To improve data quality in analytics, which practice is recommended in SAP Analytics Cloud?

Defining roles and privileges is a crucial practice in SAP Analytics Cloud for improving data quality in analytics. This practice ensures that the right users have access to the appropriate data while preventing unauthorized access or modifications by inappropriate users. By establishing clear roles and privileges, organizations can maintain a secure data environment where data integrity is prioritized, thus enhancing trust in the analytics output.

Enforcing defined roles and privileges helps in ensuring that data is consumed and utilized by users who have the necessary knowledge and responsibilities related to that data. It minimizes the risk of errors that can arise from unauthorized changes or misinterpretations of the data. This approach ultimately fosters a more reliable and accurate analytic process, leading to higher quality insights.

In contrast, other practices such as regularly exporting data, using shared datasets, and automating report generation, while valuable in their respective capacities, do not directly address the foundational aspect of data quality related to governance and security as effectively as defining roles and privileges does. These practices can contribute to the overall efficiency and functionality of analytics, but without a solid control over who can access and modify the data, the quality and reliability of the analytics derived from the data may be compromised.