In this paper, we investigated the relationship between the most important statistical parameters and their relationship with victory as the end result. The sample of examinees were Unibet Premier League 2021 players in classic darts in a 501 double out game. The Premier League is the biggest league competition in darts and provides a prize of £ 250,000 for the winner which is a big lure to create a new player base as well as the need for constant improvement of professionals competing for such prizes. The results of the research showed that the greatest connection with the victory has the success in hitting double exits, which refuted the hypothesis in which we thought that hits above 140 points would have the greatest impact on the victory. The remaining two variables "Throw in 180" and "Average 3 arrows" did not have a significant impact on the final outcome. The research was conducted on 972 played legs and the results we obtained show a higher p-value of 0.05, which tells us that they are not statistically significant. This is certainly an area that needs to be explored on a larger sample in order to get a better insight into the darts game statistics. Other various factors have an impact on achieving success in this game. Certainly, these are the mental aspect of the game (focus and concentration of the player), the throwing technique, the advantage of throwing in the first, hitting the first arrow in or near the desired area that serves as a marker for the remaining two arrows in one round and many others. The popularity of this sport is constantly growing, and it is talked about by millions of people who watch live, on TV screens, the biggest tournaments of this sport, but also more than ten thousand people who are present in the halls.