These three essays investigate three different cases where naïve good intentions -- policy or econometric -- actually lead to suboptimal policy or measurement outcomes. In the first chapter, James Hilger and I investigate bias in the commercial passenger fishing vessel (CPFV) industry when a naive researcher estimates willingness to pay estimates (WTP), derived from random utility models (RUM), in the context of vessel sellouts. Using incorrectly estimated WTP measures may lead to undervaluation of natural resources. In the second essay, Richard Carson, Melissa Famulari, and I simulate a university with a benevolent higher level administrator who wants to keep per-student funding roughly the same, or same with adjustment for preferences, ac...