Data integrity refers to the accuracy, completeness, and consistency of data over its entire lifecycle. Data integrity is crucial for any organization as it ensures that the data they rely on to make decisions is trustworthy and reliable. Human error can have a significant impact on data integrity. For example, data entry errors, such as mistyping a number or letter, can cause data to be inaccurate. Additionally, mistakes made during data processing or analysis, such as applying the wrong formula or method, can lead to incorrect results. To ensure data integrity, it is important to implement controls that minimize the risk of human error.
Key Learning Objectives:-
To provide an understanding of the importance of data integrity in regulated industries, such as pharmaceuticals and medical devices.
To introduce the ALCOA principles as a framework for maintaining data integrity.
To identify common threats to data integrity and the consequences of data integrity breaches.
To teach techniques for ensuring data integrity, including data backups, data validation, audit trails, access controls, and encryption.
To provide strategies for implementing ALCOA principles and case studies of successful implementation.
To review relevant regulations and standards that govern data integrity in different industries and best practices for maintaining data integrity in practice.
To share real-world examples of data integrity failures and their consequences and the importance of adhering to data integrity principles to avoid such failures.
To equip participants with the tools and knowledge necessary to maintain data integrity in their own organizations.
Areas Covered:-
Importance of data integrity
Overview of data integrity principles
Goals and objectives of the training session
Data Integrity and human error
Error Types
Measurement
Strategies
Overview of ALCOA principles
Definition of ALCOA
Explanation of each ALCOA principles
Importance of ALCOA in maintaining data integrity
Common threats to data integrity
Human error
Malicious intent
Technical failures
Consequences of data integrity breaches
Techniques to ensure data integrity
Data backups
Data validation
Audit trails
Access controls
Encryption
Implementation of ALCOA principles
Strategies for incorporating ALCOA into data collection and management processes.
Who Will Benefit:-
Training managers and coordinators
Manufacturing
Plant engineering
QA/QC staff
Process excellence/improvement professionals
Industrial/process engineers
Compliance officers
Regulatory/legislative affairs professionals
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