Senior Data Scientist
Full-time
Node.Digital
Role Description
Senior Data Scientist (NLP and Unstructured Data Analytics)
Location: Herndon, VA (Remote Work)
Must have a Public Trust Clearance
Key Responsibilities
- Integrate and scale natural language processing methods to parse, clean, and analyze large corpora of unstructured and semi-structured text, using optical character recognition, semantic similarity algorithms, and large language models as needed.
- Design, develop, test, calibrate, and implement statistical and machine learning models targeting financial fraud, improper payments, and non-compliance within SBA programs.
- Build and refine supervised and unsupervised models, including regression, Bayesian, clustering, and ensemble approaches.
- Review, maintain, and support all existing loan fraud indicators developed by TSD.
- Perform data quality analysis on source tables and develop repeatable processes for combining and analyzing large data sources.
- Collaborate directly with criminal investigators to determine and execute analytic strategies supporting loan fraud cases, adhering closely to the federal rules of criminal procedure governing protected information, including Rule 6(e).
- Develop case leads for SBA OIG investigations from model outcomes.
- Document all methodology, test models, and production models in a form that satisfies criminal evidentiary requirements.
- Build visualizations and dashboards conveying methodological choices, outcomes, and predictive capability, iterated on end user feedback.
- Deliver findings in multiple registers: data summaries and visualizations for investigative staff, executive summaries for OIG leadership.
- Coordinate with the data engineering seat so the architecture supports machine learning and text processing pipelines efficiently.
- Create programming and automation techniques using SharePoint, Python, Excel, Power BI, Power Apps, and similar tools.
- Identify new business questions that expand the scope of analysis and reporting.
Qualifications
- Master's, Ph.D., or doctorate level equivalent degree in data science, machine learning, computer science, mathematics, or a related field. Alternatively, ten years of applied work experience in any of the same fields.
- 5+ years designing, implementing, and maintaining advanced AI systems and predictive models, including both supervised and unsupervised models.
- 5+ years developing analytic rules and models using leading edge analytic tools and best practices.
- 5+ years developing regression, classification, and other statistical models to identify anomalies, patterns, and predictive variables.
- 3+ years providing data support for criminal investigations into financial fraud or abuse of government funds.
- 3+ years manipulating data in Python. Pandas is required.
- 3+ years working in a modern cloud environment: Azure, AWS, or GCP. Certifications preferred.
- 2+ years conducting advanced data analysis in SQL, specifically SQL Server and PostgreSQL.
- 2+ years developing and scaling natural language processing solutions.
- 2+ years presenting methods and findings to technical and non-technical stakeholders, both orally and in written products and visualizations.
Preferred Qualifications
- Production experience with named entity recognition and entity resolution across messy document corpora.
- Retrieval augmented generation, vector stores, embeddings, and semantic search at scale.
- Large language model integration under federal security constraints, including boundary controlled deployment and prompt versioning.
- Optical character recognition pipelines applied to scanned or low quality source documents.
- Topic modeling, document classification, or clustering applied to audit, legal, or investigative text.
- Cloud certification in Azure, AWS, or GCP.
Benefits
- Medical
- Dental
- Vision
- Basic Life
- Health Saving Account
- 401K matching
- Three weeks of PTO/Sick
- 11 Paid Holidays
- Pre-Approved Online Training
Vacancy posted 7 days ago
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