I would like to share about the change of the same previous project during the implementation of the data validation system, in line with the ADKAR model.
Awareness: Staff were informed about the importance of improving data quality and the need for an automated validation tool.
Desire: Users were motivated to use the system since it supported their work and reduced the burden of manual data checking.
Knowledge: Training sessions were conducted on how to run validation scripts and interpret validation reports.
Ability: After training, staff were able to apply the system independently and correct data based on the validation results.
Reinforcement: Regular monitoring, recognition of improved data quality, and ongoing system support reinforced continuous use.