"Smart Business Problems and Analytical Hints" is a groundbreaking exploration into the practical applications of data science, artificial intelligence, and machine learning in the realm of business intelligence. This comprehensive guide presents 75 advanced questions embedded in real-world scenarios, offering valuable insights for professionals navigating the complexities of data-driven decision-making. Covering diverse domains such as financial analytics, customer behavior insights, and operational efficiency enhancement, the book provides analytical hints that serve as a roadmap for solving complex challenges. From defining problems to data collection, exploratory data analysis, and statistical analysis, each hint offers a structured approach, encouraging critical thinking and innovation. Whether you're a seasoned professional or an enthusiast seeking to understand the practical dimensions of business intelligence, this book is an indispensable companion, offering a bridge between theoretical knowledge and real-world application.