We have had many questions here about the divisibility of $\binom{n}{k}$, many of them dealing with divisibility by powers of primes, or expressions involving the $\textrm{gcd}(n,k)$ (I originally gave several more examples but took TheSimpliFire's advice to shorten the list, and many other examples can still be found by looking at this question's edit history):
- How can we prove that a binomial coefficient (n choose k) is divisible by the ratio of n and the gcd(n,m)?
- Proving prime $p$ divides $\binom{p}{k}$ for $k\in\{1,\ldots,p-1\}$
The topic has also lead to some interesting research papers recently:
- In 2014: Some divisibility properties of binomial and $q$-binomial coefficients.
- In 2017: Divisibility of binomial coefficients and generation of alternating groups.
- In 2019: On the divisibility of binomial coefficients.
There's also many associated theorems:
However I've come across a related problem which is expressed completely in the title, and is remarkably not covered by the above extensive body of literature. In MathJax, if $s>0$ is an integer (let's also make it the largest one for which $2^s$ divides $n$), under what conditions of $k$ do we have the following:
$$ 2^s \mid n \implies 2^s \left\vert \binom{n}{k} \right. . \tag{1} $$
Since $\binom{n}{k} = \frac{n}{k} \binom{n-1}{k-1}$ and $2^s \mid n$ we are left with determining when $\frac{q}{k} \binom{n-1}{k-1}$ is an integer ($q$ being the result when $n$ is divided by $2^s$).
The implication works for a remarkable number of cases, but not always (for example if $\binom{n}{k}$ is odd).
This is a comment, but a little long comment.
Recall the definition of the $2-$adic valuation of $n,$ $\nu _2(n),$ meaning the biggest exponent of $2$ that divides $n.$
Your problem, then, can be stated as $s\leq \nu _2(n)$ implies $s\leq \nu _2 \left( \binom{n}{k}\right ).$ From legendre's theorem (i.e., $\nu _2(n!)=n-S_2(n)$ where $S_2(n)$ is the sum of the $1$'s in the $2-$adic expansion of $n$) is not hard to show that $$\nu _2 \left( \binom{n}{k}\right )=n-S_2(n)-(k-S_2(k))-(n-k-S_2(n-k))=S_2(n-k)+S_2(k)-S_2(n).$$ and $$\nu _2(n)=\nu_2(n!)-\nu _2((n-1)!)=1+S_2(n-1)-S_2(n).$$ So your proposition becomes
$s-1\leq S_2(n-1)-S_2(n)$ implies $s\leq S_2(n-k)+S_2(k)-S_2(n).$
this can be, at least, be satisfied if $S_2(n-1)+1\leq S_2(n-k)+S_2(k).$ This is trivial if $k=1.$ For example, if $n$ is odd, this is equivalent to $S_2(n)\leq S_2(n-k)+S_2(k)$ which is always the case, for example if the expansion of $k$ has $1'$s where there is a $1$ in the expansion of $n.$