Nicholas Wilson
Data Analyst @ Trial Behavior Consulting | Masters of Analytical Finance Graduate
- Role
- Data Analyst at Trial Behavior Consulting
- Location
- Los Angeles, CA, US
- LinkedIn followers
- 500 followers
About Nicholas Wilson
I am a data scientist with a dual B.A. in Data Science and Economics from Claremont…
Experience
Data Analyst
Dec 2024 — Present · Los Angeles, CA, US
Predictive Model- Developed high-precision machine learning pipeline using Quantile Regression Forest algorithm to predict high-risk jurors, achieving 97% precision through feature engineering and hyperparameter optimization to minimize false positives in legal decision-making- Deployed production-ready ML model as executable application with real-time inference capabilities, enabling non-technical consultants to leverage predictive analytics for data-driven jury selection with statistical validationAutomated Jury Split Tool- Engineered full-stack optimization platform using Flask, Python, and Mixed Integer Programming to solve complex jury assignment problems with hierarchical constraint optimization and weighted demographic balance algorithms- Built scalable web application that reduces manual jury selection from 60 minutes to 1 minute, utilizing linear programming solvers to deliver mathematically optimal jury compositions for trial strategy validationMaster Database- Architected enterprise data warehouse consolidating millions of survey responses using multi-format ETL pipelines (Excel, SPSS), implementing Entity-Attribute-Value schema with automated data normalization and hierarchical identifier generation- Developed intelligent query interface with natural language SQL template generation, featuring parameterized query execution and dynamic filtering, enabling domain experts to extract data without technical SQL knowledge
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