Independent Contractor | Multilingual AI Trainer at Perle. AI (2025-12 – Present)
- Evaluating conversational AI outputs for human-like quality and usefulness
- Comparing model responses and providing detailed quality assessments
- Audio data annotation and transcription
- Testing AI understanding in noisy and real-world speaking environments
- Working on multilingual (English & Indonesian) AI Training and localization-related tasks
Independent Contractor | Multilingual Expert / AI Trainer at Micro1 (2025-09 – 2025-12)
- Evaluating conversational AI outputs for human-like quality and usefulness
- Comparing model responses and providing detailed quality assessments
- Audio data annotation and transcription
- Testing AI understanding in noisy and real-world speaking environments
- Working on multilingual (English & Indonesian) AI Training and localization-related tasks
Independent Contractor | AI Trainer for Indonesian Writers at Labelbox (2024-08 – 2025-06)
- Developed and refined training data for large language models through content evaluation, response ranking, annotation, and quality review
- Assessed AI-generated outputs for accuracy, helpfulness, naturalness, and instruction-following capabilities
- Conducted safety and content evaluations, including harmful and NSFW content assessment, to support model alignment and responsible AI behavior
Freelancer | English–Indonesian Translation QA at Appen (2025-01 – 2025-05)
- Worked on quality assurance for AI-generated translations (e.g., ChatGPT, Google Translate), reviewing and refining English–Indonesian outputs to ensure grammatical accuracy, natural fluency, and cultural relevance
- Involved in post-editing machine translations, providing structured feedback, and delivering high-quality results under tight deadlines to support the improvement of AI translation models
Freelancer | AI Chat Dialogue Writer at Linky AI (2025-01 – 2025-02)
- Created conversational scripts for AI chat applications, ensuring responses were natural, contextually relevant, and user-friendly
- Worked on refining chatbot interactions to improve engagement and usability
Freelancer | E-commerce Data Annotator at Thoth. AI (2024-11 – 2024-11)
- Annotated e-commerce datasets through image and text labeling, object classification, and product categorization
- Performed image annotation tasks including bounding box creation, object identification, and visual data labeling to support machine learning model training
- Reviewed annotation quality to ensure accuracy, consistency, and compliance with project guidelines
Independent Contractor | AI Training for Indonesian Speakers at Outlier AI (2024-04 – 2024-10)
- Evaluated and improved AI-generated content through annotation, response assessment, and quality review
- Reviewed outputs for linguistic accuracy, cultural relevance, coherence, and instruction adherence
- Performed safety-focused evaluations, including harmful content and NSFW assessments, to support model alignment and content policy compliance
Freelancer | Speech Data Annotator at Appen (2024-09 – 2024-12)
- Transcribed and reviewed audio content with high accuracy using Appen's tools
- Performed speaker diarization by identifying and tagging multiple speakers in audio files
- Annotated additional features such as background noise, pauses, and other relevant audio elements
- Ensured compliance with project guidelines and maintained quality standards for transcription and annotation tasks
Freelancer | Narrative Designer at Conyac, Xtra. Inc (2023-07 – 2023-09)
- Designed dynamic dialogues for NPCs in interactive storytelling projects
- Focused on character consistency, narrative depth, and engaging player interactions
- Developed branching dialogue structures to enhance user experience
Freelancer | Translator & Subtitler at Individual Clients (2022-12 – 2023-12)
- Translated various academic, legal, and business documents, including thesis abstracts and corporate reports
- Provided subtitling services for short films (e.g. Indonesian/Javanese to English or vice versa) for a YouTube release
- Performed manual timecoding using Aegisub to ensure accurate subtitle synchronization
- Maintained consistency in tone, register, and cultural nuances for target audience
