Inconsistent data formats can occur for several reasons:
Multiple Data Sources: Organizations often source data from various databases and systems, each with its own format. Human Error: Manual data entry is prone to errors, including inconsistencies in how data is input. Legacy Systems: Older software applications may use outdated formats that are not compatible with newer systems. Lack of Standards: Absence of defined data standards and protocols can lead to varied data formats.