During a research engineer interview, candidates are often evaluated on their technical expertise, problem-solving skills, and ability to communicate complex ideas. Employers seek individuals who can demonstrate a deep understanding of their field and showcase innovative thinking through past projects or research endeavors. Additionally, candidates may be assessed on their adaptability, collaboration abilities, and passion for pushing the boundaries of knowledge in their chosen field.