Economies are studied where labor contracts, even without changing real allocations, can make equilibria appear different. One basic example is that wage observations generated by long-term employment contracts are biased measures of theoretical market wages. This idea is analyzed in a dynamic, stochastic, economic model, including both overlapping generations of finite-lived workers and infinite-horizon employers, so that the implications for business cycle, life cycle, and cross-sectional phenomena can be explicitly addressed. Understanding contracts in this way potentially allows us to reconcile several ostensibly anomalous aspects of the data with equilibrium theory.