I will annotate, rate and write quality justifications for text data

Need accurate, well-documented text annotation for your dataset? I've got you covered.

I specialize in evaluating text content against defined quality criteria and writing clear, consistent justifications for each rating the kind of detailed documentation that keeps your dataset clean and audit-ready.

What I offer:

1. Text quality rating/scoring based on your rubric or category criteria
2. Clear, well-written justifications for every rating (concise but not vague)
3. Experience working with multilingual content, including Malay-language text
4. Consistent style and formatting across large batches
5. Fast turnaround without sacrificing accuracy

Whether you're building a dataset for AI/ML training, running a QA pilot, or need a careful second pair of eyes on content evaluation, I bring attention to detail and follow your guidelines precisely.

Send me your rubric/criteria and a sample batch, and let's get started!