This paper is a significantly extended version of work presented at the ACM Conference on Economics and Computation (Lahaie and Lubin 2019); the authors thank the conference reviewers for comments. The authors thank the editors and anonymous reviewers for insightful comments and advice and Robert Day for feedback. Any remaining errors are our own. The authors are listed alphabetically; all authors contributed equally to this work.