The Ballot Box Surprise: Early Leader Locks In
A fair coin is flipped times, giving exactly heads and tails. Given that the sequence is not tied at any point after the start (i.e., the running count of heads minus tails never returns to after the very first flip), what is the probability that heads is always strictly ahead throughout?
More precisely: among all sequences of heads and tails where the partial sums for all , what fraction have for all ?
Answer: The Ballot Box Surprise: Early Leader Locks In
Key Idea / Intuition
The condition "never tied after the start" means the path either stays entirely positive or entirely negative the whole time. By symmetry, exactly half of such paths stay positive and half stay negative. So the answer is simply — no calculation needed, just symmetry.
But the deeper surprise is: the number of such "never-returning" paths is itself elegant to compute, and the reflection principle makes the whole story click.
Formal Proof / Solution
Setup. Consider sequences of heads (steps ) and tails (steps ). Let be the running difference after flips, with . We want paths where for all .
Step 1: Classify "non-returning" paths.
Such a path must have (heads first) or (tails first), and then never return to . By symmetry (flip all heads and tails), the number of paths with for all equals the number with for all .
Step 2: Count paths that stay strictly positive.
A path stays strictly positive if and only if:
- (must start with a head), and
- for all , and .
By the Cycle Lemma (or the reflection principle / ballot problem), the number of paths from to in steps that stay strictly positive after time is:
Wait — let's use the ballot problem directly. The number of paths of length with steps and steps that satisfy for all equals:
This is a classical result: among all cyclic rotations of such a balanced sequence, exactly has all partial sums positive (by the cycle lemma).
Step 3: Total non-returning paths.
By symmetry, the number of paths with for all also equals .
So the total number of non-returning paths is:
Step 4: Answer the conditional probability.
Among all non-returning paths, the ones that stay strictly positive are exactly half:
The Surprise. The answer is immediate from symmetry, yet many people expect it to be something more exotic. The elegant hidden content is the count of non-returning paths: it equals , which is twice the Catalan-adjacent number . The cycle lemma — that among all cyclic rotations of a balanced sequence, exactly one keeps all partial sums positive — is the beautiful combinatorial engine underneath.
Source: Mathematical folklore / Cycle Lemma (Dvoretzky & Motzkin)