Pattern prediction is one thing. But what happens when your model is both unrealistic in ways that some people think matters and doesn't predict the shape of t

Pattern prediction is one thing. But what happens when your model is both unrealistic in ways that some people think matters and doesn't predict the shape of things in the future well at all ? (Anyone can fit the past)...