Calculate the probability of getting to the target first (exactly)
Wolfram Language (Mathematica), 25 bytes
$$n! \div \left( \sum ^n _{k=0}  k!(n-k)! \right)$$
#!/Sum[k!(#-k)!,{k,0,#}]&amp;

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-4 bytes from @ovs