Ai-based counterfactual reasoning for tourism research

• Counterfactual reasoning is a high-level causality-based cognitive approach. • Prior AI tourism research often overlooked potential causal effects in data. • AI-based counterfactual reasoning captures causal effects for tourism big data. • AI-based counterfactual reasoning complements experimental design.