Programming


Results driven WFM professional with 7+ years in contact center operations, advancing from frontline customer service to Real-Time Analytics and WFM Expert roles. Develops capacity models, manages short- and mid-term planning, and transforms demand forecasts into effective staffing plans. Runs proactive what-if scenarios to preempt SLA issues, leveraging spreadsheets and dashboards to present actionable insights.
Advanced Spreadsheet Modeling: Expert-level mastery of Excel and Google Sheets, specifically for building structured, dynamic capacity models, complex formulas, data validation, and scenario testing
WFM Tool Proficiency: Hands-on experience or familiarity with specialized Workforce Management software (eg, NICE, IEX, Genesys)
Data Analysis & Aggregation: Competency in managing, cleaning, and validating large datasets from multiple conflicting data sources to ensure report auditability
Scenario (What-If) Modeling: Ability to run structured simulations evaluating the operational impact of volume volatility, attrition sensitivity, hiring delays, and ramp-up shortfalls
Supply & Demand Balancing: Proven ability to translate long-term macro demand forecasts into micro-level headcount, FTE, operational hours, and staffing profiles
WFM Metrics & Assumptions Mastery: Deep understanding of shrinkage, average handle time (AHT), occupancy, service level agreements (SLA), availability, and absenteeism
Capacity Planning
Skill-Based Routing Capacity Modeling: Designing capacity plans mapped to specific multi-channel operations (eg, separating or blending live chat, email, and voice channels) and agent skill sets
Workforce Supply Planning: Translating capacity shortages into actionable recruitment inputs, including exact hiring volumes, target start dates, and training ramp profiles
Cross-Functional Stakeholder Validation: Ability to pitch capacity projections to, negotiate constraints with, and secure official plan sign-offs from Demand, Operations, Analytics, and Talent Acquisition teams
Structured Operational Handovers: Driving clear communication and version-controlled documentation when passing finalized capacity frameworks down to short-term Scheduling teams
Risk Escalation & Strategic Trade-Offs: Identifying operational risks or lead-time misalignments early and effectively articulating the business impacts to WFM leadership
Programming
Web tools development
Dean’s Award in Politeknik Sultan Hj Ahmad Shah.
Passionate about coding as a creative hobby, exploring concepts like OOP and geocoding while building experimental projects that sharpen problem‑solving and support startup/streaming innovations. Built dropeat.live and propvalue.my.