Available to hire
Hi, I’m Siti Nur Liyana Binti Ishak. I’ve ventured into the field of Artificial Intelligence since 2024 and have worked as an AI Data Specialist on diverse client projects and platforms. I’m passionate about data labeling, transcription refinement, and QA of AI outputs to help build accurate systems.
I’m eager to expand my career in the AI industry, and I believe I’m dedicated and a fast learner who thrives in collaborative, client-focused environments.
Experience Level
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Language
Malay
Fluent
English
Advanced
Work Experience
Geodata Engineer at Antaragrafik System SDN. BHD.
September 1, 2018 - December 31, 2021Main processor for Orthophoto and LiDAR data generation from raw data to final outputs; handled data from airborne sensors including oblique images and LiDAR; processed image raw data with aerial triangulation and GCP, editing seamlines, QAQC, and orthophoto production; processed LiDAR with automatic/manual classification, geoid adjustment, producing final outputs including DTM, DSM, intensity image, contours, hydro flattening; checked accuracy for LiDAR and orthophoto; generated 3D building/mesh; provided professional customer service and QAQC for government agencies.
Assistant Surveyor at Department of Survey and Mapping
December 1, 2021 - August 31, 2025Processing ALS data to Orthophoto and LiDAR products; delivering OrthoPhoto products, mosaicking, transforming datums, and Data Acceptance Test (DAT) quality checks; providing professional customer service and training; contributing to MV GIS asset management project for TNB and ensuring functional location alignment with substations; QAQC support for government agencies.
GIS Freelance at My Media Think
January 1, 2020 - December 31, 2021Updated Points of Interest (POI) and House Address Numbers for Cambodia, Philippines and Malaysia; updated restaurant listings in Klang Valley with current location, contact details, social media presence, and operating information.
Artificial Intelligence (AI) Data Specialist at Freelance / Part-Time
January 1, 2024 - October 31, 2025Annotate and label text, images, and audio to train AI systems; review and correct pre-transcribed text using transcription tools; listen to audio and refine transcription to meet client guidelines; evaluate search results, ads, or chatbot responses for quality and relevance.
Artificial Intelligence (AI) Quality Assurance at Freelance / Part-Time
November 1, 2025 - PresentAct as a quality assurance for prompt reviewer; evaluate prompts and reasoning according to client guidelines; rewrite prompts and refine reasoning to improve AI outputs.
Education
BSc. in Surveying Science and Geomatics (Hons.) at MARA University of Technology, Shah Alam, Selangor
January 1, 2014 - January 1, 2017Diploma of Geomatic Science (Geographical Information System) at MARA University of Technology, Arau, Perlis
January 1, 2011 - January 1, 2014Qualifications
Industry Experience
Education, Government, Professional Services, Real Estate & Construction, Transportation & Logistics
Experience Level
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
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