Personalized matching is a process that connects individuals based on their unique preferences, interests, and characteristics. This approach is commonly used in various fields, such as dating services, job recruitment, and online shopping, to enhance user experience and satisfaction. By analyzing data, algorithms can identify compatible matches that align with specific criteria. In dating apps like Tinder or Bumble, personalized matching helps users find potential partners who share similar values and interests. Similarly, in job platforms like LinkedIn, personalized matching assists employers in discovering candidates who possess the right skills and qualifications for available positions.