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Computer science · Grades 7–12

Data quality and privacy-aware design · Revision sheet

Collect only what a task needs and distinguish missing values from zero.

Make a worksheet

Learn the idea

Data

A field should have a clear definition and appropriate type.

Missing

Missing data and a measured zero are different states.

Minimize

Avoid collecting personal details that are unnecessary for the stated purpose.

Access

Private information requires appropriate access controls, not just an unlisted page.

Explain without looking

  1. A dataset has 50 records and 5 duplicates. How many remain after removing one extra copy of each stated duplicate?
  2. Why does more collected data not automatically mean a better learning product?

Further reading and review references

These are reference links, not copied exercises, institutional endorsement or proof of independent review.

Independent educational review required. Grade bands are approximate; these are not officially aligned curricula.