Candidates can strengthen their logical reasoning skills for the exam by engaging in regular practice of puzzles and logical reasoning exercises. They should solve sample questions from reputable test prep books and make use of online resources that offer mock tests. Analyzing previous years’ papers helps in understanding the types of questions asked. Participating in debates or discussions can also enhance critical thinking and reasoning ability. It's crucial to reflect on reasoning processes to identify strengths and weaknesses, allowing for targeted improvement.