ACOA or Acoa may refer to:
- Acoa, a historic country house in Habersham County, Georgia, United States
- Adult Children of Alcoholics, an American organization
- Ant colony optimization algorithms, probabilistic techniques for solving computational problems that can be reduced to finding good paths through graphs
- Atlantic Canada Opportunities Agency, the Canadian federal government agency responsible for helping to develop economic capacity in the Atlantic Provinces
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