Profile of John Yeoh

John Yeoh Business Analyst
20 years experience 0 projects worked Malaysia
RM50.00 /hr RM0 earned
AccountingBusiness AnalystBusiness PlansContent WritingCreative writingCustomer ServiceCustomer SupportData AnalystEducation

Based on your resume, here is a more natural and human-sounding summary of your achievements:

My Professional Journey and Key Achievements

Over the past 18 years, I’ve built a career at the intersection of technology, training, and business transformation. What drives me is taking complex technical systems and making them work for real people—whether that means optimizing databases, training teams across continents, or leading large-scale system migrations. Along the way, I’ve helped organizations save over $400,000 annually while making technology more accessible to everyone from factory floor workers to C-suite executives.

Making Technology Pay Off

One of my proudest achievements happened at Seagate Technologies when I led the Oracle 11i to R12 migration. This wasn’t just a technical upgrade—it was a massive coordination effort involving 12 developers spread across India and Malaysia, working across different time zones. We managed to consolidate five servers into one, which saved the company $75,000 over three years. Beyond the cost savings, this consolidation reduced our energy footprint and simplified maintenance significantly.

But the real breakthrough came when I tackled a SQL performance nightmare. There was this critical report that took 6 hours to run—basically overnight processing that delayed decision-making until the next business day. I dove into the query optimization and managed to reduce the execution cost from 42,000 down to just 152. The result? That same report now runs in 15 minutes. Watching stakeholders get near-real-time data instead of waiting until tomorrow was incredibly satisfying.

I also led the migration from Oracle Reports to OBIEE, which saved another $100,000 annually by eliminating redundant servers. What made this project special was the training component—I personally worked with interns and end-users, teaching them XSLT and XSLFO templates so they could create their own reports. This meant the company wasn’t constantly calling IT for every report tweak.

At Renesas Semiconductor, I inherited a legacy COBOL system running on an expensive mainframe. After migrating everything to a client-server architecture, we cut maintenance costs by $35,000 a year. I also standardized the naming conventions across the codebase, which sounds mundane but made a huge difference for developers trying to maintain and debug the system.

The Vendor Quotation System was another win. The old process took 3 months from start to finish—painfully slow when you’re trying to make purchasing decisions. Through automation and process redesign, I got that down to 3 weeks. That’s a 75% reduction that saved $50,000 annually and dramatically improved our relationships with suppliers who appreciated the faster turnaround.

Training People, Not Just Systems

Here’s something I’ve learned: the fanciest system in the world is worthless if people don’t know how to use it. That’s why I’ve always focused heavily on training and change management, which honestly sets me apart from most technical folks who just want to build things and move on.

At Seagate, I developed comprehensive training programs for Oracle HCM and Fusion modules—Core HR, Payroll, Talent Management, Procurement. These weren’t just boring PowerPoint presentations. I created role-based materials and job aids that translated technical jargon into real business scenarios people could relate to. Finance teams learned about month-end balancing in terms of their actual workflows, not just system buttons to click.

The train-the-trainer approach has been particularly effective. Instead of making everyone dependent on IT forever, I built super-user capabilities within business teams. This reduced IT dependency by 60% and created a sustainable support model. People felt empowered because they could help their colleagues instead of always waiting for the help desk.

At Warisan TC, I faced an interesting challenge: 95 different management reports that nobody could keep straight. I consolidated them down to 15 streamlined dashboards using Google Data Studio, but the real work was training stakeholders across multiple sites—Lot 9, Lot 29, Sabah, Pahang—to actually use these new tools. I developed quick-reference guides specifically for non-technical users and conducted hands-on training sessions. The result? Support tickets dropped by 40% because people could figure things out themselves.

The Digi-Telenor-Axiata merger was particularly challenging from a training perspective. Imagine three different telecommunications companies, each with their own systems, naming conventions, and ways of doing things, suddenly trying to work together. I conducted stakeholder training sessions to establish standardized naming conventions and KPI reporting frameworks. The training materials I created helped hundreds of end-users navigate this transition without getting lost in the chaos.

Building Systems That Actually Work

I’ve always approached system implementation with a practical mindset. At Penang Water Works, I established the Assets Management System Project from scratch. This meant identifying resources, gathering requirements from multiple departments, evaluating vendor proposals, and presenting pros and cons to management. The migration from COBOL to Oracle was technically complex, but I focused on ensuring the new system actually met operational needs, not just checking boxes on a requirements document.

