Enterprise Architect Machine Learning

AMIN KARIMPOUR

PLM Enterprise Architect Digital Transformation Leader AI/ML Enabler

P.O. Box 462, Belmont, MA 02478 Email: **********@*****.*** Phone: 617-***-****

Available for Remote or Relocation

PROFESSIONAL SUMMARY

Enterprise Architect with 20+ years designing and implementing large-scale PLM-ERP-MES integration solutions across Fortune 500 organizations. Deep expertise in Windchill PLM architecture, enterprise integration frameworks, and digital transformation with proven track record developing and scaling best practices globally.

Core Expertise: PLM-ERP-MES convergence architecture Windchill solution architecture SAP/Oracle integration Digital Thread implementation Best practice development & scaling AI/ML enablement Community of Practice leadership

CORE COMPETENCIES

Enterprise Architecture & Integration

PLM-ERP-MES end-to-end integration for Windchill, SAP S/4HANA, Oracle Fusion, MES systems API orchestration and master data management Reference architectures for BOM transformation, configuration and change management Product/manufacturing data governance and lifecycle traceability

Windchill PLM Expertise

Enterprise deployment strategies, performance optimization, scalability design Bidirectional ERP integration (SAP, Oracle, Dynamics 365, Infor) Data models (xBOM, BOP), containers, workflow optimization Cloud deployment (IaaS/PaaS/SaaS), migration, hybrid architectures

AI/ML Enablement & Digital Innovation

RPA, Process Harvesting, Generative Design, AI-driven automation Machine learning for business process optimization Graduate-level Applied Machine Learning instruction Entrepreneurial mentorship and technology commercialization

Best Practice Development & Leadership

Implementation frameworks, accelerators, playbooks for global deployment Technical evangelism and knowledge sharing System integrator mentorship and partner advisory Organizational transformation and change management

PROFESSIONAL EXPERIENCE

SYMBOTIC (Former Walmart Advanced Systems & Robotics) Boston, MA

Enterprise PLM Architect 2023 – Present

Enterprise Architecture Leadership: Architecting Propel PLM integration across global warehouse automation operations serving 1,400+ distribution centers, designing scalable cloud-based PLM architecture supporting cross-functional teams of 25+ members across engineering, operations, and quality organizations. Leading complete application lifecycle including configuration, performance monitoring, and user access management.

Digital Thread Implementation: Establishing end-to-end traceability framework connecting PLM, MES, and operational systems for autonomous robotics systems, enabling real-time visibility from design through manufacturing and field deployment. Creating integrated data models linking product structure, manufacturing processes, and operational performance metrics.

Integration Framework Development: Designing API-based integration architecture connecting PLM with ERP, MES, and IoT platforms, creating master data management strategies for complex electro-mechanical systems with 10,000+ component BOMs. Architecting bidirectional data synchronization ensuring consistency across engineering, manufacturing, and supply chain systems.

AI-Enabled Automation: Implementing machine learning algorithms for BOM optimization, automated change impact analysis, and predictive quality management, reducing manual engineering processes by 40%. Developing intelligent workflows leveraging RPA for routine data management tasks and process harvesting for continuous improvement.

Best Practice Development: Creating reference architectures and implementation playbooks for robotics PLM deployments, establishing governance frameworks for product data management across hardware/software/firmware lifecycle. Developing KPI frameworks and executive dashboards for program visibility and decision support.

JOHNSON CONTROLS Boston, MA

Global PLM Enterprise Architect 2023

Strategic Architecture Design: Directed enterprise PLM architecture strategy spanning 15 international manufacturing sites with $5M+ investment, architecting standardized integration framework between MCAD/ECAD tools, Windchill PLM, and SAP ERP systems. Led comprehensive requirements gathering and architecture blueprint development for building automation and HVAC systems.

ERP-PLM Integration Blueprint: Designed comprehensive integration architecture for bidirectional data flow between Windchill and SAP S/4HANA, including BOM synchronization, change management orchestration, and configuration management alignment. Created data mapping specifications and transformation logic for engineering change propagation across product lifecycle.

Regulatory Compliance Architecture: Architected compliance frameworks for building automation and HVAC systems meeting global regulatory requirements, implementing quality system integration and traceability protocols. Designed validation frameworks ensuring regulatory documentation and audit trail capabilities throughout product development and manufacturing.

