This comprehensive review delves into the wide-ranging uses of neutrosophic statistics across various domains, including Applied Sciences, Sensor technology, Astrophysics, Bioinformatics, Materials Science, Nanotechnology, and Microelectronics. Through the presentation of illustrative instances, the research underscores the efficacy of Neutrosophic design in managing uncertainty and handling incomplete information. The paper underscores the significance of neutrosophic analysis in comprehending intricate phenomena within these fields, underscoring its capacity to bring about transformation and offer analytical solutions for real-world intricacies. The idea of a Neutrosophic statistical approach is incredibly potent and useful. Because it can capture the variation in a wide range of complex real-life use circumstances, it has a variety of application areas. The major applications of neutrosophic sets have been discussed in this study. It also examines and evaluates almost all of its applications.