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Loren Lake

Loren Lake

AI Content Annotator (Tier 1 & Tier 2) | Business Operations Expert

USA flag
Austin, Usa
$40.00/hrIntermediateOther

Key Skills

Software

Other

Top Subject Matter

Business Domain Expertise
Financial Compliance & Risk Analysis
Large Language Models (LLMs)

Top Data Types

TextText
DocumentDocument
ImageImage

Top Task Types

RLHF
Bounding Box
Classification
Point Key Point
Object Detection
Text Generation
Question Answering
Text Summarization
Fine Tuning
Transcription
Evaluation Rating

Freelancer Overview

I am a seasoned Business Operations professional with over 20 years of experience in Asset Management and Financial Oversight, currently specializing as a Tier 2 AI Content Annotator. My background includes managing large-scale portfolios, executing complex regulatory policies, and performing deep-dive financial analysis for global clients. I translate this high-level professional expertise into the AI training space by providing nuanced, logic-based evaluations for LLMs, specifically within the business, strategy, and financial domains. Having successfully completed six months of high-quality tasking at the Tier 1 and Tier 2 levels, I have a proven track record of maintaining strict rubric adherence and delivering high-density, factually accurate RLHF data. What sets me apart is the intersection of my professional seniority and my technical proficiency in AI training. My career in property management required constant "root-cause analysis" and "regulatory compliance" skills that directly mirror the precision needed for model safety and truthfulness audits. I am expert at crafting complex prompts that test a model’s reasoning capabilities and providing professional-grade justifications for model rankings. My goal is to leverage my extensive background in leadership and business development to serve as a Business SME, ensuring AI outputs meet the rigorous standards of professional and corporate environments.

IntermediateEnglish

Labeling Experience

AI Content Annotator (Tier 1 & Tier 2) | Outlier AI

OtherTextRLHF
As an AI Content Annotator at Outlier AI, I specialized in reinforcing learning from human feedback (RLHF) and supervised fine-tuning (SFT) to improve the accuracy and safety of large language models (LLMs). I leveraged over 20 years of business and financial expertise to evaluate and rank AI-generated responses in the domains of business strategy, asset management, and financial forecasting. My prompt engineering and evaluation responsibilities included crafting complex prompts and providing detailed, rubric-based justifications for model rankings, with a focus on truthfulness and logical coherence. • Conducted multi-tier annotation tasks and progressed rapidly from Tier 1 to Tier 2 due to high quality scores. • Evaluated LLM outputs, ensuring alignment with professional standards for safety and accuracy. • Specialized in business and financial subject matter, applying domain expertise to data labeling work. • Employed prompt engineering to test model boundaries and enhance model performance.

As an AI Content Annotator at Outlier AI, I specialized in reinforcing learning from human feedback (RLHF) and supervised fine-tuning (SFT) to improve the accuracy and safety of large language models (LLMs). I leveraged over 20 years of business and financial expertise to evaluate and rank AI-generated responses in the domains of business strategy, asset management, and financial forecasting. My prompt engineering and evaluation responsibilities included crafting complex prompts and providing detailed, rubric-based justifications for model rankings, with a focus on truthfulness and logical coherence. • Conducted multi-tier annotation tasks and progressed rapidly from Tier 1 to Tier 2 due to high quality scores. • Evaluated LLM outputs, ensuring alignment with professional standards for safety and accuracy. • Specialized in business and financial subject matter, applying domain expertise to data labeling work. • Employed prompt engineering to test model boundaries and enhance model performance.

2025 - Present

Education

U

University of South Alabama

Bachelor of Science, Business Administration

Bachelor of Science
Not specified
N

New York University

Bachelor of Science, Business Management

Bachelor of Science
Not specified

Work History

R

Resprop Management

Regional Asset Manager

Austin
2020 - 2025
R

Rainier Management

Regional Asset Manager

Austin
2017 - 2020