Firmansyah Firmansyah Diponegoro University   Jl. Prof. Soedarto SH Tembalang Semarang, Jawa Tengah 50275 Indonesia   firmansyah@live.undip.ac.id             JEL Areas: C : Mathematical and Quantitative Methods O : Economic Development, Technological Change, and Growth