How should a firm measure a productive asset used as collateral? To answer this question, we develop a model in which firms borrow funds subject to collateral constraints. We characterize the qualities of optimal asset measurements and analyze their interactions with financing needs, collateral constraints, and interest rates. Because of real effects, complete transparency would reduce contracting efficiency and, hence, the measurement must be suitably adapted to credit conditions. The optimal measurement is asymmetric and reports precise information about high collateral values if credit frictions are low, but the reverse if credit frictions are high. Tighter credit market conditions may lead to more opaque measurements and increased investment, in the form of inefficient continuations.

Does managing the production of information add value in economic environments where a manager may claim to be uninformed and withhold unfavorable news? We examine this question by nesting an optimal persuasion mechanism, controlling how evidence is organized, within a voluntary disclosure framework. Information has productive consequences because the firm uses it to make a continuous operating decision. The optimal reporting strategy features coarse information at the most unfavorable reported event if and only if the firm bears penalties for nondisclosure or positive disclosure costs. The model demonstrates the optimality of imprecise information over bad news in a voluntary disclosure environment, and that such imprecision increases the quality of public signals after considering strategic disclosure effects.