It’s hard to argue with increased government transparency and accountability. Who wouldn’t welcome a bulwark against opportunist backroom deals and increased incentives for rulemakers to think carefully about policy decisions? However, the link between these goals and open data isn’t obvious and depends on what is being made available, and how it is being made available. I argue that what’s actually useful is the reasoning process that underlies decision making, of which the data are just one part.