Develop Analytics Solutions: Design, implement, and maintain advanced data processing and entity resolution pipelines using Python and SQL on enterprise data platforms., + Bachelor’s degree in Statistics, Applied Mathematics, Computer Science, or Information Science with experience in NLP, Text Processing, Information Extraction, Python, SQL, Regex and specialized libraries/frameworks.
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Overall 10+ years’ experience in IT industry Factors To Help You Shine (Required Skills) Selected candidate must be able to obtain and maintain a public trust clearance Selected candidate must be willing to work on-site in Woodlawn, MD 5 days a week Master’’s and 10+ years of experience, Bachelor’’s and 12+ years of experience or 18+ years in lieu of a degree
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Strong practical experience with Natural Language Processing (NLP), Text Processing, and Information Extraction including: o Practical knowledge of Named Entity Recognition and Address Standardization to extract and clean unstructured text data. o Deep understanding of data matching strategies, including Blocking and Indexing, String Distance Metrics, and Phonetic Encoding. o Experience applying TD-IDF and Cosine Similarity for text comparisons and information retrieval.
- Strong Python development skills for building analytics solutions and manipulating data.
- Advanced SQL proficiency for complex data querying, optimization, and database operations.
- Practical experience using Regex for advanced text processing, data cleansing, and pattern matching.
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Familiarity with specialized libraries and frameworks including: o Linkage libraries such as Splink / FastLink, Dedupe, or recordlinkage o Core Python data science libraries, specifically spaCy for NLP tasks and Scikit-Learn for general machine learning and clustering
- Familiarity with code reviews, version control, and maintaining data security and reproducibility standards.
- Excellent communication skills. How To Stand Out From The Crowd (Desired Skills) o Prior experience delivering IT or data initiatives within federal, state, or local government environments o Proven ability to operate independently, take ownership of data pipeline architectures, and drive projects from data discovery through to post-implementation. o Experience retrieving, migrating, and manipulating data from legacy and distributed systems, including PostgreSQL, DB2, Oracle, SQL Server, and Hadoop, as well as unstructured flat files. o Experience utilizing Jenkins to automate continuous integration, testing, and deployment (CI/CD) for data validation pipelines. o Experience with pipeline automation tools to schedule and monitor complex data cleansing jobs. o Strong ability to translate complex algorithmic decisions (such as probabilistic match thresholds) into clear business logic for executive leadership and non-technical stakeholders. o Excellent problem-solving skills and proven verbal/written communication skills when collaborating across cross-functional teams.
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