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Niche BIM/AutoCAD requirement reduces the candidate pool, but metro Data Engineer role attracts moderate competition.
Strong BIM, AutoCAD and construction domain requirements make backgrounds less transferable across industries.
Explicit 7–12 years and mandatory AutoCAD/BIM/MEP experience raise shortlisting strictness.
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Own and enforce quality control processes on annotated construction data (CAD, BIM, MEP) to ensure dataset accuracy powering AI models.
Directly review and validate work from junior annotators and perform hands-on AutoCAD annotation and data labeling.
Manage and mentor a team of data annotators while collaborating with CV/ML engineering and leads for workflow and tooling improvements.
7-12 years of experience in data engineering, BIM/CAD data operations, or related field.
Strong proficiency in AutoCAD is mandatory.
Knowledge of MEP (mechanical, electrical, plumbing) systems.
BIM and construction industry experience is required.
Experienced in leading data annotation or engineering processes in construction or BIM/CAD domains.
Has hands-on expertise in AutoCAD combined with understanding of AI/ML data pipelines and quality validation workflows.
Comfortable in early-stage startup environments with responsibility for team management and process ownership.