What are the Common Challenges in Data Preparation?
One of the main challenges in data preparation is dealing with heterogeneous data sources. Data can come in different formats, structures, and levels of quality. Another challenge is ensuring data privacy and security, especially when dealing with sensitive patient information. Additionally, researchers often face difficulties in standardizing data for meaningful analysis.