Theory of Intelligence
11TH•Computer Science•Data Analytics•Question 4

Solution

Explain data collection methods.

Solution

Data collection is gathering relevant information for a purpose. The method depends on the research objective and the type of data required. Common methods are surveys, observations, and experiments.

Surveys: A predefined set of questions is given to a sample, using online forms, telephone, or face-to-face interviews. They collect large amounts of structured data. Example: a grocery store in Islamabad asks 5050 customers five questions about products, shopping frequency, and what influences purchases, then stocks according to demand.

Observations: Data is collected by watching subjects in their natural environment, without interference. Example: a restaurant watches which tables customers choose at lunch for a week, then rearranges seating for comfort and traffic flow.

Experiments: One or more variables are changed to see the effect on another variable, often in a controlled setting. Example: one group of students receives printed notes and another relies on lectures; after one month both take the same test to see whether notes improved performance.

After collection, data must be prepared (cleaned, organized, and transformed) so analysis is reliable.

Discuss theoretical concepts, mathematical formulas, and architectural foundations.

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