Despite a growing interest among land use policymakers to identify the indicators that measure changes in land tenure systems, little consensus exists about what framework can functionally analyze land tenure systems, and how it should be developed. The existing indicators have mainly focused on measuring the “effects” of land tenure (in)security and often neglected the “causes”. Hence, comprehensive monitoring of land tenure systems has been poorly understood and practiced. Given their multifaceted meanings, land and its related concepts have been a challenging issue for policymakers. Accordingly, the overall objective of this paper was to propose a functional and analytical framework on how to study monitoring land governance from roots to shoots through five main studies: i) understanding the historical trajectories of land, ii) recognizing institutional arrangements on land, iii) identifying land governance grammar, iv) defining land governance typology, and v) assessing land use changes. In line with this objective, the general research question of this study is how and by whom a monitoring system should be developed. Overall, this study can be considered as a conceptual framework that has been designed to conceptualize, develop, build, and apply a functional and analytical framework for formulating land governance grammar to explain how access to land is governed. Unlike previous studies, this study focuses on both causes and effects of strong land governance (SLG) and weak land governance (WLG). The paper discusses that land governance allows various stakeholders to participate in government decisions and ensures the security of their livelihoods. However, land governance could be either poor or strong depending on the government decision-making process. The paper also concluded that SLG is a precondition for economic growth and poverty alleviation in rural areas of developing countries.