Species distribution modeling increasingly prioritizes flexibility over theory.
We assessed model complexity effect predictive performance with virtual species.
Complex models performed well when not extrapolating to no-analog climates.
When extrapolating, complex model predictive performance declined.
Without ecological justification, complex models are suspect when extrapolating.