We analyze linked databases on all Small Business Administration (SBA) loans, on all SBA lenders, and on all U.S. employers to estimate the effects of financial access on employment growth. Our methods combine regressions with matching on firm age, size, industry, year, and employment history,...

The optimal capital structure is a key precondition for business, even though defining the optimal capital structure is difficult. The available studies present many different and mutually contradictory factors that need to be taken into account in the strategic financial decisions of managers....

We use a comprehensive database concerning the application and allocation of business subsidies in Finland merged with the firm-level data comprising about 330 000 firms from the year 2004 to 2008. We find strong continuities in participation both within and between the different public support...

We analyze linked databases on all SBA loans and lenders and on all U.S. employers to estimate the effects of financial access on employment growth. Estimation exploits the long panels and variation in ease of access to SBA lenders. The results imply an increase of 3 to 3.5 jobs for each million...

We analyze linked databases on all Small Business Administration (SBA) loans, on all SBA lenders, and on all U.S. employers to estimate the effects of financial access on employment growth. Our methods combine regressions with matching on firm age, size, industry, year, and employment history,...

We study the delivery of subsidized financing to small firms through the Paycheck Protection Program (PPP). Smaller firms are less likely to gain early PPP access, an effect attenuated in small banks and firms with prior lending relationships. Their more even treatment offers a new rationale,...

In recent years, business angels have invested in a few hundred Finnish firms annually. The target firms are mainly young and small: 75% of them employ fewer than 10 workers and are less than 8 years old. These firms are most likely to be found in the ICT and professional service industries and...

Our empirical analysis using an extensive database on the allocation of busi-ness subsidies in Finland during the years 2004-2008 finds that large firms are less likely to exit support system and more likely to continue receiving both support from one organization only and simultaneous support...