Data analysts play a critical role in transforming raw data into actionable insights. One of the foundational steps in this process is data cleaning, which ensures that datasets are accurate, consistent, and reliable. Without proper data cleaning, organizations risk making flawed decisions, wasting resources, and losing competitive advantage. Data cleaning is not just a technical task; it is a strategic activity that underpins effective analytics.