Data Scientist Senior

Data Scientist SeniorWe 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 ResponsibilitiesDevelop, 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 QualificationsExperience: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 QualificationsA 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.