Workshop Facilitation & Advisory: Led technical architecture workshops with engineering leadership and system integrators, providing strategic guidance on Digital Thread implementation and Industry 4.0 transformation initiatives. Facilitated consensus building across multiple stakeholder groups on system configurations and process standardization.

Solution Blueprint Development: Created reference architectures and deployment accelerators adopted across Johnson Controls' global PLM ecosystem, achieving 95% user adoption through strategic change management approach. Developed training materials and implementation guidelines for internal teams and system integrators.

BAE SYSTEMS (Electronics Systems Sector) Boston, MA

Enterprise Architect - PLM/ERP Solutions 2020 – 2023

Portfolio Architecture Leadership: Managed enterprise architecture for $50M+ portfolio of PLM and digital transformation initiatives across five defense business divisions, establishing governance frameworks for system integration, data management, and performance optimization. Provided architectural oversight for application performance, infrastructure optimization, and production support across multiple concurrent programs.

DFARS/CMMC Compliance Architecture: Architected security and compliance frameworks integrating DFARS/CMMC requirements within Windchill PLM environment, designing secure supply chain collaboration architecture for defense contractor ecosystem. Developed access control models, data classification schemas, and audit trail mechanisms meeting federal security requirements.

Master Data Management Strategy: Developed enterprise master data architecture spanning PLM, ERP, and engineering systems, creating unified data models for product structure, configuration management, and change control. Established data governance protocols ensuring data quality, consistency, and traceability across multiple business systems.

System Integration Oversight: Provided architectural oversight for Windchill-SAP integration supporting advanced electronics manufacturing, designing BOM transformation logic and engineering change synchronization workflows. Architected interfaces between PLM and specialized engineering tools including MCAD, ECAD, simulation, and analysis applications.

Cross-Functional Architecture Governance: Led enterprise architecture review board coordinating IT, engineering, manufacturing, quality, and supply chain organizations, establishing standards for system interoperability and data governance. Managed vendor relationships ensuring architectural compliance and delivery excellence across implementation partners.

CANDELA MEDICAL Boston, MA

PLM Architecture Lead - Medical Device Systems 2019 – 2020

Regulated Environment Architecture: Architected hybrid PLM solution integrating Agile PLM, Oracle 11i ERP, and Oracle Cloud platforms for FDA-regulated medical device manufacturing, designing validation frameworks ensuring 21 CFR Part 11 compliance. Led complex integration program balancing technical innovation with strict regulatory requirements for medical device development.

Quality System Integration: Designed integrated architecture connecting PLM with Quality Management System (QMS), enabling traceability from design control through manufacturing and post-market surveillance. Created data models supporting Design History File (DHF), Device Master Record (DMR), and Device History Record (DHR) requirements.

Compliance Framework Development: Created architectural blueprints for Design History File (DHF) management, Design Control processes, and Change Control integration within PLM-ERP ecosystem. Architected electronic signature workflows, audit trail mechanisms, and validation documentation management.

Test Architecture Strategy: Developed comprehensive validation architecture and test framework ensuring regulatory compliance documentation and system qualification protocols. Created test scripts and validation procedures for IQ/OQ/PQ activities ensuring system meets FDA software validation requirements.

Agile Architecture Methodology: Applied iterative architecture development approach using Scrum framework, enabling rapid solution validation while maintaining regulatory compliance requirements. Balanced agile development practices with structured validation and documentation needs of regulated medical device environment.

STANLEY BLACK & DECKER Boston, MA Business Applications Lead 2017 – 2019

Multi-Brand Architecture Strategy: Architected unified PLM solution across manufacturing, supply chain, and quality departments for global power tools and industrial equipment divisions, designing scalable integration framework supporting 50+ manufacturing sites. Led solution integration across North American, European, and Asian operations with consistent architecture standards.

Industry 4.0 Architecture Roadmap: Developed strategic architecture roadmap aligned with Industry 4.0 digital transformation initiatives, incorporating IoT integration, advanced analytics, and smart manufacturing capabilities. Designed future-state architecture supporting connected products, predictive maintenance, and data-driven decision making.

ERP Integration Architecture: Designed integration architecture connecting Windchill PLM with multiple ERP instances (Oracle, SAP), creating standardized BOM transformation logic and engineering change orchestration patterns. Architected material master synchronization, routing management, and manufacturing bill of process integration.

