“…In addition, the equation of our specification includes on the right hand side a set of bank-specific variables that reflect differences in risks, banks' production function and deposit mix to allow for bank heterogeneity, and should, at least from a theoretical point of view, stem from the marginal revenue and cost functions underlying the empirical equation. These variables are the ratio of loans to total assets (Molyneux et al, 1996;DeBandt and Davis, 2000;Bikker and Groeneveld, 2000;Bikker and Haaf, 2002b;Yildirim and Philippatos, 2002;Yeyati and Micco, 2003;Gelos and Roldos, 2004;Coccorese, 2004 etc. ), the ratio of equity to total assets (Nathan and Neave, 1989;Barajas et al, 2000;Bikker and Groeneveld, 2000;Bikker and Haaf, 2002b;Hempell, 2002;Yildirim and Philippatos, 2002;Yeyati and Micco, 2003;Coccorese, 2004 etc.…”