While hours of practice is an important predictor of expertise, in many sports, other developmental factors (e.g., number of other sports practiced) can affect the relationship between training hours and attainment. Among those factors, the importance of the rate at which practice hours are accumulated over the years currently causes debate, as conflicting results were obtained. Importantly, previous studies examining rates of change were conducted on single sports. This study investigated the degree to which the number of training hours per year was a determinant of attaining elite level across sports. A total of 625 athletes (age 14-49; 55.3% women) from a variety of sports filled the Developmental History of Athletes Questionnaire. Their expected level ranged from local junior to international senior competition. Athletes indicated the number of hours spent in their main sport each year from age 5 to 35 (or current age), across various types of training (e.g., physical vs. mental, group vs. individual, structured vs. unstructured). The total hours accumulated in each category and their slope according to age were calculated for each participant and included in a stepwise linear regression to predict their expected level of competition. The only significant predictor (R² = .13) was the slope of group practice (β = .37). Importantly, most slopes strongly correlated together, suggesting a concern with multicolinearity. These results suggest it may not be the total hours of practice in the main sports that facilitate excellency, but rather the speed at which those hours were obtained.