David B.

Key Skills

Software

No software listed

Top Subject Matter

Financial mathematics model risk

compliance evaluation

RLHF/SFT-style alignment and verification

Top Data Types

Text

Document

Computer Code Programming

Top Task Types

Data Collection

Classification

Tracking

Freelancer Overview

Advanced Subject Matter Expert (SME) & AI Risk Partner at Scaled AI / Outlier Systems. Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Python. Education includes Bachelor of Science, Texas A&M University (2022). AI-training focus includes data types such as Text, Document, and Computer Code and labeling workflows including Evaluation, Rating, and Data Collection.

Labeling Experience

Advanced Subject Matter Expert (SME) & AI Risk Partner at Scaled AI / Outlier Systems

Text

Provided AI risk and safety alignment evaluation support for advanced language models in a financial mathematics and compliance-focused context. Authored targeted reference datasets with explicit step-by-step reasoning constraints and alignment guidelines to improve model deployment safety. Audited multi-turn logic trees and verification scripts to identify mathematical regressions, computational holes, and edge-case errors. • Conducted systematic logic evaluations and edge-case stress testing for compliance quality • Produced and maintained evaluation reference datasets for ranking within premium tier brackets • Performed audits of reasoning constraints and verification scripts for consistency • Supported complex institutional risk simulation streams with safety alignment oversight

2024 - Present

Quantitative Analyst & Independent Consultant - Independent Consultant

ClassificationTracking

Provide quantitative analysis and consulting services focused on portfolio tracking, volatility alerting, and compliance validation. Build automated portfolio tracking matrices and alerting workflows to trace market margin variances and support analytical decision-making. Audit digital compliance frameworks and ledger consensus routines to ensure operational asset validation across multi-node structures. • Develop automated portfolio tracking and volatility alerting • Audit compliance frameworks and ledger consensus validation • Translate unstructured risk indicators into data classification profiles • Review technical methodology manuals for consistent risk reporting

2022 - 2023

Quantitative Analyst & Independent Consultant

DocumentData Collection

Performed quantitative consulting that included auditing compliance frameworks and translating unstructured risk indicators into systematic data classification profiles. Verified operational asset validation routines across multi-node validation structures as part of structured compliance review. Reviewed technical methodology manuals to convert qualitative risk signals into labeled classification-ready representations. • Built scripted portfolio tracking matrices to support structured risk data handling • Audited ledger consensus and operational validation routines • Translated unstructured risk indicators into systematic data classification profiles • Reviewed technical manuals to formalize classification-related methodologies

2022 - 2023

Education

Work History