Candice Dammert
@candicedammert
Detail-oriented Data Quality & Tech Ops specialist improving AI/ML datasets and workflows.
What I'm looking for
I am a detail-oriented Data Quality & Tech Ops specialist with over a decade of professional experience across education, editorial workflows, and AI/ML data annotation. I specialize in data labeling, transcription QA, anomaly detection, and workflow optimization to ensure accuracy and consistency at scale.
My recent work includes annotating 10,000+ text and image samples with 98% accuracy for model training and managing multilingual content workflows in cloud-based, containerized environments. I have tested automated transcription systems, identified errors to improve AI/ML outputs, and partnered with international teams to streamline complex processes and meet delivery deadlines.
I bring a data-driven mindset from a background in education and formal training in data analytics, and I am committed to supporting global content operations and continuous process improvement to enhance model performance and operational efficiency.
Experience
Work history, roles, and key accomplishments
Data Annotator
Independent Project
Jan 2023 - Dec 2024 (1 year 11 months)
Annotated 10,000+ text and image samples with 98% accuracy for AI/ML model training, enforcing strict guideline compliance and meeting remote deadlines while coordinating with distributed teams.
English Editor, Tech Ops
Pixelogic Media
Jan 2022 - Dec 2023 (1 year 11 months)
Managed multilingual content workflows in containerized cloud environments, created and QA-checked English transcripts, and tested automated transcription systems to identify errors and improve AI/ML outputs.
English Teacher
JLP
Jan 2011 - Dec 2021 (10 years 11 months)
Evaluated student performance against standardized criteria, designed lesson plans, and used data-driven performance tracking to improve outcomes while mentoring new instructors.
Education
Degrees, certifications, and relevant coursework
Google Data Analytics Certificate
Professional Certificate, Data Analytics
2023 - 2023
Completed the Google Data Analytics professional certificate covering data visualization, SQL, R programming, and workflow analysis.
University of the Western Cape
Bachelor of Arts, Psychology & Language/Communication Studies
2004 - 2008
Grade: Golden Key Merit Award (top 15%)
Completed a Bachelor of Arts combining Psychology and Language/Communication Studies with academic merit recognition.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
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