No great thing is created suddenly (Epictetus)

Jose Almeida
1 min readMar 12, 2019

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Every Data Quality tool in the market today can almost automatically audit, clean and monitor data quality.

They do play a significant role in data quality initiatives, and are usually worth the investments made.

However none of them is a solution in itself.

For any of these tools to help achieving high data quality standards, it as to be integrated in a broader initiative, complemented by a strategic approach to data, with high commitment levels from top management, with experienced data quality professionals to follow through with a program.

Otherwise, nothing much will happen.

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Jose Almeida
Jose Almeida

Written by Jose Almeida

Data Consulting and Advisory MEA - Driving better insights through better data (www.josealmeidadc.com)

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