I specialize in extracting, analyzing, and interpreting financial data from U.S. Securities and Exchange Commission (SEC) filings—including 10-K, 10-Q, 8-K, S-1, DEF 14A, and other regulatory documents—using a blend of Full-Text Search, Microsoft Excel automation, Legal Research, SEC Reporting, Web Scraping, and Web Crawling techniques. My work empowers investors, analysts, and corporate decision-makers with actionable insights, robust financial models, and tailored reporting solutions.
🔍 1. Data Extraction, Full-Text Search & Structuring
I leverage advanced web scraping and crawling methodologies to systematically retrieve and parse structured and unstructured data from the SEC’s EDGAR database. My approach includes:
Automating the extraction of financial tables, footnotes, and disclosures using Python, BeautifulSoup, and Selenium.
Applying full-text search algorithms to identify key risk factors, litigation updates, accounting policy changes, and management commentary.
Structuring extracted data into clean, analysis-ready formats for downstream modeling and reporting.
📊 2. Financial & Ratio Analysis
I conduct comprehensive financial statement analysis to evaluate company performance across multiple dimensions:
Profitability Metrics: Gross margin, operating margin, net margin, Return on Equity (ROE), Return on Assets (ROA).
Liquidity Ratios: Current ratio, quick ratio, cash ratio.
Efficiency Indicators: Inventory turnover, Days Sales Outstanding (DSO), Days Payable Outstanding (DPO), Cash Conversion Cycle (CCC).
Leverage & Coverage: Debt-to-equity ratio, interest coverage ratio, debt service metrics.
- These ratios are benchmarked against industry peers and historical trends to uncover strengths, weaknesses, and red flags.
📈 3. Investment Analysis, Forecasting & Financial Projection
I deliver high-impact investment research and forward-looking financial models tailored to institutional and retail investors:
Valuation Techniques: Discounted Cash Flow (DCF), Comparable Company Analysis (Comps), Precedent Transactions.
Forecasting Models: Multi-year revenue projections, free cash flow modeling, and scenario-based forecasting using historical SEC data.
Pro Forma Statements: Custom-built income statements, balance sheets, and cash flow statements for M&A, IPO readiness, and strategic planning.
4. KPI Tracking, Dashboards & SEC Reporting
I design and deploy dynamic dashboards and reporting tools that translate complex financial data into intuitive visual insights:
Microsoft Excel: Automated templates with pivot tables, slicers, and conditional formatting for real-time performance tracking.
Power BI: Interactive dashboards with drill-down capabilities, KPI cards, and trend analysis for executive-level decision support.
SEC Compliance Reporting: Tailored reports for internal audit, investor relations, and regulatory review, aligned with GAAP and SEC standards.