One of the biggest problems encountered by countries as of today involves the lack of increasing employment and, hence, preventing unemployment. Upon analyzing the world economy, it is seen that despite the high growth figures, employment has not been increased and unemployment has not been decreased. Increases in the number of unemployed people disturb social balances and worsen the overall economy. In Turkey, unemployment rates tend to vary by region depending on the population, income inequality, geographical features, and similar factors. Various factors affect the unemployment rate. Educational status, age, and gender are observed to affect the unemployment rate as of today. In this study, the impacts of educational status, age, and gender on the unemployment rate were investigated using the latest labor force data obtained from the TSI over the period 2005-2019. In this context, firstly, a one-way analysis of variance (ANOVA) was statistically used to determine the existence of the relationship. Secondly, the sub-clusters related to educational status, age groups, gender, and average unemployment rates were examined. As a result of the study, it was concluded that educational status, age, and gender have statistically significant impacts on unemployment rates.