Lily

Key Skills

Software

Mindrift

OneForma

Other

Top Subject Matter

Language arts

writing evaluation

research review

Top Data Types

Text

Document

Video

Top Task Types

Text Summarization

Evaluation/Rating

Segmentation

Text Generation

Freelancer Overview

Freelancer – Ghostwriter (Upwork). Brings 4+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. AI-training focus includes data types such as Text and Document and labeling workflows including Evaluation and Rating.

Labeling Experience

Freelancer – Ghostwriter (Upwork)

OtherText

Served as a freelancer ghostwriter and data evaluator focused on reviewing and analyzing written content for consistency and logical flow. Evaluated structured information to detect inconsistencies and provided organized feedback to improve clarity and coherence. Supported quality assurance through deadline-driven review and revision cycles. • Analyzed structured data referenced in writing tasks to find inconsistencies • Reviewed case studies for logical flow and coherence • Produced articles and blogs requiring clarity and consistency checks • Delivered structured feedback within deadlines

2023 - Present

labelling and Data Annotation

VideoSegmentation

Video labeling, segmentation, time stamp matching and sentence summarizing.

2026 - 2026

Freelancer – Academic Writing (Livingston Research)

OtherText

Worked as a freelance academic writing support evaluator, creating and assessing research-focused articles. Evaluated system-based scenarios for clarity, completeness, and coherent presentation of ideas. Applied logic and critical thinking principles to improve the quality of academic writing outputs. • Wrote research and academic writing content across technology and social science topics • Evaluated scenarios for clarity and completeness • Checked coherence and logical consistency of drafted materials • Produced QA-oriented review notes for improved academic readability

2023 - 2025

Education

Work History