The Census Bureau’s Longitudinal Business Database (LBD) underpins many studies of firm-level behavior. It tracks longitudinally all employers in the nonfarm private sector but lacks information about business financing and owner characteristics. We address this shortcoming by linking LBD observations to firm-level data drawn from several large Census Bureau surveys. The resulting Longitudinal Employer, Owner, and Financing (LEOF) database contains more than 3 million observations at the firm-year level with information about start-up financing, current financing, owner demographics, ownership structure, profitability, and owner aspirations – all linked to annual firm-level employment data since the firm hired its first employee. Using the LEOF database, we document trends in owner demographics and financing patterns and investigate how these business characteristics relate to firm-level employment outcomes.

More on this topic

BFI Working Paper·Mar 31, 2026

The Hidden Cost of Stock Market Concentration: When Funds Hit Regulatory Limits

Lubos Pastor, Taisiya Sikorskaya, and Jinrui Wang
Topics: Financial Markets
BFI Working Paper·Mar 27, 2026

Financial Sanctions and the Global Payments Network

Gregor Matvos and Brent Neiman
Topics: Financial Markets
BFI Working Paper·Jan 21, 2026

FinTech and Customer Capital

Bianca He, Lauren Mostrom, and Amir Sufi
Topics: Financial Markets, Technology & Innovation