Jack Westin

Systems Engineer

• Design, build, and maintain end-to-end AI-powered product experiences
• Develop backend services, APIs, and platform integrations supporting Jack
• Integrate LLMs, retrieval systems, embeddings, vector databases, tool calling, and agentic workflows where appropriate
• Evaluate architectural approaches for RAG, contextual grounding, personalization, model routing, caching, and tool use
• Build reliable mechanisms for passing learner, question, content, and platform context to AI systems
• Collaborate with Product to assess feasibility, technical risk, cost, latency, and expected product value before development
• Implement observability and monitoring for AI workflows, including failures, latency, token usage, and cost
• Support experimentation across models, prompts, retrieval strategies, and orchestration approaches
• Contribute to AI evaluation and regression-testing infrastructure
• Design systems that are scalable, secure, maintainable, and privacy-conscious
• Work closely with frontend, platform, data, QA, and instructional teams

AI-LLM Systems Engineer

Content Marketing Manager

• Review and assess passage-based test questions for clarity, accuracy, and test-readiness
• Amend CARS passages
• Edit existing passage reviews and solutions written by other contributors
• Provide substantive feedback on question structure, stem clarity, and distractor quality
• Ensure consistency with test format standards and Jack Westin quality guidelines
• Identify gaps in question coverage and suggest improvements
• Rewrite and refine solutions for clarity and pedagogical effectiveness
• Develop comprehensive explanations for correct answers and distractors
• Create background context and explanatory material for challenging passages
• Ensure reasoning is transparent and accessible to test-takers
• Align solutions with Jack Westin CARS Section pedagogy and learning objectives
• Maintain consistency in explanation depth, vocabulary level, and pedagogical approach
• Self-evaluate work against established quality standards before submission
• Participate in revision rounds to achieve quality benchmarks
• Identify patterns in quality issues and suggest systemic improvements
• Collaborate with content leads and other specialists to maintain content consistency
• Communicate clearly about editorial decisions and quality concerns
• Participate in feedback cycles and implement revisions efficiently
• Support development of style guides and quality standards
• Maintain organized documentation of work completed
• Complete a timed CARS assessment independently under exam-style conditions if shortlisted

Literary Content Specialist

Content Creator

• Write and refine AAMC-standard solutions for psychology and sociology passages and discrete question sets
• Write clear explanations for both the correct answer and each distractor
• Integrate relevant images and visual explanations into solutions
• Follow the Jack Westin style guide and pedagogical approach
• Self-evaluate work against quality standards before submitting
• Participate in revision rounds as needed for acceptance
• Contribute to additional content development tasks as they arise
• Complete 48 items by October 15, 2026 at approximately 12 items per week
• Report to the Director of Product and/or Scientific Content Manager for feedback and approvals

Psychology and Sociology Content Developer

General

• Provide one-on-one advising for assigned students applying to medical and other healthcare professional programs, including PA, Dental, Pharmacy, and Vet programs
• Provide essay review, feedback, and support for personal statements, experiences/activities, secondary essays, school lists, MD/PhD essays, letters of intent/interest, and mock interview preparation
• Support review committee work, graduate school insight, and other client materials as needed
• Respond to student questions and provide updates within designated timelines
• Schedule Zoom support calls and independently manage student appointments
• Ensure application tasks, documents, and student responsibilities are completed on time
• Manage first-line client service issues professionally
• Maintain continuous communication with students to support progress and maximize acceptance outcomes
• Conduct Zoom intake assessments and produce written evaluations of application readiness, academic qualifications, and competitiveness strategies
• Track deliverables, applicant timelines, due dates, and completed edits using the team's tracking system
• Provide customer service throughout the package engagement

AI-LLM Systems Engineer

Literary Content Specialist

Psychology and Sociology Content Developer

Admissions Expert, Dean's Circle