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Carlos Escamilla

@carlosescamilla

AI Data Evaluator at Outlier & Multimango, assessing LLM responses, audio transcriptions, and AI-generated image edits with 85%+ accuracy.

Mexico

Message

At Outlier & Multimango, I evaluate and rank LLM responses, review audio transcriptions, and assess AI-generated image edits against detailed quality criteria. I’ve maintained 85%+ accuracy across evaluation cycles while working through high-volume projects.

Before that, I managed investment-backed retail, e-commerce, and financial projects, and managed store and banking operations at Coppel. Earlier, I participated in more than 300 television commercial productions, supporting set design and production logistics.

Experience

Work history, roles, and key accomplishments

Current

AI Data Evaluator / LLM Quality Specialist

Current

Outlier & Multimango

Jan 2023 - Present (3 years 9 months)

Evaluated and ranked 500+ LLM-generated responses per week, reviewed approximately 700 audio transcriptions weekly, and maintained 85%+ accuracy across evaluation cycles. Assessed AI-generated image edits for contextual correctness and visual consistency.

LLM Evaluation AI Data Quality Audio Transcription Reviewer AI Content Assessment Quality Assurance Data Annotation Attention To Detail

Business Operations Manager / Entrepreneur

Independent Ventures

Jan 2014 - Dec 2020 (6 years 11 months)

Managed and developed investment-backed businesses and commercial projects across retail, e-commerce, and financial investments. Directed operations for ventures including a pharmacy, convenience store, and e-commerce business.

Operations Management Financial Analysis Budget Management KPI Monitoring Process Improvement Resource Management Project Coordination

University Instructor

Universidad Insurgentes

Jan 2015 - Dec 2016 (1 year 11 months)

Taught university-level courses in a small higher-education institution. Prepared lessons, explained complex concepts, and evaluated student work.

Teaching Communication Skills Presentation Skills Curriculum Development

Store & Banking Operations Manager

Coppel

Jan 2009 - Dec 2013 (4 years 11 months)

Managed operations in a high-volume retail environment with responsibility for cashier and banking operations, personnel, controls, and customer service. Progressed through Coppel's structured 9-month management training and rotation program.

retail management Banking Operations Personnel Management Internal Controls Customer Service Operational KPIs

Creative Production & Set Design

Freelance / Production Companies

Jan 2004 - Dec 2009 (5 years 11 months)

Worked in commercial television production and short films, participating in the production of 300+ television commercials. Supported set design, decoration, visual preparation, and production logistics.