For employers

Hire this AI Trainer

Sign in or create an account to invite AI Trainers to your job.

Invite to Job
Elizabeth Smith

Elizabeth Smith

AI Trainer & RLHF Evaluator / Finance & Mortgage Domain Specialist

USA flagWoodstock, Usa
$35.00/hrIntermediate

Key Skills

Software

No software listed

Top Subject Matter

Mortgage Lending Domain Expertise
Operations Domain Expertise
Banking & Financial Compliance Domain Expertise

Top Data Types

TextText
DocumentDocument

Top Task Types

RLHF
Classification
Text Summarization
Evaluation Rating
Prompt Response Writing SFT

Freelancer Overview

Operations and finance professional with 7+ years of experience in complex workflow analysis, quality evaluation, and structured documentation — now focused on AI training and RLHF evaluation. At Westfield Specialty, I validated AI-assisted outputs against operating standards, identified error patterns, and documented findings that improved model accuracy in a regulated environment — directly applicable to data labeling and annotation work. My domain expertise in mortgage, banking, and financial compliance makes me a strong evaluator for AI tasks in financial services, where accuracy and regulatory nuance matter. Currently completing the Stanford/DeepLearning.AI Machine Learning Specialization (Coursera, 2026).

IntermediateEnglish

Labeling Experience

Analyst, Operations/AI Output Validation & RLHF Evaluator

TextRLHF
Validated AI-assisted outputs against established operating standards in a regulated insurance environment. Identified error patterns, flagged data quality issues, and documented structured findings to improve model accuracy and deployment. Led initiatives focused on quality assessment and responsible AI deployment within operational workflows. • Led process analysis and AI validation across underwriting and operations business units • Assessed and documented data errors and labeling inconsistencies • Applied RLHF and evaluation techniques to production workflows • Partnered with IT and operations leadership to improve AI model accuracy and deployment practices

Validated AI-assisted outputs against established operating standards in a regulated insurance environment. Identified error patterns, flagged data quality issues, and documented structured findings to improve model accuracy and deployment. Led initiatives focused on quality assessment and responsible AI deployment within operational workflows. • Led process analysis and AI validation across underwriting and operations business units • Assessed and documented data errors and labeling inconsistencies • Applied RLHF and evaluation techniques to production workflows • Partnered with IT and operations leadership to improve AI model accuracy and deployment practices

2023 - 2025

Mortgage Loan Officer - Retail Lending & Banking

TextRLHF
As a Mortgage Loan Officer at Truist Bank and Movement Mortgage, I developed deep domain expertise in mortgage origination, underwriting coordination, and financial compliance — directly applicable to AI evaluation tasks in lending and financial services. • Evaluated complex financial documentation for accuracy, compliance, and edge case exceptions across high-volume loan pipelines • Applied rigorous attention to regulatory standards and policy guidelines — a direct analog to assessing AI outputs for accuracy and safety • Translated complex financial requirements into clear written communication for clients and internal partners • Closed $13.3M in mortgage volume in 2020, driven by systematic process optimization and documentation accuracy

As a Mortgage Loan Officer at Truist Bank and Movement Mortgage, I developed deep domain expertise in mortgage origination, underwriting coordination, and financial compliance — directly applicable to AI evaluation tasks in lending and financial services. • Evaluated complex financial documentation for accuracy, compliance, and edge case exceptions across high-volume loan pipelines • Applied rigorous attention to regulatory standards and policy guidelines — a direct analog to assessing AI outputs for accuracy and safety • Translated complex financial requirements into clear written communication for clients and internal partners • Closed $13.3M in mortgage volume in 2020, driven by systematic process optimization and documentation accuracy

2017 - 2022

Education

C

Codecademy

Certificate, Introduction to SQL

Certificate
2026 - 2026
S

Stanford Online & DeepLearning.AI (Coursera)

Certificate, Machine Learning

Certificate
2026 - 2026

Work History

W

Westfield Specialty

Operations Analyst

Alpharetta
2023 - 2025
T

Truist Bank

Mortgage Loan Officer

Woodstock
2019 - 2022