Advanced Modeling: Apply dimensional modeling (Kimball/Inmon) to ensure data structures reflect actual business processes, making them intuitive for AI models and analysts alike.
Automation & Lifecycle Management (DataOps): Implement automated deployment workflows and infrastructure management practices to ensure high reliability, environment consistency, and rapid iteration across the entire data-to-AI lifecycle.
Optimization: Continuously monitor and tune query performance and storage costs to ensure a lean, efficient data environment.
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Support SD-WAN deployment and management across global sites including mills, plantations, offices, and distribution centres.
Monitor network performance and availability using tools such as SolarWinds, Datadog, or AWS CloudWatch, and escalate incidents as required.
Assist in configuring and managing VPN tunnels (site-to-site and point-to-site), ExpressRoute/Direct Connect circuits, and hybrid cloud connectivity.
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Advanced Modeling: Apply dimensional modeling (Kimball/Inmon) to ensure data structures reflect actual business processes, making them intuitive for AI models and analysts alike.
Automation & Lifecycle Management (DataOps): Implement automated deployment workflows and infrastructure management practices to ensure high reliability, environment consistency, and rapid iteration across the entire data-to-AI lifecycle.
Optimization: Continuously monitor and tune query performance and storage costs to ensure a lean, efficient data environment.
...
Support SD-WAN deployment and management across global sites including mills, plantations, offices, and distribution centres.
Monitor network performance and availability using tools such as SolarWinds, Datadog, or AWS CloudWatch, and escalate incidents as required.
Assist in configuring and managing VPN tunnels (site-to-site and point-to-site), ExpressRoute/Direct Connect circuits, and hybrid cloud connectivity.
...
Drive measurable gains in automation coverage, cost-to-serve, and operational efficiency; establish performance frameworks that connect bot metrics to business outcomes and surface clear drivers of improvement.
Act as primary GBS representative for bot intelligence across AI/Data Science, Product & Engineering, and Knowledge Management, translating operational insights into technical requirements and model behavior into actionable improvements, and influencing roadmap decisions through data-driven, technically grounded input.
Lead and develop Bot Operations Specialists and Bot Annotators, building capabilities in AI/LLM literacy, annotation quality, and performance analytics, while driving a culture of technical curiosity, data-driven decision making, and high accountability.
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