Under the appropriate assumptions on the hash function being used, we can say that hash table lookups take expected O (1) time (assuming you’re using a standard hashing scheme like linear probing or chained hashing). This means that on average, the amount of work that a hash table does to perform a lookup is at most some constant. Intuitively, if you have a “good” hash function, you would …