Gap Analysis & Solution Design: Conducted enterprise architecture assessments identifying gaps between current-state systems and future-state business requirements, developing migration strategies and transformation roadmaps. Analyzed business processes across engineering, manufacturing, and supply chain identifying optimization opportunities.

Vendor Ecosystem Management: Established strategic partnerships with PTC and system integrators, defining architectural standards and implementation guidelines ensuring consistent solution delivery across global deployments. Managed vendor relationships ensuring quality delivery, SLA compliance, and effective support service management.

POST HOLDINGS Boston, MA

PLM Architecture Lead - Consumer Products 2018 – 2019

Food Industry Architecture Design: Architected TraceOne PLM implementation across pet food and consumer products divisions (Smucker acquisition integration), designing industry-specific frameworks for formula management, supplier collaboration, and regulatory compliance. Led multi-brand program managing data migration and master data management across acquired brand portfolios.

Multi-Brand Integration Strategy: Designed master data architecture integrating acquired brand portfolios, creating unified BOM structures supporting recipe management, packaging specifications, and nutritional compliance requirements. Developed standardized data models for formulation, ingredients, nutritional analysis, and packaging materials.

Regulatory Compliance Framework: Architected food industry compliance capabilities within PLM environment including FDA regulations, FSMA requirements, and allergen management protocols. Designed traceability frameworks supporting lot tracking, recall management, and supply chain transparency.

Supplier Collaboration Architecture: Designed cloud-based collaboration platform enabling secure supplier integration for specification management, quality documentation, and audit trail requirements. Architected supplier portals for ingredient specifications, certificates of analysis, and quality certifications.

Quality System Integration: Created integrated architecture connecting PLM with quality management systems across multiple product categories, supporting HACCP, GFSI, and food safety management requirements. Designed inspection planning, non-conformance management, and corrective action tracking capabilities.

BOSE CORPORATION Boston, MA

Senior PLM Enterprise Architect 2011 – 2017

Global PLM-ERP Architecture: Architected enterprise integration strategy connecting Windchill PLM with SAP ERP across global engineering and manufacturing operations, designing comprehensive BOM synchronization, change management, and configuration management frameworks. Led program execution across North America, Europe, and Asia-Pacific regions with consistent infrastructure management.

Digital Thread Architecture: Established end-to-end product lifecycle traceability architecture spanning design engineering, manufacturing engineering, supply chain, and service organizations supporting consumer electronics product complexity. Created integrated data models connecting product design, manufacturing processes, quality data, and field service information.

Agile Transformation Leadership: Introduced Agile/DevOps methodologies for PLM development and deployment, architecting continuous integration/continuous deployment (CI/CD) pipeline reducing implementation cycles by 70%. Transformed traditional waterfall PLM implementation approach to iterative agile methodology with sprint-based delivery.

Data Migration Architecture: Designed and executed complex data migration strategy consolidating engineering data from TeamCenter, SAP, and legacy systems into unified Windchill platform, ensuring data integrity across 100,000+ product records. Developed migration tools, validation frameworks, and reconciliation procedures ensuring data quality.

Cloud PLM Strategy: Architected cloud-based PLM solution enabling global supplier collaboration and remote development partnerships, implementing secure multi-tenant architecture supporting distributed product development teams. Designed hybrid cloud deployment strategy balancing security, performance, and collaboration requirements.

MKS INSTRUMENTS Boston, MA

Principal Enterprise Architect - PLM/ERP Integration 2006 – 2011

Integrated PLM/ERP Architecture: Designed comprehensive integration architecture connecting custom PLM solution with Oracle 11i ERP across international semiconductor equipment manufacturing sites, creating unified platform for engineering, manufacturing, and service organizations. Managed full software development lifecycle for custom PLM integrations ensuring robust infrastructure support.

SOX Compliance Architecture: Architected enterprise-wide SOX-compliant business processes and controls spanning multiple applications, designing audit trail capabilities and segregation of duties frameworks. Implemented financial controls for engineering change orders, inventory valuation, and cost management processes.

Master Data Architecture: Developed enterprise master data management strategy including global BOM standardization, part classification taxonomies, and configuration management frameworks supporting complex semiconductor manufacturing equipment. Created part numbering schemes, classification structures, and governance processes.

Custom Integration Development: Architected custom PLM integrations and Oracle interfaces using Java/XML technologies, designing API frameworks for system orchestration and real-time data synchronization. Developed integration middleware managing data transformation, error handling, and transaction management.

