Knowledge can be categorized into shallow knowledge and deep knowledge, with deep knowledge being more valuable in the long run.Shallow knowledge refers to trendy and quickly changing skills, while deep knowledge is rooted, unchanging, and foundational.Deep knowledge in areas like data structures, algorithms, and system design provides adaptability and is highly valued by employers.In a tough job market, deep knowledge serves as career insurance and allows for flexibility and problem-solving skills.