**7. Conclusions**

Through this study, the introduction of a bounded form of the *TD* by the exponential transformation was performed. It is named *UTD*. Certain statistical properties, such as shape characteristics, moments, incomplete moments, and quantile function were derived. The Shannon entropy and extropy were also obtained. Based on the ML, LS, WLS, and Bayesian methods, estimation of the model parameter was established and examined by simulation studies. The proposed model's dominance was demonstrated using real-world data sets, and it is concluded that the *UTD* is a good candidate in unit interval distributions. Possible perspectives of this work include the construction of quantile regression models, as in [36,37], as well as bivariate and discrete versions of the *UTD*. This work requires additional developments and investigations, which we will leave for future research.

**Author Contributions:** Conceptualization, A.K., R.M., C.C. and M.R.I.; methodology, A.K., R.M., C.C. and M.R.I.; validation, A.K., R.M., C.C. and M.R.I.; formal analysis, A.K., R.M., C.C. and M.R.I.; investigation, A.K., R.M., C.C. and M.R.I.; writing—original draft preparation, A.K., R.M., C.C. and M.R.I.; writing—review and editing, A.K., R.M., C.C. and M.R.I. All authors have read and agreed to the published version of the manuscript.

**Funding:** This research received no external funding.

**Acknowledgments:** We would like to thank the four reviewers for the constructive comments on the paper.

**Conflicts of Interest:** No potential conflict of interest was reported by the authors.
