Shoeb

Financial Analyst Expert

Micro1 • Teilzeit

Oct 2025 - Present • 7 mos

‣ Create, review, and refine FP&A-relevant financial models for large language model training, including three-statement financials, budgeting and forecasting logic, scenario analysis, pricing model and valuation frameworks. ‣ Evaluate and validate financial reasoning quality, ensuring models correctly reflect accounting integrity, cash-flow logic, and performance drivers used in real-world financial analysis. ‣ Perform prompt evaluation, data annotation, and quality assurance focused on financial accuracy, analytical consistency, and decision-support relevance. ‣ Detect numerical, structural, and logical errors in model outputs, strengthening forecasting assumptions, margin analysis, and financial coherence. ‣ Contribute domain expertise to model fine-tuning workflows and evaluation datasets, aligning AI outputs with professional Financial Analyst and FP&A standards.

Freelance Financial Analyst

Fintix • Selbstständig

Apr 2025 - Present • 1 yr 1 mo

‣ Deliver FP&A-style financial analysis through independent and contract-based work, focusing on budgeting logic, forecasting, scenario modeling, and performance analysis across real-world business cases. ‣ Build three-statement financial models, margin and cost-structure analyses, and cash-flow scenarios to evaluate operational performance and decision trade-offs. ‣ Conduct KPI and driver-based analysis, including customer and marketing economics (e.g., LTV, unit economics), linking financial outcomes to operational inputs. ‣ Apply FP&A frameworks to investment-style analysis, assessing cash-flow durability, downside risk, and capital allocation decisions using anonymized real-world cases and personal capital deployment. ‣ Develop Excel- and Power BI–based models and dashboards to translate complex financial data into clear, management-ready insights. ‣ Apply FP&A and financial modeling frameworks to capital allocation and investment decision analysis, including forecasting, scenario modeling, risk assessment, and post-decision performance review, treating investments as structured analytical engagements rather than passive holdings. Key Contribution: Demonstrated ability to operate independently as a Financial Analyst, applying FP&A frameworks to both operating performance and capital allocation decisions with discipline, structure, and analytical depth.

Senior Audit Assistant

Ernst & Young AB /EY) • Vollzeit

May 2024 - Nov 2024 • 6 mos

‣ Supported US GAAP audit and re-audit of Klarna in preparation for a potential US listing, covering historical periods and the current year. ‣ Performed multi-year financial statement and variance analysis across income statement and balance sheet, focusing on revenue, cost behavior, and balance-sheet drivers. ‣ Participated in client meetings and planning discussions, contributing analytical input on reporting structure, cost classification, and performance trends. ‣ Reviewed OPEX, accruals, and complex accounting areas, strengthening judgment around reporting accuracy and financial structure. Key Contribution: Applied advanced financial statement analysis and reporting rigor in a high-stakes, US GAAP–driven audit environment, reinforcing analytical judgment relevant to FP&A and Financial Analyst roles.