DSU Financial Research Platform
SEC EDGAR Financial Analytics
Structured financial data and FinBERT sentiment analysis for 476 S&P 500 and Nasdaq 100 companies, FY2020–2025. All six data quality use cases validated at 100%.
Average FinBERT polarity by GICS sector. Negative = more cautious language. Risk factors are 3–4× more negative than MD&A across all sectors.
Select any of the 476 companies for 5-year financials, key ratios, and sentiment scores.
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Peer comparison
Compare any two companies side by side on any metric.
Sector rankings
Rank 476 companies within any GICS sector. Click a row to view that company.
Sentiment analysis
FinBERT polarity (−1 to +1) across sectors and years. Negative = more cautious language. Risk factors are consistently more negative than MD&A.
MD&A polarity predicts next-year ROA (r=+0.116, p<0.001, n=1,590 observations). Energy FY2022 is the only positive sector-year for MD&A (+0.029 — Russia-Ukraine oil price boom). FY2023 shows the most cautious MD&A language across the dataset.
Data quality & research findings
Six validation checks ensure every number in this platform is reliable. All six reached 100% after systematic root cause analysis.
Sectors with more positive MD&A language tend to show higher average ROA. Pearson r=+0.116, p<0.001, n=1,590 company-year observations, FY2021–2024.
MD&A language became more cautious from 2021 to 2023 (rate hikes, AI disruption). Risk factors consistently 3–4× more negative than MD&A.