Looking for a job

Jane Bugai

@janebugai

Message

I build cloud-native finance analytics platforms, dashboards, and KPI frameworks that automate decisions at scale.

United States

Message

What I'm looking for

I'm looking to build scalable analytics, data, and AI-enabled solutions that turn complex financial and operational data into trusted decisions, automation, and self-service insights.

At Millennium Management, I build AWS cloud-native analytics pipelines, semantic layers, and data marts for Finance and Business Development. My work improved query performance 4–6×, reduced new-metric delivery from one week to two hours, and enabled self-service analytics for 30+ users.

Previously at Goldman Sachs and Bank of America Merrill Lynch, I turned financial and operational data into executive reporting, automated workflows, and KPI frameworks. I’ve delivered $1M+ in annual cost savings, reduced onboarding expenses by 25%, managed a $50M+ investment portfolio, and use AI and LLM-assisted development to solve complex business problems faster.

Experience

Work history, roles, and key accomplishments

Software Developer, Finance and Business Development Analytics

Millennium Management

Jun 2023 - Jul 2026 (3 years 1 month)

Designed and productionized end-to-end AWS cloud-native analytics pipelines, integrating data from multiple sources using SQL, Python, and Airflow. Built dimensional models, semantic layers, and curated data marts, improving query performance by 4-6x and reducing delivery of new metrics from 1 week to 2 hours.

SQL Python Airflow AWS Dimensional Models Data Marts Cursor Claude Code

Business Intelligence Developer, Chief Data Office

Goldman Sachs

Jun 2018 - Jun 2023 (5 years)

Led development of business intelligence, reporting, and automated workflow solutions using Alteryx, SQL, and Tableau. Modernized the firm's sales commission allocation platform, reducing annual operating costs by $1M+ and designed Tableau dashboards that reduced onboarding expenses by 25%.

Alteryx SQL Tableau Business Intelligence Data Analysis Scenario Modeling Executive Reporting Automation

Program Lead, Business Transformation and Change Management

Bank of America Merrill Lynch

May 2016 - Jun 2018 (2 years 1 month)

Oversaw a $50M+ portfolio of strategic Technology and Operations investments, providing senior leadership with analysis of program performance, resource requirements, risks, and key business priorities. Developed strategic roadmaps, KPI frameworks, and management reporting.

Program Management KPIs Management Reporting Stakeholder Management Risk Analysis Strategic Planning

Finance Management Associate Analyst

Bank of America Merrill Lynch

Jul 2014 - Apr 2016 (1 year 9 months)

Selected for the full-time Finance Management Program following a successful summer internship. Completed 2 rotations across FP&A and financial controls, gaining experience in budgeting, forecasting, financial modeling, management reporting, variance analysis, and strategic decision support.

Financial Modeling Budgeting Forecasting Variance Analysis Management Reporting FP&A Financial Control