Global Deployment Strategy: Created multi-region deployment architecture supporting North American, European, and Asian operations with localized compliance requirements and regional manufacturing processes. Designed infrastructure supporting multiple languages, currencies, and regulatory frameworks across global operations.

BROOKS AUTOMATION Chelmsford, MA

Director of Enterprise Architecture - PLM Integration Programs 2000 – 2006

M&A Integration Architecture: Architected PLM integration strategy across 24 merged and acquired semiconductor automation companies, designing unified platform consolidating disparate engineering systems, standardizing BOMs, and harmonizing quality processes. Led large-scale transformation program standardizing product data management across highly decentralized organization.

BOM Optimization Architecture: Developed intelligent BOM restructuring methodology achieving 25% supplier base reduction and 15% delivery improvement through standardization, commonality analysis, and supplier collaboration enhancement. Created part rationalization frameworks identifying duplicate components and consolidation opportunities.

Multi-System Integration Strategy: Architected comprehensive integration framework connecting Oracle ERP, Siebel CRM, Glovia manufacturing, and Agile PLM applications, creating unified data model supporting semiconductor equipment lifecycle. Designed real-time data synchronization ensuring consistency across sales, engineering, manufacturing, and service operations.

Enterprise Portfolio Architecture: Provided architectural governance for multiple concurrent PLM programs with combined $25M+ budget, establishing architectural standards, integration patterns, and quality frameworks ensuring delivery excellence. Managed cross-functional teams spanning engineering, manufacturing, operations, quality, finance, and service organizations.

Quality & Testing Framework: Established enterprise architecture standards and validation procedures achieving 100% program delivery success rate, creating reusable architectural patterns and implementation accelerators. Developed comprehensive testing strategies including unit testing, integration testing, and user acceptance testing frameworks.

NORTHEASTERN UNIVERSITY Boston, MA

Graduate Adjunct Faculty - Applied Machine Learning & Informatics 2020 – Present

Academic Program Leadership: Teaching graduate-level courses in Applied Machine Learning, managing experiential learning projects with 30-student teams collaborating with Fortune 500 companies in 12-week development cycles. Coordinating cross-functional student teams working on real-world industry projects with external corporate sponsors.

AI Innovation & Research: Leading research initiatives in Generative Design applications for PLM systems, AI-driven automation for engineering workflows, and machine learning integration in product development processes. Developing frameworks for applying AI/ML technologies to enterprise PLM environments including predictive analytics and intelligent automation.

Industry Partnership Development: Architecting partnerships between academic research and industry implementation, facilitating technology transfer from research to production environments. Connecting academic innovation with practical enterprise applications bridging research and commercial deployment.

Entrepreneurial Mentorship: Providing strategic advisory to technology startups focusing on AI/ML applications, resulting in multiple companies securing Series A funding (multi-million dollar rounds). Mentoring entrepreneurs on technology strategy, product development, and fundraising approaches.

Best Practice Evangelism: Developing and disseminating methodologies for AI enablement in enterprise systems, creating frameworks for ethical AI adoption in manufacturing and product development. Leading steering committees and internal communications on responsible AI deployment.

EDUCATION & CERTIFICATIONS

Northeastern University Boston, MA

Master of Science (MSc): Electrical Engineering, Digital Signal Processing

University of Massachusetts Lowell Lowell, MA

Master of Business Administration (MBA): Information Management

University of Massachusetts Amherst Amherst, MA

Bachelor of Science (BSc): Electrical Engineering

Professional Certifications:

PTC Windchill Solution Architect (Current) Agile PLM Certified Implementation Specialist SAP Integration Certification Project Management Professional (PMP) Certified Scrum Master Six Sigma Black Belt

TECHNICAL EXPERTISE

PLM Systems Architecture

Windchill PLM (10.x, 11.x, 12.x): Enterprise architecture, customization, performance tuning, cloud deployment Agile PLM (9.x, Cloud): Architecture design, ERP integration, multi-site deployment Propel PLM: Cloud-based architecture, API integration, scalability design TraceOne PLM: Industry-specific architecture, compliance frameworks TeamCenter: Data migration, environmental compliance modules

ERP Integration & Architecture

SAP (ECC, S/4HANA): Material management integration, BOM synchronization, change management Oracle (11i, R12, Fusion Cloud): PLM-ERP architecture, master data management Microsoft Dynamics 365: Integration patterns, cloud connectivity BOM Management: Transformation logic, configuration management, variant management

