Hands-on experience in engineering, manufacturing, or technical operations, with direct ownership of production capacity planning, bill of materials packages, or quality control processes
Working knowledge of root cause failure analysis, equipment maintenance planning, and the supplier qualification standards used in regulated manufacturing environments
Expert-level document, spreadsheet, and slide craftsmanship, with excellent written communication and attention to detail
5+ years in a QA, editorial, or production role reviewing business documents, spreadsheets, and slide decks for accuracy, formatting, and consistency before external delivery
Sharp eye for formula errors, broken links, mismatched figures, and formatting drift across Word, Excel, and PowerPoint (or Google Docs, Sheets, and Slides) deliverables
Expert-level document, spreadsheet, and slide craftsmanship, with excellent written communication and attention to detail
4+ years as a software engineer, data engineer, or AI/ML practitioner writing technical design documents, data pipeline documentation, or API specifications
Direct experience evaluating model outputs or system readiness and documenting technical tradeoffs for engineering or cross-functional stakeholders
Expert-level document, spreadsheet, and slide craftsmanship, with excellent written communication and attention to detail