A keynote from the United Nations (UN) during the International Day of Forests, 2019, stated that a country’s economic growth and social development is impacted by how rich and wide forests are growing in that place. Forests plays a significant role in the livelihood of many people and forest rehabilitation is said to be one of the best solutions to sustain the livelihood of people. Deforestation is one of the Global Forests issues that concerns the United Nations (UN) for several decades. This paper addresses the factors and predictors that affects the forestland rehabilitation significantly. And with the aid of spatiotemporal visualization, rehabilitated forestlands were easily identified and species of seedlings and trees can easily be located. For the National Greening Program of the country, the result of this paper may serve as their basis as to which factors should be considered when rehabilitation of the forestland is concerned.