What is the importance of data cleaning in data science?

What role does data cleaning play in the field of data science? How does it impact the overall quality and reliability of analysis? Additionally, what are some common techniques used for data cleaning, and why is it considered a crucial step in the data preparation process for effective decision-making?

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