Spot S.

Key Skills

Software

Don't disclose

Appen

Clickworker

Data Annotation Tech

Google Cloud Vertex AI

Labelbox

Mercor

OpenCV AI Kit (OAK)

Scale AI

Top Subject Matter

LLM model evaluation and data annotation for AI training

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Text

Image

Document

Top Task Types

Bounding Box

Polygon

Segmentation

Classification

Entity (NER) Classification

Point/Key Point

Question Answering

Text Summarization

Fine-tuning

Red Teaming

Transcription

Evaluation/Rating

Text Generation

Data Collection

Prompt + Response Writing (SFT)

Freelancer Overview

AI Data Annotator & LLM Model Evaluation (Contract) - Innodata LLC (Remote, Global). Brings 13+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Don't disclose. Education includes Cisco University AI Professional and Business Practitioner Certificate, University Executive Education Program, University of Maryland (2025) and Advanced Professional Diploma, City & Guilds (2021). AI-training focus includes data types such as Text and labeling workflows, including Evaluation and Rating.

Labeling Experience

AI Data Annotator & LLM Model Evaluation (Contract) - Innodata LLC (Remote, Global)

Don't discloseText

Evaluated and tested LLM-based workflows for multiple modalities, including text, audio, image, and video. Applied data classification, tagging accuracy checks, and compliance requirements (GDPR/CCPA) to support AI model training. Worked on structured data pipeline tasks such as cleaning, mapping, and validation to improve dataset quality. • Assessed tagging/classification outputs against quality and compliance criteria • Supported data cleaning, mapping, and validation for downstream training • Collaborated with AI engineers to test and refine agent workflows and API integrations • Ensured labeled data met governance and integrity expectations for training use cases

2024 - 2025

Education

Work History