Emmanuel K.

Key Skills

Software

Scale AI

Top Subject Matter

Generative AI / LLM response evaluation and annotation

Institutional advancement / donor database data management

Legal Services & Contract Review

Top Data Types

Text

Image

Document

Top Task Types

Data Collection

Entity (NER) Classification

Evaluation/Rating

Transcription

Object Detection

Bounding Box

Classification

Question Answering

Text Generation

Text Summarization

RLHF

Freelancer Overview

AI Trainer / Data Annotation Specialist (Aether Project) at Outlier AI. Brings 8+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Other and Salesforce. Education includes Bachelor of Arts, Brandeis University (2025). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Data Collection.

Labeling Experience

AI Trainer / Data Annotation Specialist (Aether Project) at Outlier AI

OtherText

Performed AI-generated response evaluation and labeling to improve large language model performance on the Aether project. Applied project guidelines to assess outputs for accuracy, relevance, clarity, tone, and policy compliance. Conducted comparative ranking and quality scoring to produce training-ready judgments for the model. • Annotated responses according to evaluation rubric • Ranked multiple candidate responses by quality • Scored outputs for safety and policy adherence • Flagged hallucinations and factual inconsistencies

2026 - 2026

Data Analyst Intern at Brandeis University (Institutional Advancement)

TextData Collection

Worked as a data analyst intern supporting advancement data integrity through large-scale processing of contact records. Cleaned, sorted, and organized sensitive institutional and donor information to enable accurate downstream reporting and records management. Although not described as AI annotation, the work involved structured data labeling-like preparation for dataset quality and executive reporting. • Processed 33,000+ contact reports in Salesforce • Sorted and organized records using advanced Excel functions • Reconciled advancement data for fiscal year-end close • Prepared audit-ready documentation from structured records

2025 - 2025

Education

Work History