A new type of distribution called the odd generalized N-H has been created and examined. The researchers developed four special models within this family and explored various mathematical properties. They calculated moments, quantile functions, and other statistical measures for this distribution. The researchers also identified characteristics based on specific statistical functions and estimated parameters using maximum likelihood. Real-world data was used to demonstrate the practical applications of this new distribution.