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Hash tables use hash functions to map keys to array indices, enabling average O(1) operations. Worst-case O(n) occurs with many collisions (resolved via chaining/open addressing). Load factor and good hash functions maintain performance. Critical data structure for efficient lookups in real-world applications and exams.