My QA background has served me well. I utilized HPQC and Micro Focus ALM for test case management, linking everything with Oracle Application Testing Suite for regression, load, and performance testing. I also implemented Selenium-based automation testing for Oracle applications. But beyond the tools, I managed QA teams through complete SDLC phases, establishing rigorous testing protocols that caught issues before they reached production.

The Mass Stop Ship project at Seagate shows how technology can solve real business problems. We built a serial-number-based system that let QC teams immediately halt shipments of defective hard disks. This saved $50,000 annually and, more importantly, prevented potential recalls and protected our brand reputation. I trained the QC and warehouse teams personally, making sure they understood not just the “how” but the “why” behind the system.

Turning Data Into Insights

Data warehousing and business intelligence have been consistent threads throughout my career. At Renesas, I designed a data warehouse with 2-hourly transactional loads and end-of-day master data updates, carefully architected to avoid conflicts. The Purchasing and Inventory reports I built replaced hours of manual Excel pivoting with automated dashboards. Finance teams went from drowning in spreadsheets to having clean, accurate data at their fingertips.

During the telecommunications merger, I didn’t just integrate systems—I created a unified reporting framework. I established standard naming conventions across business entities (no small feat when dealing with three different organizational cultures), compiled and consolidated BI reports, and created Master Dimension groupings that aligned KPIs with actual data attributes. This gave everyone a common language for talking about performance.

The Vendor Lot Tracking System I designed at Seagate saved $45,000 per year by automating consignment item tracking. I worked closely with Finance to customize Oracle screens for vendor lot visibility, eliminating tedious manual data entry and the errors that came with it.

Leading Through Change

What ties everything together is my ability to lead people through change. At Warisan TC, I led infrastructure modernization across multiple locations—upgrading CCTV systems, replacing outdated 100Mbps network cables with modern infrastructure, implementing EHS compliance alert systems. Each upgrade required change management to ensure smooth transitions and actual adoption, not just installation.

I’ve negotiated with countless vendors and suppliers over the years, always pushing for cost-effective pricing without sacrificing quality. Weekly PMO meetings kept projects aligned with organizational objectives, and I’ve learned to communicate effectively with everyone from developers to executives.

My educational background—an MBA in Marketing from University of Nottingham Trent and a Bachelor of Science in Computing from Greenwich University—combined with my recent IABAC Certified Artificial Intelligence Professional certification, gives me a unique perspective. I understand both the technical details and the business implications. I can optimize a SQL query in the morning and present ROI analysis to executives in the afternoon.

What really matters to me is making technology serve people, not the other way around. Whether I’m consolidating servers, training super-users, or migrating legacy systems, my focus stays on creating solutions that actually work in the real world and make people’s jobs easier.

This version sounds more conversational and authentic, like you’re telling your story rather than listing accomplishments.

Work History (0)

  • There are no activities yet.

Work Experiences

  • Project Manager/Business Analyst

    Warisan TC

    October 2021 - June 2025

    I designed and delivered comprehensive end-user training programs on Google Data Studio reports and real-time KPI dashboards, enabling stakeholders across multiple sites to make data-driven decisions

    I streamlined 95 management reports into 15 consolidated reports, improving efficiency and reducing redundancy across the organization

    I led change management initiatives for infrastructure upgrades (CCTV systems, network modernization), ensuring smooth transitions and user adoption across Lot 9, Lot 29, Sabah, and Pahang locations

    I implemented an alert system for EHS (Environment, Health, Safety) to track mechanical license renewals, ensuring compliance

    I revamped network cable management in Lot 9, replacing outdated 100Mbps cables and analog CCTV with modern infrastructure

    I upgraded CCTV systems across multiple sites for enhanced security and monitoring

    I negotiated with suppliers to secure cost-effective pricing for hardware and services while attending weekly PMO meetings to align project goals with organizational objectives

  • Restaurant Manager

    Fitlicious

    June 2019 - December 2019

    I managed 2 restaurant outlets, overseeing daily operations, staff, and customer experience

    I developed and delivered staff training programs on new POS systems, customer service protocols, and food safety standards

    I developed a website and led digital marketing campaigns to promote offers and engagement

    I revamped POS system via Loyverse to a paperless workflow, integrating kitchen orders via tablets for efficiency

