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Freelancer Overview

I bring nearly 13 years of experience in management, operations, and training, with a strong foundation in research, academic writing, and structured data analysis. My background includes developing and delivering training content, creating SOPs, and supporting compliance frameworks, which has equipped me with a keen eye for detail and quality assurance—key skills for data labeling and annotation roles. I am proficient in qualitative and quantitative research methods, statistical data analysis (SPSS), Partial Least Squares Analysis (SmartPLS), and bibliometric tools such as VOSviewer and Bibliometrix/R, allowing me to interpret and manage complex datasets effectively. My experience in process improvement, digital transformation, and stakeholder collaboration ensures I can work accurately and efficiently in AI training data environments, supporting projects in areas like e-commerce, logistics, and business operations. I am passionate about continuous learning and am adept at quickly mastering new platforms and annotation tools to deliver high-quality, reliable training data.

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