aren’t apples to apples (txn count, eg) • Acknowledge the financial incentive to generate misleading data • Impose robust taxonomies Where does crypto data go from here? On-chain data Exchange data • Whitelist, don’t blacklist • Put the burden on exchanges to demonstrate that their data has integrity • Don’t reward providers that are naïve or don’t vet exchange data • Make skepticism the default • Reward exchanges and providers that adhere to conventional data standards Both • Aim for consistency, standardization, and avoid motivated reasoning • Be aware of goodhart’s law at all times: when a measure becomes a target, it ceases to be a good measure