I read a couple days ago about the Collatz conjecture. Considering that this problem has been around since the '30s, I'm guessing that my idea written below has a few problems. Nonetheless, I want to know if this sounds like a good approach: trying to analyze how the Collatz sequence grows.
Suppose we have a starting number (obviously, the starting number must itself be large) with a Collatz sequence that does not eventually decay to $1$. It follows that the sequence is infinite. Assume further that there are no infinite cycles away from the cycle which leads to $1$: $4,2,1,4,2,1,...$. Then, for such a starting value, it should be true that its Collatz sequence diverges to $\infty$.
The geometric mean of a terminating Collatz sequence of a number $m$ can be written as $$\mu = m\sqrt[n](\prod_{i=1}^{n-1} a_i)$$, where there are $n$ terms in the Collatz sequence, and the $a_i$s are the terms of the sequence with $a_{n-1} = 1$. Now, suppose $m$ is the starting value of an infinite, diverging Collatz sequence. We can define the $n^{th}$ geometric mean of the diverging sequence to be $$\mu_n = m\sqrt[n](\prod_{i=1}^{n-1} a_i)$$ with $a_{n-1} \neq 1$. If the sequence diverges, it should be true that its $n^{th}$ geometric mean also diverges. In particular, there should exist an $n$ such that $$m\sqrt[n](\prod_{i=1}^{n-1} a_i) > m'$$, where $m'<m$ is a lower bound of the sequence, but also large. Observe that if term $a_k$ is odd, then $a_{k+1} = 3a_k+1 \implies \frac{a_{k+1}}{a_k} = \frac{3a_k+1}{a_k}$. In the limit that $a_k \rightarrow \infty$, $\frac{3a_k+1}{a_k} \rightarrow 3$. For $a_k$ even, $\frac{a_{k+1}}{a_k} = \frac{1}{2}$.
Now, for the $n^{th}$ Collatz sequence, we will have a ratio $p$ of the $n$ terms which are odd, and the remainder even. The number of odd terms, excluding the starting value $m$ is approximately $(n-1)p$ because $n$ is large, and the number of even terms is approximately $(n-1)(1-p)$. So, in the limit that $n$ is large, the $n^{th}$ geometric mean can be approximated by $$\mu_n \approx m\sqrt[n]((3)^{(n-1)p}(\frac{1}{2})^{(n-1)(1-p)}) > m'$$ because we will multiply by approximately $3$ $(n-1)p$ times, and we will multiply by $\frac{1}{2}$ $(n-1)(1-p)$ times.
Now, it is obvious that for any Collatz sequence, the proportion of terms which are odd is less than $\frac{1}{2}$. This is because, given odd term $a_k = 2n+1$, $a_{k+1} = 6n+4$, which is even, meaning we cannot have two consecutive odd terms. If we do some algebra to simplify the above expression for $\mu_n$, we find that $$\frac{1}{2} > p > \frac{(\frac{m'}{m})^n}{(n-1)\log(6)} + \frac{\log(2)}{\log(6)}$$.
Because we can take $n>>m$ and $n>>m'$, then this expression can be approximated by $$\frac{1}{2} > p > \frac{\log(2)}{\log(6)}$$
So, for divergence $p > 0.387$ approximately. So, for a diverging Collatz sequence, a minimum of about $38\%$ of its terms must be odd.