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@lmcoty
AWS Data Engineer and former mathematics professor specializing in data engineering and ML.
I am an AWS Data Engineer with 20+ years in quantitative research and mathematics, combining academic rigor with practical data engineering, machine learning, and statistical inference expertise. I build scalable cloud data architectures, ETL pipelines, and predictive models using AWS, Python, and SQL.
At MHA Tracker I led an AWS region migration and deployed a serverless multi-tenant SaaS, automating OCR receipt processing and implementing least-privilege IAM and reproducible environment scripts. I also built secure AWS infrastructures and real-time ETL pipelines for product launches, delivering dashboards and analytics that informed business KPIs.
As an educator and academic manager I designed data-driven courses, ran A/B tests, analyzed large assessment datasets, and earned tenure for contributions to curriculum and student success. I collaborate across technical and non-technical teams to translate raw data into actionable insights and scalable solutions.
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Work history, roles, and key accomplishments
MHA Tracker Inc.
Aug 2025 - Present (3 months)
Led AWS region migration and deployed a serverless multi-tenant SaaS using Cognito, AppSync, Lambda, DynamoDB, Textract, and S3; automated OCR receipt processing to reduce manual entry time by >90% and implemented least-privilege IAM and reproducible environment scripts.
KaiMate NZ Ltd.
Jan 2024 - Present (1 year 10 months)
Built secure AWS infrastructure (RDS PostgreSQL, S3 data lake, Redshift) and ETL pipelines for MVP launch, engineered event logging and schemas for loyalty tracking, and delivered vendor dashboards and automated QuickSight reports to drive business insights.
Lanier Technical College
Jan 2021 - Present (4 years 10 months)
Designed and taught data-driven mathematics courses integrating real-world datasets and statistical methods; applied analytics to assess and improve student performance and course effectiveness.
Progress Learning
Jan 2012 - Jan 2021 (9 years)
Directed cross-functional teams to produce state-aligned educational content, collaborated on A/B tests to improve UX and learning outcomes, and analyzed large assessment datasets to refine question difficulty and fairness.
Perimeter College
Jan 1999 - Jan 2011 (12 years)
Taught and developed advanced mathematics courses (Discrete Structures, Statistics, Calculus, Differential Equations), earned tenure in 2007, and mentored students in applying statistical reasoning across disciplines.
Degrees, certifications, and relevant coursework
Professional Certifications, Data Science
2024 - 2025
Completed multiple data science and analytics certification programs covering data inference, analytics, and business data analysis.
Bachelor of Arts, Philosophy (Mathematical Logic)
Earned a Bachelor of Arts with University Honors and Highest Distinction, concentrating on mathematical logic, set theory, and metamathematics.
Master of Education, Secondary Mathematics
Completed a Master of Education in Secondary Mathematics, focusing on pedagogy and curriculum for secondary math instruction.
Project-Based Experience, Data Science Projects
2024 - 2024
Participated in team-based data science projects involving real-world datasets and collaborative development workflows.
Software and tools used professionally
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