CUSIPs are 9-character identifiers assigned to securities. Some 13F filings contain CUSIPs for securities that have been delisted, merged, or reorganized — making them difficult to map to current tickers. Others may reference private placements, foreign securities, or convertible instruments that don't have standard stock tickers. Our enrichment pipeline resolves the majority of CUSIPs to tickers, but some remain unmapped due to these data quality challenges inherent in the 13F filing process.