Hildah M.

Key Skills

Software

Don't disclose

CVAT

Label Studio

Labelbox

Top Subject Matter

AI training data annotation (text classification and transcription)

Text content preparation and evaluation for client deliverables

Top Data Types

Text

Document

Audio

Top Task Types

Entity (NER) Classification

Question Answering

Transcription

Data Collection

Prompt + Response Writing (SFT)

Text Summarization

Freelancer Overview

Over the past 3 years, I have built hands-on experience in data handling, transcription, and content categorization through freelance work with diverse online clients. My work has involved accurately entering and organizing large volumes of data, transcribing audio and written content, and categorizing text-based datasets while strictly following client guidelines. As an Information Technology student, I bring a strong technical foundation that helps me understand data structures, quality standards, and the importance of consistency in AI training workflows. I am proficient in Microsoft Office, Google Docs and Sheets, and I am known for my attention to detail and ability to deliver accurate work independently within deadlines. What sets me apart is my combination of technical education, fluency in both English and Swahili, and a proven track record of remote freelance work across writing, transcription, and virtual assistance. I understand that the quality of labeled data directly impacts how well AI models perform, and I take that responsibility seriously. I am a fast learner who adapts quickly to new tools and annotation guidelines, and I am fully committed to maintaining the accuracy and consistency that high-quality AI training data requires.

Labeling Experience

Freelance Virtual Assistant & Content Writer (Self-Employed)

TextText Generation

Freelance virtual assistant and content writing support included producing and editing English web content intended for client deliverables. While not explicitly framed as model training, the work involved creating structured written materials and adapting to different style guides and task requirements. This supports building high-quality text datasets and documentation aligned with client specifications. • Wrote and edited web content, product descriptions, and articles. • Adapted writing to different client style guides and requirements. • Conducted internet research and organized information for deliverables. • Used productivity tools to format and finalize content accurately.

2023 - Present

Freelance Data Entry & Transcription Specialist (Self-Employed)

Don't discloseTextClassification

Freelance work focused on labeling and quality-checking text-based datasets for multiple online clients. The role included categorizing text and survey responses according to provided annotation guidelines, while verifying consistency and accuracy in the final outputs. Work was delivered independently with attention to detail under tight deadlines. • Labeled and categorized text, survey responses, and content samples. • Performed transcription work and maintained low error rates. • Reviewed annotated content to ensure guideline consistency. • Managed multiple projects simultaneously while meeting deadlines.

2020 - Present

Education

Work History