Collecting Unnecessary Data

Creates burden and increases errors.

Ambiguous Questions

Produces inconsistent responses.

Missing Units

Causes interpretation problems.

Poor Visit Structure

Leads to incomplete data.

Lack of Validation Rules

Allows invalid entries.

Ignoring Analysis Needs

Creates difficulties during reporting.

Many database problems originate during CRF design rather than during analysis