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Technical Expertise

What I know.
What I do.

PLM and Digital Manufacturing at the core — built through 2.5 years of real implementations, not just certifications. Layered with Data Science and AI to extend what these systems can do.

Core Domain

Product Lifecycle Management (PLM)

End-to-end PLM consulting across pre-sales, implementation, administration, and training — on the Dassault Systèmes 3DEXPERIENCE platform.

🔄
Change Management
Configuring end-to-end engineering change processes — from ECR to ECO — with approval routing, impact analysis, and release gates.
Engineering Change Request (ECR)
Engineering Change Order (ECO)
Change Impact Analysis
Approval Routing & Release Gates
Deviation & Waiver Management
🗂️
BOM Management
Structuring and managing product bills of materials across engineering and manufacturing contexts.
EBOM (Engineering BOM)
MBOM (Manufacturing BOM)
BOM Comparison & Synchronisation
Variant & Configuration Management
Part & Document Management
📋
Project Management
Engineering project tracking and programme management within the 3DEXPERIENCE platform — connecting tasks, milestones, and deliverables to the product structure.
Programme & Project Planning
Task & Milestone Management
Resource Allocation
Gate Review Processes
🔀
Route & Workflow Management
Designing and configuring BPM workflows that automate and standardise engineering processes across the organisation.
ENOVIA BPM Designer
10+ Custom Workflows Configured
Approval Routing Logic
Role-Based Task Assignment
Automated Notifications & Escalations
🏭
RFx & Supplier Management
Managing supplier-facing processes within the PLM environment — RFQ, RFP, and supplier collaboration workflows.
RFQ / RFP / RFI Workflows
Supplier Collaboration Portals
Sourcing Decision Management
Supplier Document Exchange
✅
Quality Management
Configuring quality processes within PLM — NCR, CAPA, and inspection workflows linked to the product lifecycle.
Non-Conformance Reports (NCR)
Corrective & Preventive Action (CAPA)
Inspection & Audit Workflows
Quality Gate Integration
🖥️
3DEXPERIENCE Platform Administration
Full On-Premise server installation, configuration, and ongoing administration — from environment setup to user management.
On-Premise Server Installation (R2024x)
Apache + Java + MSSQL Environment Setup
Role / Mask / License Management
KRF License Configuration
CATIA V5 Server Setup & Admin
Platform Maintenance & Troubleshooting
User Onboarding & Access Control
Go-Live & Post-Go-Live Support
Design & Modelling

CAD & Digital Design (CATIA)

Working knowledge of CATIA V5 and 3DEXPERIENCE CATIA for 3D modelling, assembly, and advanced design workflows.

✏️
CATIA V5
Core 3D CAD modelling and design within the CATIA V5 environment.
Sketcher & Part Design
Assembly Design
Surface Design (GSD)
Drafting & 2D Drawing
Sheet Metal Design
Mold Tool & Core Cavity Design
🔷
3DEXPERIENCE CATIA
Cloud-connected design environment within the 3DEXPERIENCE platform.
Collaborative Design Environment
Mechanical Systems Design
Design Review & Markup
PLM-Connected Design Workflows
🏗️
DELMIA
Digital manufacturing and process planning within the 3DEXPERIENCE ecosystem.
Manufacturing Process Planning
Work Instruction Configuration
MBOM–Process Linkage
Digital Continuity Setup
Data & AI

Data Science & AI / ML

Hands-on data skills built through MS coursework, real projects, and Forage simulations — applied to manufacturing and engineering problems.

🐍
Python & Data Engineering
Python-based data manipulation, analysis, and pipeline work — from raw data to structured insights.
Pandas & NumPy
Exploratory Data Analysis (EDA)
Feature Engineering
Web Scraping
Jupyter Notebook
🗄️
SQL & Data Modelling
Relational database design and advanced querying — demonstrated through a 50k+ record NYC taxi analytics project.
Relational Schema Design
Advanced SQL Queries (25+)
KPI Analysis & Reporting
Cohort & Segmentation Analysis
🤖
Machine Learning
Supervised and unsupervised ML applied to real datasets — from classification to time-series forecasting.
Random Forest & Ensemble Methods
Logistic & Linear Regression
Clustering (K-Means, Hierarchical)
Time Series Forecasting (AR Models)
Scikit-learn
📊
Data Visualisation & BI
Turning structured data into clear, decision-ready visuals for stakeholders and engineering teams.
Tableau
Power BI
Matplotlib & Seaborn
Excel Dashboards
🏷️
AI Annotation & Evaluation
Practical AI data pipeline experience from a Meta/Instagram engagement via Telus International AI.
Image & Video Dataset Annotation
Prompt Engineering
A/B Model Output Evaluation
Content Segmentation
Annotation QA
🛠️
Tools & Platforms
Development and productivity tools used across data and PLM work.
VS Code & Jupyter Notebook
GitHub
Streamlit (learning)
Gradio (learning)
Microsoft Office Suite
Certifications

Verified credentials

40+
Dassault Systèmes
CATIA · ENOVIA · DELMIA · 3DEXCITE across multiple technical domains and certification levels
BCG
Data Science Simulation
Customer churn prediction, Random Forest modelling, executive insight delivery · Forage 2025
DTT
Deloitte Data Analytics
Forensic technology analysis, Tableau dashboards, business reporting · Forage 2025
BA
British Airways DS
Web scraping, predictive modelling, customer booking behaviour prediction · Forage 2025
TG
Tata Data Analytics
Data visualisation and analytics simulation · Forage 2025