
Ayanda Goboza
@ayandagoboza
I refine multilingual AI training data and improve LLM outputs for global technology clients.
What I'm looking for
I've supported Appen, TransPerfect, Smartcat, and Bilingoplus as a freelance AI linguist and data specialist since 2016, curating multilingual datasets for LLM fine-tuning and model alignment across legal, fintech, energy, and streaming work.
I evaluate model responses for hallucinations, semantic drift, and bias, maintaining 98%+ quality ratings. My linguistic error reports helped improve Dutch-to-English model fluency by 12%, while my Python preprocessing removed syntax, formatting, and duplicate-segment issues before annotation.
I also resolve localization edge cases, including 200+ contextual token mismatches, and collaborate asynchronously with engineers and linguists on EMEA streaming metadata deployments. Earlier, I built data-capture workflows that reduced reporting errors by 15% and processed public-sector datasets with 0% data loss.
Experience
Work history, roles, and key accomplishments
Freelance AI Linguist & Data Specialist
Self-Employed
Jan 2016 - Present (10 years 8 months)
Curated and refined high-volume multilingual datasets for LLM fine-tuning and model alignment. Evaluated AI model responses, authored error reports, and automated text pre-processing with Python.
Field Administrator
Roosevelt Quantity Surveyors
Feb 2013 - Dec 2014 (1 year 10 months)
Established data capture workflows for construction metrics, decreasing reporting error rates by 15% through standardized QA checklists.
Data Capturer
Department of SITA / Cita
Dec 2011 - Dec 2012 (1 year)
Audited and processed critical public sector datasets with a verified 0% data loss rate while maintaining strict data privacy standards.
Examination Assistant
Department of Education
Jan 2010 - Nov 2010 (10 months)
Verified national examination grading pipelines, cross-checking score distributions with chief examiners to resolve variance discrepancies.
Education
Degrees, certifications, and relevant coursework
Damelin College (SAIM)
Diploma, Business Management
2013 - 2016
Completed a Diploma in Business Management at Damelin College (SAIM) from 2013 to 2016.
Damelin College (SAIM)
Certificate, Business Management
2008 - 2009
Completed a Certificate in Business Management at Damelin College (SAIM) from 2008 to 2009.
Availability
Location
Authorized to work in
Salary expectations
Social media
Skills
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