Taria Sumler

Key Skills

Software

Mercor

Scale AI

Remotasks

Top Subject Matter

AI Evaluation and Quality Assurance

AI Text Data Annotation

Audio AI Model Training

Top Data Types

Text

Audio

Document

Top Task Types

Entity Ner Classification

Fine Tuning

Audio Recording

Classification

Freelancer Overview

Team Lead / Auditor. Professional background includes roles such as Medicare Specialist / Recruiter and Chat Agent. Core strengths include Mercor, N, and A. Education includes Certificate, Merit America (2026) and Certificate, Maestro University (2026). AI-training focus includes data types such as Text and Audio and labeling workflows including Evaluation, Rating, and Entity (NER) Classification.

Labeling Experience

Voiceover Data Contributor

AudioAudio Recording

As a Voiceover Data Contributor on short-term contract, I recorded high-quality speech data for AI training and evaluation. My work involved adhering to strict recording protocols to produce clean and accurate audio samples. The audio was critical in supporting model validation and improvement for voice-based AI. • Delivered curated voice recordings for AI dataset enhancement • Ensured quality and clarity in audio submissions • Followed guidelines for content, format, and file submission • Supported ongoing projects requiring diverse speech data

As a Voiceover Data Contributor on short-term contract, I recorded high-quality speech data for AI training and evaluation. My work involved adhering to strict recording protocols to produce clean and accurate audio samples. The audio was critical in supporting model validation and improvement for voice-based AI. • Delivered curated voice recordings for AI dataset enhancement • Ensured quality and clarity in audio submissions • Followed guidelines for content, format, and file submission • Supported ongoing projects requiring diverse speech data

2026 - Present

Team Lead / Auditor

MercorText

As a Team Lead / Auditor at Mercor, I oversaw advanced evaluation and auditing of AI model outputs for accuracy and quality. I ensured contributors followed detailed labeling guidelines and enforced high standards across the annotation workflow. My work focused on improving AI model reliability through precise validation and review activities. • Led a team of contributors on large-scale AI evaluation projects • Reviewed, rated, and audited AI outputs for guideline compliance • Provided corrective feedback and approved finished annotations • Maintained consistency across all submitted work

As a Team Lead / Auditor at Mercor, I oversaw advanced evaluation and auditing of AI model outputs for accuracy and quality. I ensured contributors followed detailed labeling guidelines and enforced high standards across the annotation workflow. My work focused on improving AI model reliability through precise validation and review activities. • Led a team of contributors on large-scale AI evaluation projects • Reviewed, rated, and audited AI outputs for guideline compliance • Provided corrective feedback and approved finished annotations • Maintained consistency across all submitted work

2026 - Present

Digital Annotation Expert

MercorTextEntity Ner Classification

As a Digital Annotation Expert for Mercor, I labeled, reviewed, and validated large datasets for AI model training. My responsibility encompassed maintaining high accuracy and consistency in annotation tasks. I regularly checked my outputs against project standards to ensure the best results for model development. • Labeled and annotated text data for AI models • Validated annotated samples for accuracy and completeness • Conducted high-volume classification tasks with quality focus • Used online annotation tools for efficient data processing

As a Digital Annotation Expert for Mercor, I labeled, reviewed, and validated large datasets for AI model training. My responsibility encompassed maintaining high accuracy and consistency in annotation tasks. I regularly checked my outputs against project standards to ensure the best results for model development. • Labeled and annotated text data for AI models • Validated annotated samples for accuracy and completeness • Conducted high-volume classification tasks with quality focus • Used online annotation tools for efficient data processing

2025 - 2026

Audio Model Trainer

MercorAudioFine Tuning

In the role of Audio Model Trainer at Mercor, I supported the refinement of AI audio models to enhance speech recognition accuracy. My tasks included preparing and training datasets to boost the contextual performance of voice AI systems. The experience enabled me to apply labeling guidelines tailored to audio training needs. • Prepared and fine-tuned AI audio models for enhanced performance • Focused on contextual accuracy and speech clarity improvements • Followed best practices for voice data handling and annotation • Used proprietary tools to support model training steps

In the role of Audio Model Trainer at Mercor, I supported the refinement of AI audio models to enhance speech recognition accuracy. My tasks included preparing and training datasets to boost the contextual performance of voice AI systems. The experience enabled me to apply labeling guidelines tailored to audio training needs. • Prepared and fine-tuned AI audio models for enhanced performance • Focused on contextual accuracy and speech clarity improvements • Followed best practices for voice data handling and annotation • Used proprietary tools to support model training steps

2025 - 2025

Task Success Manager

Scale AIText

At Scale AI as Task Success Manager, I managed daily performance of contributors on AI chatbot and data annotation tasks. I was responsible for reviewing outputs, enforcing project and labeling standards, and managing contributor feedback. My efforts helped ensure a consistently high quality of data provided for machine learning projects. • Monitored and evaluated the quality of annotated outputs • Provided feedback and guidance to annotation teams • Ensured compliance with project workflows and guidelines • Facilitated process improvements for annotation efficiency

At Scale AI as Task Success Manager, I managed daily performance of contributors on AI chatbot and data annotation tasks. I was responsible for reviewing outputs, enforcing project and labeling standards, and managing contributor feedback. My efforts helped ensure a consistently high quality of data provided for machine learning projects. • Monitored and evaluated the quality of annotated outputs • Provided feedback and guidance to annotation teams • Ensured compliance with project workflows and guidelines • Facilitated process improvements for annotation efficiency

2023 - 2023

Show more

Education

Work History