JUAN CANTU
@juancantu
I am an experienced operations and administrative manager driving process reengineering, financial control, and team performance.
What I'm looking for
I am a senior operations and administrative manager with extensive experience across commercial, public and industrial sectors, focused on improving efficiency and profitability.
I have led procurement and revenue operations, managed budgets and financial statements, and supported ISO recertification efforts while integrating income and expense reporting to enable timely, reliable decisions.
I drive process reengineering, supply-chain optimization and production troubleshooting, delivering measurable production and operational improvements in short timeframes while maintaining internal control and quality standards.
I lead teams through KPI-driven management, mentoring and delegation, and I combine classroom teaching and data-evaluation experience (labeling, LLM and search evaluation) with a proven record of sustainable growth and cross-functional project delivery.
Experience
Work history, roles, and key accomplishments
Labeling / LLM / Search Engine Evaluator
Home Office
Oct 2017 - Present (7 years 10 months)
Perform remote data evaluation, labeling, LLM assessments, search engine evaluation and transcription since October 2017, delivering annotated datasets and quality assessments.
Mathematics Teacher
UVM University
Jul 2016 - Jun 2017 (11 months)
Taught mathematics courses at UVM Chihuahua campus, delivering curriculum and supporting student performance during the 2016–2017 academic year.
Revenue Division Leader
Ministry of Finance, Chihuahua
Feb 2016 - Nov 2016 (9 months)
Led the revenue division and procurements for the Toll Roads Department, integrated budgets and reengineered procurement processes to improve reporting and controls.
Manager
Nacional Monte de Piedad, I.A.P.
Jan 2010 - Jan 2014 (4 years)
Managed branch operations statewide for a pawn shop chain, driving 10–20% annual growth in allocated units and delivering monthly results 8–12% above projections.
Operational Vice Principal
Del Bravo
Jan 1996 - Jan 2010 (14 years)
Led operations and business planning for an automotive accessories retailer, maintaining budgets within a 3% margin and supporting average annual growth of ~10%.
Education
Degrees, certifications, and relevant coursework
Universidad del Valle de México (UVM) - Campus Chihuahua
Teaching Development Laureate (Certificate), Teaching Development
Completed the Teaching Development Laureate program at Universidad del Valle de México (UVM), Campus Chihuahua in 2016.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Portfolio
youtu.be/0tLog0bEc-4Job categories
Skills
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