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Libin Huang

Welcome to my page! Learn more about me and my professional experience in Data Analytics, Operations, and Capacity Planning.

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About Me

Background: I majored in Mechanical Engineering during my college years, where I was trained to think in systems, such like how inputs, constraints, and variability affect performance. Whether it was manufacturing processes or mechanical design, I learned to break complex problems into measurable components and optimize them for efficiency, reliability, and scale. As I gained experience, I realized that what interested me most wasn’t just the physical design, but how resources were planned, utilized, and constrained over time. I became increasingly involved in questions like:


Where are the bottlenecks? What happens if demand spikes? How do we balance cost, speed, and risk?

That curiosity naturally led me toward capacity planning. I found that many of the same engineering principles, such like simulation forecasting, bottleneck identification, and scenario modeling apply directly to workforce and operational capacity. The difference is that instead of machines and materials, the variables are people, time, and demand.

In my role as a Data and Capacity Planning Analyst at State Street, I bring structure to decision-making, such as modeling demand, stress-testing scenarios, and building scalable plans that support business growth. I have experience forecasting infrastructure needs, driving rightsizing and migration planning, and influencing leadership decisions with data-driven insights over the past five years. I focus on turning uncertain demand into capital-efficient capacity decisions. By taking a system-level approach in combining forecasting, utilization thresholds, failure tolerance, and cost optimization, I help teams scale reliably and efficiently. My strength is translating complex technical signals into clear, actionable recommendations that help leaders balance performance, reliability, and investment.

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Explore my work turning analytics into capacity decisions that directly impact cost, scale, and executive strategy.

Experience

Professional Timeline

Data and Capacity Planning Analyst - Officer

State Street Corporation

July 2020 - Present

I design data-driven decision systems that reduce uncertainty, control downside risk, and improve resource allocation across infrastructure. My day to day work focuses on forecasting, risk modeling, and translating results into clear recommendations to Platform and Infra VPs and SVPs.

Education

Academic Achievements

Bachelor's in Mechanical Engineering

Certification in Data Science and Analytics

Amazon Web Services Cloud Practitioner

Tech Stack

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Portfolio

Professionaal Experience (Past and Present)

1 / Migration Sizing Projections

I build decision frameworks that translate existing infrastructure into right-sized future capacity, so migrations happen without reliability risk, capital waste, or post-migration rework. With this, I was able to reduce my company's total node purchase by 20 Nodes within the VMC AWS environment.

The framework involved rightsizing scripts that normalize CPU, memory, and storage across environments, apply utilization ceilings, and embed node fault tolerance to generate risk-adjusted capacity recommendations.

2 / Quarterly CPU Forecast Projections

Forecasted 50+ clients that needs to be sized up accordingly to meet any future demands by utilizing a 95th Percentile Forecasting Report leveraging past historical data, with defined thresholds depending on the environment.

3 / Cost Optimization Rightsizing

Finding cost reduction for underutilized resources within CPU, Memory, and subsections of Storage for Applications and Servers, with $150,000 saved over Q3 and Q4 2025.

4 / Data Center Operations 

Working with Brownfield on-prem Build Team and Cloud Team on large scale application deployments for over 20 new applications.

Contact

Get in touch with me for any inquiries!

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