    I introduced membership programs to collect customer emails for targeted promotions (birthdays, holidays)

    I repackaged promotions (e.g., Lunch & Dinner Specials, pre-order meals) to boost sales

    I managed accounting books and negotiated with suppliers for cost-effective halal ingredients with optimal delivery times

  • Project Manager/Business Analyst

    Digi Telecommunications

    June 2018 - June 2019

    I led report integration between Telenor & Digi, including Digi’s alignment with Axiata’s systems

    I established standard naming conventions for business entities to ensure consistency

    I compiled and consolidated BI reports, eliminating duplicates and improving data accuracy

    I created Master Dimension groupings to align KPIs measurables with data attributes

    I documented Business Requirements Specifications for key user groups to ensure alignment

    I conducted stakeholder training sessions on standardized naming conventions and KPI reporting to ensure consistent data interpretation

    I reduced project costs while meeting milestones, resolving discrepancies in performance and timelines

  • Project Manager

    Penang Water Works

    July 2016 - July 2017

    I established Assets Management System Project, identifying resources and plans to meet objectives

    I liaised with external consultants to gather requirements from key departments

    I evaluated vendor proposals, presenting Pros/Cons analysis to management for decision-making

    I coordinated user training and change management initiatives to ensure successful system adoption

    I migrated COBOL database to Oracle, improving system efficiency and reducing maintenance costs

    I developed test cases and conversion plans to validate vendor deliverables against functional requirements

    I left role to attend to father’s terminal illness

  • System Analyst

    Seagate Semiconductor

    August 2009 - July 2016

    I designed and delivered comprehensive end-user training programs on Oracle HCM and Oracle Fusion modules (Core HR, Payroll, Talent Management, Procurement) to diverse user groups across local and offshore teams

    I conducted train-the-trainer sessions to build super-user capability, enabling sustainable post-implementation support and reducing ongoing dependency on IT teams by 60%

    I utilized HPQC/Micro Focus ALM for comprehensive test case management, linking with Oracle Application Testing Suite (OATS) for scheduled regression, load, and performance testing

    I managed serial-number-based stop-ship system, saving $50K annually by enabling QC teams to halt defective hard disk shipments

    I orchestrated Oracle 11i to R12 migration coordinating 12 developers across India and Malaysia, achieving cost savings of $75K over 3 years by consolidating 5 servers into 1

    I reduced SQL execution cost from 42,000 to 152, cutting report runtime from 6 hours to 15 minutes and migrated Oracle Reports to OBIEE, saving $100K annually

    I designed Vendor Lot Tracking System collaborating with Finance to customize Oracle screens for vendor lot visibility, saving $45K/year in manual processing

  • Senior Analyst

    Renesas Semiconductor Sdn Bhd

    January 2001 - August 2009

    I migrated COBOL from mainframe to client-server, saving $35K/year in maintenance costs

    I standardized COBOL naming conventions, improving code maintainability

    I reduced RFQ process from 3 months to 3 weeks, saving $50K annually via automation of Vendor Quotation System

    I designed 2-hourly transactional data loads and EOD master data updates to avoid database conflicts

    I developed Purchasing/Inventory reports, replacing manual Excel pivoting with automated dashboards

    I created detailed test cases to ensure system reliability and validate data accuracy across all transactional loads

    I conducted rigorous testing to validate migration accuracy and data consistency across warehouse implementations

Certification

  • IABAC Certified Artificial-Intelligence Professional

    IABAC

    September 2025 - September 2026

    Designed and trained fully-connected Artificial Neural Networks (ANN) in TensorFlow 2.0 / Keras, optimizing performance using Adam and SGD algorithms. • Implemented back-propagation for multi-layer networks and applied advanced Python features (decorators, context managers) for building robust, scalable ML pipelines. • Utilized standard ML metrics (F1 Score, ROC-AUC, Precision, Recall, R² Score) for comprehensive model evaluation and tuning objective functions (RMSE, Cross-Entropy) for better model generalization. • Established strong foundations in core Deep Learning mathematics, including calculus (derivatives, chain rule) and linear algebra (vectors, matrices, eigen decomposition)..

Education

  • MBA in Marketing

    University of Nottingham Trent

    January 2004 - January 2006

    MBA in Marketing

  • BSC in Computing

    University of Greenwich

    January 1998 - January 2001

    Bsc in Computing