Legal Data Analyst, Applied Data Science

Legal Data Analyst, Applied Data Science

Imagine what you could do here. At Apple, new ideas have a way of becoming great products, services, and customer experiences very quickly. Bring passion and dedication to your job and there's no telling what you could accomplish. Are you passionate about turning complex legal data into actionable insights — and leveraging AI to do it faster and smarter? Do you thrive on uncovering patterns, trends, and anomalies that others miss — using both traditional analytics and AI-powered techniques? Can you bridge the gap between raw data, AI capabilities, and strategic decision-making? The Applied Data Science team within Legal Operations is building the data foundation that powers AI and analytics for a global legal organization. The Legal Data Analyst role is central to this mission — leveraging AI tools to accelerate analysis, preparing data for AI consumption, and surfacing insights that drive operational excellence.

Responsibilities

• Leverage AI tools and techniques to accelerate data analysis, automate repetitive tasks, and surface insights at scale
• Use AI-assisted data profiling, anomaly detection, and pattern recognition to identify data quality issues and trends faster
• Analyze legal operations data to surface trends, patterns, and actionable insights across matters, spend, contracts, and vendors
• Develop spend analysis, matter forecasting, and resource utilization models that inform strategic decisions — using AI to enhance predictive capabilities
• Profile and assess data quality across legal systems including matter management, contract management, eBilling, and document management
• Cleanse, standardize, and enrich data to meet quality thresholds required for AI and analytics consumption
• Validate entity data (law firms, timekeepers, vendors, counterparties) to support entity resolution initiatives
• Build analytical models that support rate negotiations, vendor performance evaluation, and outside counsel management
• Partner with AI/ML Engineers to identify opportunities where AI can automate or augment analytical workflows
• Document data lineage, business rules, and transformation logic
• Partner with Data Stewards across practice groups to enforce data quality at the source
• Develop and maintain analytical dashboards, data quality reports, and monitoring tools
• Translate analytical findings into clear recommendations for practice group and leadership audiences

Minimum Qualifications

• 4+ years of experience in data analysis, business intelligence, and analytics roles
• Strong proficiency in SQL, Python, and experience with analytical and data profiling tools
• Experience using AI and LLM-based tools to accelerate analytical work
• Experience with statistical analysis, trend analysis, and forecasting techniques
• Experience working with enterprise data systems (ERP, CRM, matter management, or similar)
• Strong analytical and problem-solving skills with attention to detail
• Ability to communicate analytical findings and data quality insights to technical and non-technical stakeholders
• Experience building in and presenting with BI and visualization tools (Tableau, Power BI, or similar)
• Deriving and defining KPIs and other business impact metrics for leadership

Preferred Qualifications

• Experience with legal operations data (matter management, eBilling, CLM, document management)
• Demonstrated ability to integrate AI tools into daily analytical workflows — not just experimentation, but production use
• Understanding of prompt engineering techniques to get better results from AI tools
• Understanding of legal spend management, LEDES/UTBMS billing codes, and outside counsel metrics
• Experience with predictive analytics and forecasting models
• Familiarity with data governance frameworks and data stewardship models
• Experience with data quality tools (Great Expectations, Monte Carlo, or similar)
• Knowledge of entity resolution concepts and master data management
• Understanding of how data quality impacts AI/ML model performance
• Experience in corporate legal department or professional services environment

Pay & Benefits

At Apple, base pay is one part of our total compensation package and is determined within a range. This provides the opportunity to progress as you grow and develop within a role. The base pay range for this role is between $172,100 and $258,600, and your base pay will depend on your skills, qualifications, experience, and location. Apple employees also have the opportunity to become an Apple shareholder through participation in Apple's discretionary employee stock programs. Apple employees are eligible for discretionary restricted stock unit awards, and can purchase Apple stock at a discount if voluntarily participating in Apple's Employee Stock Purchase Plan. You'll also receive benefits including: Comprehensive medical and dental coverage, retirement benefits, a range of discounted products and free services, and for formal education related to advancing your career at Apple, reimbursement for certain educational expenses — including tuition. Additionally, this role might be eligible for discretionary bonuses or commission payments as well as relocation. Learn more about Apple Benefits Note: Apple benefit, compensation and employee stock programs are subject to eligibility requirements and other terms of the applicable plan or program. Apple is an equal opportunity employer that is committed to inclusion and diversity. We seek to promote equal opportunity for all applicants without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, Veteran status, or other legally protected characteristics. Learn more about your EEO rights as an applicant At Apple, we believe accessibility is a fundamental human right. You'll find that idea reflected in everything here — in our culture, our benefits and our digital tools. By welcoming as many perspectives as possible, we help you build a career where you feel like you belong. Learn about accessibility in Apple's workplace Learn about reasonable accommodations for job applicants Apple accepts applications to this posting on an ongoing basis.