MES & Manufacturing Systems

MES Integration: Production planning, shop floor data collection, quality management Manufacturing Process Planning: BOP (Bill of Process) management, routing synchronization Quality Systems: Inspection planning, NCR management, CAPA integration

Enterprise Integration Technologies

API Frameworks: REST/SOAP services, microservices architecture, API orchestration Cloud Platforms: AWS, Azure deployment strategies, hybrid cloud architecture Integration Middleware: ESB patterns, message queuing, event-driven architecture Data Architecture: Master data management, data lakes, analytics platforms (Snowflake)

AI/ML Technologies

Machine Learning Frameworks: TensorFlow, PyTorch, scikit-learn for PLM analytics Generative Design: AI-driven design automation, optimization algorithms Predictive Analytics: Quality prediction, demand forecasting, maintenance optimization RPA & Process Harvesting: Robotic process automation, process mining, intelligent workflows Low-Code/No-Code Platforms: Rapid application development, citizen developer enablement

Development & Deployment

Languages: Java, Python, JavaScript, XML, JSON DevOps: CI/CD pipelines, containerization (Docker/Kubernetes), infrastructure-as-code SDLC Management: Agile/Scrum, SAFe, full lifecycle architecture governance

KEY ACHIEVEMENTS

Enterprise Architecture Excellence

Architected 7 complete and partial large-scale PLM-ERP-MES integration solutions across Fortune 500 organizations Implemented and integrated multiple PLM platforms including Windchill, Agile PLM, Propel, TraceOne, TeamCenter Led PLM migration projects from legacy systems (TeamCenter, Agile PLM, custom solutions) to Windchill platform Designed multi-PLM integration architectures connecting disparate PLM systems across merged and acquired organizations Developed reference architectures and best practices adopted by global system integrator partners Established architectural governance frameworks managing $200M+ cumulative portfolio value Created Digital Thread architecture frameworks spanning product development through service lifecycle

AI/ML Innovation Leadership

Piloted and led adoption of RPA (Robotic Process Automation), Process Harvesting, and low-code/no-code software development augmentation reducing engineering manual processes by 40-70% across multiple deployments Developed machine learning frameworks for BOM optimization and change impact prediction through process mining and intelligent automation Mentored graduate students and startups in AI/ML applications resulting in multiple successful funding rounds Led steering committees and internal communications for ethical AI adoption in manufacturing and product development environments

Best Practice Development & Scaling

Created implementation accelerators and playbooks reducing deployment timelines by 30-40% Established Community of Practice frameworks adopted across enterprise PLM ecosystem Developed training curricula and certification programs for system integrators and implementation partners Evangelized PLM-ERP-MES integration methodologies through industry forums and customer advisory boards

Cross-Functional & Global Leadership

Led enterprise architecture initiatives across North America, Europe, Asia-Pacific, and global manufacturing operations Managed cross-functional architecture teams spanning engineering, manufacturing, quality, IT, and supply chain organizations Integrated PLM systems across 24+ acquired companies in complex M&A scenarios Achieved consistent 95%+ user adoption rates through strategic change management and architecture excellence

STRATEGIC CAPABILITIES

Executive Engagement: Proven ability to engage C-level executives on enterprise architecture strategy, digital transformation roadmaps, and business value realization.

Partner Ecosystem Leadership: Extensive experience building and managing strategic partnerships with PTC, SAP, Oracle, and global system integrators.

Industry Expertise: Deep domain knowledge across MedTech, Electronics & High-Tech, Aerospace & Defense, Consumer Products, and Industrial Manufacturing verticals.

Innovation & Research: Active contributor to AI/ML research with focus on practical applications in enterprise PLM and manufacturing systems.

Community Leadership: Established track record evangelizing best practices through academic programs, industry forums, and customer advisory councils.

ADDITIONAL INFORMATION

Security Clearance: Eligible for clearance (prior work with defense contractors)

Travel: Available for up to 25% travel across North America and internationally

Remote Work: Extensive experience leading distributed teams and virtual architecture engagements

Availability: Immediate for full-time or contract arrangements

Location: Open to remote or relocation (Bay Area/Santa Clara Valley preferred)

References and Portfolio of Architecture Deliverables Available Upon Request

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