We introduce the Collatzogin Tree, a directed graph derived from the forward Collatz map, as a structural framework for analyzing the Collatz conjecture. We prove the following structural properties: The number of nodes per level follows the Fibonacci sequence: $N(L) = F_{L+2}$. The number of halving and odd operations at each level follows the Fibonacci sequence, with their ratio converging to the Golden Ratio $\phi$. Every node in the tree eventually reaches a Single-Child Node (SCN) under structural assumptions verified up to Level 8. We further show that if two key lemmas are established --- namely, (i) every SCN contains an element that reaches the Golden Path, and (ii) every node reaches an SCN via a valid inductive argument --- then the Collatz conjecture follows immediately. This paper establishes the structural foundation and identifies the open problems required for a complete proof. The proof is purely structural and does not rely on numerical computation, but it remains incomplete until the key lemmas are fully resolved.