Predicting Academic Performance Using Data

A researcher conducted a study to understand the impact of various factors on the academic performance of high school students. The factors analyzed included:

• Hours spent on homework per week
• Hours spent on extracurricular activities per week
• Average smartphone usage per day (in hours)
• Parents' level of education (High School, Bachelor's, Master's)

Data was collected from a sample of 150 students and is summarized in the table below:

After analyzing the data, the researcher devised the following formula to predict academic performance (AP), where:

$$AP = 5(HW) + 3(EA) - 2(SU) + 4(PE)$$

Here, HW = Hours on homework, EA = Hours on extracurricular activities, SU = Smartphone usage, and PE = Parents' education coded as follows: High School = 1, Bachelor's = 2, Master's = 3.

Using the provided data, what is the predicted academic performance (AP) of the student?