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Niche BIM/AutoCAD requirement and seniority reduce applicant density despite common data engineering title.
Strong BIM/AutoCAD and construction domain requirements limit cross-industry transferability.
Explicit 7-12 years, mandatory AutoCAD/BIM/MEP skills and leadership make filters highly selective.
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Own and manage the quality control and file submission process for annotated construction data including CAD, BIM, and MEP formats.
Review and validate outputs from junior annotators to enforce strict quality standards impacting AI model accuracy and performance.
Perform hands-on AutoCAD annotation and labeling, collaborate with computer vision and machine learning engineering teams, and lead process improvements for data operations.
7-12 years of experience in data engineering, BIM/CAD data operations, or related fields.
Strong proficiency in AutoCAD as primary technical skill.
Experience or knowledge in MEP (mechanical, electrical, plumbing) systems and BIM within the construction industry.
Some leadership or project management experience with ownership of a process or team.
Experience working with or at engineering/construction firms such as AECOM, Bentley Systems, Jacobs, or WSP is a plus.
Familiarity with AI/ML data pipelines and human-in-the-loop quality validation methods.
Comfortable with hands-on technical work combined with team leadership in a fast-paced, early-stage startup environment.