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I will provide expert ai data annotation and UI workflow evaluation
Certified Freelance Information Technology Translator
My career is built on a foundation of technical precision, having authored 1 million words of software documentation for U.S.-based companies as a Technical Writer and CS Engineer. I have now transiti...
About this Gig
Are you training a next-generation AI, LLM, or autonomous software agent? A model is only as good as its training data.
As a CS Engineer (M.Sc.) and Senior Technical Writer with over 7 years of enterprise software experience, I provide high-fidelity data annotation and rigorous model evaluation that general crowd-workers cannot match. I understand complex software workflows and developer environments from the inside out.
What I Offer:
- UI & Multimodal Analysis: Precision mapping and labeling of software interfaces, dashboards, and forms.
- Evaluation & Grounding: Auditing AI responses to ensure judgments are strictly grounded in evidence, eliminating hallucinated assumptions.
- Workflow Testing: Simulating and annotating multi-step user workflows for software-navigation agents.
- Rationale Writing: Providing logically structured text justifications explaining AI success or failure.
Why Choose Me?
- Technical Authority: Masters in CS - I analyze data with an engineer's eye.
- Enterprise Background: 7+ years documenting complex systems means my evaluations and rationales are pristine.
- Certified Quality: Certified IT Specialist
Message me before ordering to discuss your custom project size...
Technique:
Manual
Tagging type:
Text
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Image
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Audio
My Portfolio
FAQ
What formats and annotation tools do you work with?
I work with JSON, CSV, XML, and YAML. For platforms, I easily adapt to your internal tooling or standard platforms like Labelbox, CVAT, and Scale AI. Just share your specific guidelines and custom taxonomy, and I will align with them perfectly.
What makes your data annotation service different from cheaper crowd-working options?
Crowd-workers lack technical domain knowledge, leading to noisy data. As a Computer Science Engineer (M.Sc.), I deeply understand software architecture and complex workflows. I ensure high-fidelity labeling, strict grounding, and analytical rationale writing.
Can you write detailed rationales for LLM evaluation?
Yes. With my background as a Senior Technical Writer, I specialize in crafting clear, logically consistent, and analytically rigorous text justifications. I provide the precise, structured feedback your team needs to explain exactly why a model response succeeds or fails.
Do you sign NDAs for sensitive or proprietary datasets?
Absolutely. Having worked in enterprise software, I understand the critical importance of data privacy, security, and IP. I am fully open to signing standard NDAs or confidentiality agreements before you share your project guidelines, code, or screenshots.
Why do you require clients to message you before ordering?
AI datasets are not one-size-fits-all. To give you accurate pricing and timelines, I need to review a sample of your data, look over your annotation guidelines, and understand your taxonomy. This ensures we align perfectly and build a flawless workflow from day one.
