
Why does this matter and what strategic job does it do for me?
Data without clarity is noise.
Many data initiatives fail when organisations rush to build dashboards, warehouses or AI solutions before understanding the underlying data itself.
Without confidence in data quality, sources and ownership, even well-designed solutions struggle to deliver value.



