Job#: 3047100 Job Description: Data Scientist Senior
Location: McLean, Virginia (Onsite)
Role Overview
We are seeking a hands-on Data Scientist with strong Python and Computer Vision skills. The role involves designing, building, testing, and operationalizing capabilities that convert image-based content and model outputs into usable, reviewable, and analytics-ready data products. This position requires software engineering fundamentals, computer vision coding experience, and data engineering skills to partner across product, modeling, engineering, research, and business teams.
Key Responsibilities
- Develop, enhance, and maintain code that supports computer vision model output processing, image extraction, metadata generation, and validation workflows.
- Work with image-based model outputs, bounding boxes, labels, confidence scores, extracted attributes, and structured metadata to support downstream review and analysis.
- Build reusable utilities for parsing, transforming, validating, and comparing computer vision outputs across model versions and production-style runs.
- Support product capabilities that allow users to review, validate, correct, and quality check model-generated outputs.
- Translate computer vision models output into user-facing review patterns, QC screens, exception workflows, and validation experiences.
- Create and manage representative test datasets for image extraction, metadata validation, regression testing, and model performance review.
- Validate extracted images, image classifications, and metadata against original source documents to confirm completeness, accuracy, and traceability.
- Develop scripts and data pipelines that convert model outputs into structured and semi-structured formats suitable for research and analytics.
- Collaborate across product management, model development, UI engineering, data engineering, research, and business teams.
Required Qualifications
Experience:- 5-7 years of related professional experience.
- Hands-on experience coding computer vision or image-processing solutions using Python and common libraries such as OpenCV, Pillow, PyTorch, or TensorFlow.
- Experience writing modular, maintainable code for automation, validation, transformation, and testing.
- Experience preparing model outputs for downstream systems using JSON or similar formats.
- Experience testing model-output pipelines, identifying defects, and analyzing root causes.
Technical Skills:- Expertise in Python, SQL, image analytics, data modeling, and Snowflake.
- Ability to process image files, extracted labels, model predictions, confidence scores, and metadata payloads.
- Skills in designing validation logic, reconciliation checks, and data quality rules for image-derived outputs.
- Analytical skills to detect anomalies, data gaps, and model-output inconsistencies.
Preferred Qualifications
- A background in the financial or mortgage industry.
- Experience with appraisal images, property photos, mortgage data, or other document-heavy business processes.
- Familiarity with image extraction, object detection, classification, OCR, or computer vision evaluation techniques.
- Experience comparing extracted image content and metadata back to source documents for auditability.
- Exposure to Snowflake Variant, JSON analytics pipelines, or data lake patterns.
- Experience supporting financial services, housing, or appraisal-related technology initiatives.
- Familiarity with UAD, appraisal modernization, model validation, or AI-enabled quality control workflows.
Everforth Apex is a world-class IT services company that serves thousands of clients across the globe. When you join Everforth Apex, you become part of a team that values innovation, collaboration, and continuous learning. We offer quality career resources, training, certifications, development opportunities, and a comprehensive benefits package. Our commitment to excellence is reflected in many awards, including ClearlyRateds Best of Staffing in Talent Satisfaction in the United States and Great Place to Work in the United Kingdom and Mexico.
Everforth Apex uses a virtual recruiter as part of the application process. Click for more details. By applying for this job, you agree to receive calls, AI-generated calls, text messages, or emails from Everforth Apex and its affiliates, and contracted partners. Frequency varies for text messages. Message and data rates may apply. Carriers are not liable for delayed or undelivered messages. You can reply STOP to cancel and HELP for help. You can access our privacy policy at
Everforth Apex Benefits Overview: Everforth Apex offers a range of supplemental benefits, including medical, dental, vision, life, disability, and other insurance plans that offer an optional layer of financial protection. We offer an ESPP (employee stock purchase program) and a 401K program which allows you to contribute typically within 30 days of starting, with a company match after 12 months of tenure. Everforth Apex also offers a HSA (Health Savings Account on the HDHP plan), a SupportLinc Employee Assistance Program (EAP) with up to 8 free counseling sessions, a corporate discount savings program and other discounts. In terms of professional development, Everforth Apex hosts an on-demand training program, provides access to certification prep and a library of technical and leadership courses/books/seminars once you have 6+ months of tenure, and certification discounts and other perks to associations that include CompTIA and IIBA. Everforth Apex has a dedicated customer service team for our Consultants that can address questions around benefits and other resources, as well as a certified Career Coach. You can access a full list of our benefits, programs, support teams and resources within our 'Welcome Packet' as well, which an Everforth Apex team member can provide.
Everforth Apex Systems is an equal opportunity employer. We do not discriminate or allow discrimination on the basis of race, color, religion, creed, sex (including pregnancy, childbirth, breastfeeding, or related medical conditions), age, sexual orientation, gender identity, national origin, ancestry, citizenship, genetic information, registered domestic partner status, marital status, disability, status as a crime victim, protected veteran status, political affiliation, union membership, or any other characteristic protected by law. Everforth Apex will consider qualified applicants with criminal histories in a manner consistent with the requirements of applicable law.
If you require an accommodation under the Americans with Disabilities Act to participate in an interview with a virtual recruiter or to use our website for a search or application, please contact our Benefits Department at or . Please note that this contact information is strictly to be used for medical ADA accommodations and that no other inquiries will be answered.
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