How did creative freedom relate to business results in your work?

Creative freedom and business results are often in balance. In working with ML/AI, it is important to give specialists space for experimentation and exploring new solutions, as innovations can lead to significant product improvements.

However, without a clear understanding of business goals and constraints, creative freedom can lead to time spent on less effective directions.

Practical approach:

• Define key success metrics and business objectives.
• Allow the team to explore different approaches within limited time or resources (e.g., sprints, prototypes).
• Regularly evaluate experiment results in terms of their impact on the business.

This approach helps stimulate innovation without losing focus on the company's ultimate goals.