Senior Data Scientist (NLP and Unstructured Data Analytics)

Node.Digital LLC

Herndon (VA)

Hybrid

USD 150,000 - 190,000

Full time

14 days+

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Benefits offered by this job

Medical
Dental
Vision
Basic Life
Health Saving Account
401K matching
Three weeks of PTO/Sick
11 Paid Holidays
Pre-Approved Online Training

Job summary

Senior Data Scientist (NLP and Unstructured Data Analytics) in Herndon, VA with Remote Work option. Must have a Public Trust Clearance. Responsibilities include NLP integration, ML model development for fraud detection, and collaboration with investigators under federal rules.

Strong Python, NLP, cloud, and data visualization skills required; experience with OCR, LLMs, and dashboards is essential. Education requires a Master’s/PhD or 10 years of related work; preferred cloud certifications and

Qualifications

  • Master's, Ph.D., or doctorate level equivalent in data science, ML, CS, mathematics, or 10 years of related work experience.
  • 5+ years designing, implementing, and maintaining advanced AI systems and predictive models (supervised and unsupervised).
  • 5+ years developing analytic rules and models using leading analytic tools and best practices.
  • 5+ years developing regression, classification, and other statistical models to identify anomalies 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 Server and PostgreSQL.
  • 2+ years developing and scaling natural language processing solutions.
  • 2+ years presenting methods and findings to technical and non-technical stakeholders.

Responsibilities

  • Integrate and scale NLP methods to parse, clean, and analyze large corpora of unstructured text using OCR and LLMs as needed.
  • Design, develop, test, calibrate, and implement ML 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 analyzing large data sources.
  • Collaborate with investigators to determine analytic strategies while adhering to Rule 6(e) and privacy requirements.
  • Develop case leads for SBA OIG investigations from model outcomes.
  • Document all methodology, tests, and production models to evidentiary standards.
  • Build visualizations and dashboards conveying methodological choices, outcomes, and predictive capability.
  • Deliver findings in data summaries and executive-style reports for leadership.
  • Coordinate with the data engineering seat to support ML and text processing pipelines.
  • Create automation techniques using SharePoint, Python, Excel, Power BI, and Power Apps.

Skills

Python
Pandas
SQL
Azure
AWS
GCP
NLP
Machine Learning
Statistical Modeling
Data Visualization

Education

Master's/PhD or 10 years related experience

Tools

SharePoint
Python
Excel
Power BI
Power Apps
SQL Server
PostgreSQL
Pandas

Job 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, and adhere 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.
Required
Education

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.

We are proud to offer competitive compensation and benefits packages to include

  • Medical
  • Dental
  • Vision
  • Basic Life
  • Health Saving Account
  • 401K matching
  • Three weeks of PTO/Sick
  • 11 Paid Holidays
  • Pre-Approved Online Training
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