Based on the data provided in the table, we can analyze the specific practice hours in relation to the competition levels.
- For Music Competition Level 1–3, 23 students practice less than 5 hours a week, while 9 students practice more than 5 hours.
- For Music Competition Level 4 or Higher, 10 students practice less than 5 hours a week, while 18 students practice more than 5 hours.
From this data, we can observe that:
- A total of 23 students practicing less than 5 hours are in Level 1–3 compared to 10 students in Level 4 or Higher.
- Conversely, 9 students practicing more than 5 hours are in Level 1–3 compared to 18 students in Level 4 or Higher.
This suggests that students who practice more than 5 hours are more often associated with the higher competition level.
Considering the answer choices:
- "All students are more likely to get a competition level of 4 or higher with less than 5 hours of practice." - This is incorrect since more students at Level 1–3 practice less than 5 hours.
- "There is no association between the competition level and the number of hours of practice." - Incorrect because there is a clear difference in the distribution of practice hours based on competition levels.
- "If a student practices more than 5 hours, they are more likely to be at a competition level of 1–3." - This is not correct as there are more students with higher competition levels practicing more than 5 hours.
- "There is an association between the competition level and the number of hours of practice." - This statement is correct as there is a noticeable difference in practice hours among different competition levels.
Thus, the correct association based on the data is:
There is an association between the competition level and the number of hours of practice.