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Finn Case

@finncase

Quantitative economics student at UCLA researching AI infrastructure economics and modeling how power markets shape data center competitiveness.

United States
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What I'm looking for

I'm particularly interested in analyst roles within finance and strategy where structured thinking and data-driven analysis drive decision-making.

At Kelvolta, I contribute to data analytics for an energy technology company, including data pipeline development, exploratory analysis, and data visualization. My work also supports process documentation, database development, and exploration of the company's future analytical capabilities.

At UC Santa Barbara, I developed a quantitative research framework for how electricity markets, grid constraints, infrastructure ecosystems, and community impacts may shape AI infrastructure deployment. I built state-level competitiveness models, tested ranking robustness with 10,000 Monte Carlo simulations, and analyzed power strategies and community impacts.

At RMR Wealth Builders, I supported portfolio operations, trade execution, and performance reporting across client accounts, and I hold the Series 65 license. I also built and operate Malibu Delivery Service LLC, where I track business KPIs and manage budgeting, cash flow, and daily operations.

Experience

Work history, roles, and key accomplishments

Kelvolta logoKE
Current

Technical Intern - AI & Data Science

Aug 2026 - Present (2 months)

Contributing to data analytics at Kelvolta, an energy technology company. Work includes data pipeline
development, exploratory analysis, process documentation, data visualization, database development, and business operations support that explore the company's future analytical capabilities.

Mutuals logoMU
Current

Growth & Strategy Intern

Jun 2026 - Present (4 months)

Worked as Growth & Strategy Intern at Mutuals.

UC Santa Barbara logoUB
Current

Independent Research - Power, Compute, and Geography: AI and Cloud Infrastructur

May 2026 - Present (5 months)

Interactive Power Bi in repo below:
https://github.com/finnrcase/ai-infrastructure-economics

Dashboard:
https://ai-infrastructure-economics-mnhgqsnwhjshnszfkdoozq.streamlit.app/

Developed a quantitative research framework evaluating how electricity markets, grid constraints, infrastructure ecosystems, and community impacts may shape future AI infrastructure deployment across the United Sta

Malibu Delivery Service LLC logoML
Current

Business Owner

Feb 2024 - Present (2 years 8 months)

Owner | Malibu Delivery
Operations • Strategy • Financial Management
• Built and operated a local delivery business generating ~$100K in annual revenue (2025)
• Hired and managed a team of 5 employees (2 full-time, 3 part-time)
• Tracked and analyzed key business KPIs including revenue growth, customer acquisition, order volume, and unit economics to inform decision-making
• Managed budgeting,

RMR Wealth Builders, Inc. logoRI

Trading Team Intern

Jun 2025 - Jul 2026 (1 year 1 month)

- Supported portfolio management and trading operations by assisting in account rebalancing workflows, asset allocation adjustments, and performance tracking across client portfolios
- Worked with large financial datasets across platforms (Schwab, Fidelity Wealthscape, Black Diamond, Salesforce) to maintain data integrity, reconcile accounts, and ensure accurate reporting
- Contributed to billing

UC Santa Barbara logoUB

Teaching Assistant - Game Theory

Sep 2025 - Jun 2026 (9 months)

Teaching Assistant – Game Theory
UC Santa Barbara
• Supported students in solving problem sets and project work, reinforcing formal modeling and quantitative reasoning.
• Held office hours to clarify complex theoretical concepts and improve analytical precision
• Reviewed exams and projects to ensure clarity of argument and precision in modeling

UC Santa Barbara logoUB

Independent Research – AI Energy & Market Policy Analysis

Sep 2025 - Dec 2025 (3 months)

Independent Research – AI Data Center Energy & Emissions Policy

AI Sustainability Risk Index (AISRI):
https://aisridata.streamlit.app/

Repository:
https://github.com/finnrcase/ai-data-center-policy-model

• Authored an ECON 199 research paper evaluating how economic policy can mitigate the environmental impact of AI-driven data centers using a formal emissions framework (E = Y × C)
• Modeled pro

Education

Degrees, certifications, and relevant coursework

MU

Master of Quantitative Economics at UCLA

Master's Degree, Econometrics and Quantitative Economics

2026 - 2027

Focus: Data Analytics

UC

UCLA

MQE, Quantitative Economics

2026 - 2027

UB

UC Santa Barbara

Bachelor's degree, Economics

2024 - 2026

AA

Amazon Web Services (AWS)

AWS Certified Solutions Architect

Issued Jul 2026 · Expires Jul 2036

AN

Anthropic

Claude Code in Action (Applied LLM Workflows)

Issued Apr 2026

TF

The Linux Foundation

FinOps Certified Practitioner

Issued Mar 2026

FI

FINRA

Series 65 License

Issued Sep 2025

SC

Santa Barbara City College

Associate's Degree, Economics

2022 - 2024

Tech stack

Software and tools used professionally

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