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In the context of initiating a machine learning project, why is it critical to define the problem statement and objectives clearly before proceeding with model development? Choose the best option that highlights the importance of this step in ensuring the project's success. (Choose one correct option)
A
It guarantees that machine learning is the most cost-effective solution for all types of problems.
B
It introduces unnecessary complexity by considering all possible variables and outcomes.
C
It provides a clear roadmap and criteria for success, guiding the project's direction and ensuring alignment with business goals.
D
It removes the need for data exploration and preprocessing, saving time and resources.