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JAMES MONTOYA
Artificial Intelligence Developer | Workflow Automation & AI Integration using N8N
Sydney, Australia • jamonhin@gmail.com • LinkedIn: /in/jamesmontoya • GitHub: github.com/jamonhin
Professional Summary
Experienced Automation & AI Engineer with 12+ years bridging traditional data engineering with cutting-edge AI technologies. Specialized in workflow automation using N8N and low-code platforms, with proven ability to rapidly adapt to new automation tools and cloud environments. Demonstrated track record of designing and implementing smart automation solutions that reduce manual processes by up to 95%, with expertise in API integrations, CRM systems, and enterprise data platforms. Strong background in financial services and telecommunications, combined with Master's in Software Engineering (AI). Australian permanent resident with a proactive, hands-on approach and growth mindset for leveraging automation and AI capabilities for scalable business solutions.
Professional Experience
AI Consultant - AI Training & Workflow Automation
May 2025 - Present
Consultant For Mary Mackillop Today
Sydney, Australia
  • Created and developed AI Training Video Course for Not-for-Profit Organisation
  • Developed AI-powered automation systems using N8N
  • AI advice and consulting
  • Automation for managing the end-to-end lead data pipeline for Meta digital acquisition campaigns
AI Engineer - Workflow Automation & AI Integration
Nov 2024 - Present
Consultant For Profectus Ventures
Canberra (Remote), Australia
  • Developed AI-powered automation systems using N8N framework for process optimization
  • Implemented email parsing, CRM integration, and document processing workflows
  • Built automated resume processing pipeline reducing manual data entry by 95%
  • Engineered intelligent tender/deal processing system with 90%+ accuracy
Data Analyst
Nov 2023 - Nov 2024
Various Projects
Sydney, Australia
  • Developed Docker-based ML environments for scalable model development
  • Built predictive models for nonprofit donor behavior analysis using clustering algorithms
  • Implemented automated ETL processes using Apache Airflow
  • Created comprehensive data pipelines for machine learning workflows
  • Optimized database performance and data quality processes
Data Engineer & Business Intelligence Developer
2014 - 2017
Tigo (Telecommunications)
MedellĂ­n, Colombia
  • Developed mobile KPI dashboard application using Apache PhoneGap
  • Created ETL packages in SSIS for seamless multi-source data integration
  • Automated reporting systems using SQL Server, reducing manual effort by 60%
  • Implemented data scraping and processing solutions with Python
  • Designed real-time data visualization systems for executive decision-making
Analyst Developer & Database Specialist
2006 - 2014
Grupo Bancolombia (Financial Services)
MedellĂ­n, Colombia
  • Led treasury database reporting migration project ensuring seamless transition
  • Implemented reporting solutions using Datamart and SAP Business Objects
  • Managed Murex system transition, optimizing financial data processes
  • Created VBA macros automating spreadsheet-to-production migrations
  • Leveraged Oracle Database and Business Objects for stakeholder reporting
Featured Projects
Jobseeker Multi-Agent System
Jan 2025
Python, LangChain, CrewAI, OpenAI, React
Developed intelligent job application system analyzing postings and generating tailored cover letters and optimized resumes using multi-agent AI architecture.
Automated Resume Processing & CRM Integration
Jul 2025
N8N, LLM Models, Document Parsing APIs, CRM Integration
End-to-end pipeline transforming unstructured documents into structured candidate profiles, reducing manual data entry by 95% for recruitment consultancy.
Cleaning Company Management System
May 2025
PostgreSQL, N8N, OpenAI GPT, Docker
Multi-agent system automating operations and providing actionable insights for cleaning service providers with 30+ interrelated database tables.
ML-Powered Donor Analysis System
2023-2024
Docker, Python, Apache Airflow, Scikit-Learn, KMeans
Comprehensive system analyzing donor behavior and predicting contributions for nonprofit organizations using containerized ML environments.
Technical Skills
AI & Automation
N8N, LLM, Agentic AI, LangChain, CrewAI, OpenAI GPT, LlamaIndex
Programming
Python, JavaScript, SQL, Node.js, React.js, VBA
Databases
PostgreSQL, SQL Server, Oracle, Neo4j, Vector Databases
Data Engineering
Apache Airflow, ETL Processes, Docker, MLOps, BigQuery
Integration & Cloud
API Integrations, HubSpot, Cloud Integration, CRM Systems
Analytics & Visualization
Tableau, Power BI, Excel, Machine Learning, Scikit-Learn
Education
Master of Software Engineering (AI Specialization)
2021 - 2024
Torrens University Australia
Sydney, Australia
Advanced studies in machine learning, artificial intelligence, and software development with focus on practical AI applications.
Specialization in Software Development
2013
Universidad de MedellĂ­n
MedellĂ­n, Colombia
Software development lifecycle, Scrum methodologies, requirements elicitation.
Bachelor of Computer Science
2009
Politécnico Jaime Isaza Cadavid
MedellĂ­n, Colombia
Foundation in computer science, programming, databases, and software development.
Key Achievements
  • Reduced manual data entry by 95% through AI automation
  • Achieved 90%+ accuracy in intelligent document processing
  • Successfully migrated complex financial database systems
  • Designed 30+ table database architectures
  • Australian Permanent Resident since 2024
Core Competencies
  • Workflow Automation Design
  • Multi-Agent AI Systems
  • Enterprise Data Integration
  • Database Architecture
  • Business Process Optimization
  • Cross-functional Team Leadership
Languages
  • English - Professional Working Proficiency
  • Spanish - Native