Evgenia Jane Bugai
Senior Analytics Engineer
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About
Senior Analytics Engineer with 10+ years of experience building business-critical data products in high-stakes financial environments. Specializing in automation frameworks, scalable financial data modeling, and AI-enabled engineering to support executive reporting and strategic decision-making. Proven track record delivering trusted, production-grade data products through close partnership with finance, engineering, and operations teams
Experience
Sr Analytics Engineer - Millenium Management - Miami, FL
(2023-06)
- Build scalable financial analytics pipelines integrating Finance and Operations data into an intuitive semantic layer, designing and orchestrating end-to-end workflows in SQL and Python that enable self-serve data products adopted by 30+ business users
- Partner cross-functionally with Finance, HR, and Business Development stakeholders to translate complex business requirements into clear, actionable priorities, driving collaboration with engineering teams to digitize legacy processes, improve data accuracy, and advance a data-as-product mindset
- Own portfolio acquisition cost metrics, from business logic and data modeling to executive-facing reporting for the CIO office to support deal negotiations and strategic planning
- Leverage AI-assisted development tools such as Cursor and Claude to accelerate code generation, testing, orchestration, and documentation, improving developer productivity and pipeline reliability
- Continually improve processes and data quality by applying deep expertise in accounting principles, corporate finance, and underlying business processes to identify gaps, mitigate risks, and generate insights that inform better decision-making
- Mentor interns and rotational program analysts on data governance, testing frameworks, and designing resilient workflows
VP, Business Intelligence Engineer - Goldman Sachs - New York, NY
(2018-06 - 2023-06)
- Led end-to-end delivery of executive-facing BI solutions, including dashboards, scorecards, and analytical tools that turn complex client and trading data into clear, actionable metrics for better decision making by the trade support teams
- Serve as a strategic analytics partner to senior leadership by translating nuanced business requirements into structured analysis, surfacing trends and recommendations, and supporting decision-making through ad hoc analysis, scenario modeling, and executive storytelling
- Partner with Data Science and Engineering teams to improve data quality, define scalable data and metric standards, and simplify reporting through automation and self-service analytics best practices
AVP, Change Management Program Lead - Bank of America Merrill Lynch - New York, NY
(2016-05 - 2018-06)
- Oversaw a portfolio of Technology & Operations initiatives, driving governance, cross-functional alignment, and execution while surfacing clear, actionable updates and strategic insights for the senior leadership
- Led weekly meetings with 20+ stakeholders across product, finance, operations, and engineering to align on priorities, manage dependencies, and support high-impact transformation initiatives across the organization
- Drove process improvement by developing strategic roadmaps, defining KPIs, implementing best practices, and building scalable, repeatable processes that improved execution and long-term program effectiveness.
Finance Management Associate Analyst (leadership development rotational program) - Bank of America Merrill Lynch - New York, NY
(2015-07 - 2016-04)
- Global Wealth and Investment Management FP&A Rotation – Supported budget planning and financial advisor performance strategy by forecasting compensation-related expenses and maintaining robust financial models. Produced monthly management reports with insights into revenue and cost drivers, directly informing the firm's strategic budgeting and resource allocation decisions
- Global Banking and Markets Controllers Rotation – Conducted in-depth analysis of balance sheets and income statements to identify key performance drivers and variance trends. Investigated material variances to improve reporting accuracy and provide actionable insights to the senior leadership
Education
MS - Analytics - Georgia Institute of Technology
BBA - Accounting - Zicklin School of Business | Baruch College, CUNY (2014-05)

