Carbon steel C45 with an increased content of carbon is used for tempering in the automotive industry for highly stressed parts (axles, shafts), machine parts, screws, drills for wood, axes, knives, hammers and similar. In the present work an attempt of analyzing the influences of different steelmaking parameters is presented. On the basis of the monitored data about the casting-temperature changes, the total oxygen, the number of added aluminum rods, the chemical analyses before and after steelmaking, the added lime, the aluminum-cored wire, the calcium-silicon-cored wire, the sulphur-cored wire, the rolling dimensions, the casting speed, the opening of the ladle nozzle with oxygen and surface defects (scrap fraction) on rolled bars, a mathematical model was obtained with the help of the genetic programming method. The results show that the most influential parameters for the surface-defect occurrence on the C45 steel are the opening of the ladle nozzle with oxygen and aluminum. On the basis of the results, the steelmaking technology was changed. Instead of the aluminium-killed steelmaking technology the aluminium-calcium-free (ACF) steelmaking technology was used. The batches from an aluminium-calcium-free steelmaking period statistically have a significantly lower level of surface defects (scrap fraction). The scrap fraction was reduced from the average of 68.45 % to 1.92 % -by more than 35 times. Keywords: mechanical engineering, metallurgy, steel, C45 steel, making steel, casting steel, steel plant, billet surface defects, genetic programming Jeklo C45 je ogljikovo jeklo za pobolj{anje s pove~ano koncentracijo ogljika. Uporablja se za obremenjene dele v avtomobilski industriji (osi, gredi), za dele strojev, vijake, svedre za les, sekire, no`e, kladiva in podobno. V~lanku je predstavljen poskus analize vplivov razli~nih parametrov pri postopku izdelave omenjenega jekla. Na podlagi zbranih podatkov o spremembi livne temperature, aktivnega kisika (kisik v talini), dodanih aluminijevih palic, analiz kemijskih elementov med izdelavo jekla in po njej, dodanega apna, dodanega aluminija, kalcij-silicija ter`vepla v obliki`ice, dimenzij valjanca, hitrosti litja, pod`iganja in podatkov o povr{inskih napakah (dele`izmeta) valjanih palic smo izdelali matemati~ni model z genetskim programiranjem. Rezultati modeliranja genetskega programiranja so pokazali, da sta pod`iganje in aluminij tista parametra, ki najbolj vplivata na nastajanje napak v jeklu C45 in imata torej najve~ji vpliv na izmet. Na podlagi rezultatov se je spremenila tehnologija izdelave jekla. Namesto tehnologije z dodatkom aluminija se je uporabila tehnologija aluminium-calcium-free (ACF). [ar`e, izdelane v obdobju izdelave jekla s to tehnologijo, imajo statisti~no zna~ilno manj povr{inskih napak (izmeta). Izmet se je v povpre~ju zmanj{al iz 68,45 % na 1,92 % -ve~kot 35-krat.