An analyst needs to produce a final dataset using the following tables:CourseIDSectionNumberStudentIDMATH1000110009MATH1000210007PSYC1500110009PSYC1500110015StudentIDFirstNameLastName10009JaneSmith10007JohnDoe10015RobertRoeThe expected output should...

This question falls under theData Acquisition and Preparationdomain, focusing on combining tables to produce a dataset. The task requires combining the Courses and Students tables to include student names with course details, based on the StudentID.

Aggregate (Option A): Aggregation (e.g., SUM, COUNT) summarizes data, not suitable for combining tables to include names.

Join (Option B): A join operation (e.g., INNER JOIN on StudentID) combines the tables, matching records to produce the requested output with CourseID, SectionNumber, StudentID, FirstName, and LastName.

Group (Option C): Grouping is used for aggregation (e.g., GROUP BY in SQL), not for combining tables.

Filter (Option D): Filtering selects specific rows, not relevant for combining tables.

The DA0-002 Data Acquisition and Preparation domain includes "executing data manipulation," such as joining tables to create a unified dataset.