Automated Dynamic Data Quality Assessment

An apparatus comprising at least one processor and at least one memory storing instructions that, with the at least one processor, cause the apparatus to:

• determine whether to add a new data sample to a reservoir of data samples identified based at least in part on a particular data type associated with the new data sample;
• and
• in an instance in which the new data sample is to be added to the reservoir of data samples,
• send the new data sample to an oracle of a plurality of oracles, the oracle selected based in part on one or more of the particular data type or one or more attributes associated with the new data sample;
• receive, from the oracle, a data quality estimate associated with the new data sample from the oracle;
• and
• add the new data sample and the associated data quality estimate to the reservoir of data samples.

A computer-implemented method, comprising:

• determining, by a processor, whether to add a new data sample to a reservoir of data samples identified based at least in part on a particular data type associated with the new data sample;
• and
• in an instance in which the new data sample is to be added to the reservoir of data samples,
• sending, by the processor, the new data sample to an oracle of a plurality of oracles, the oracle selected based in part on one or more of the particular data type or one or more attributes associated with the new data sample;
• receiving, by the processor and from the oracle, a data quality estimate associated with the new data sample from the oracle;
• and
• adding, by the processor, the new data sample and the associated data quality estimate to the reservoir of data samples.

A computer program product, stored on a non-transitory computer readable medium, comprising instructions that when executed on one or more computers cause the one or more computers to:

• determine whether to add a new data sample to a reservoir of data samples identified based at least in part on a particular data type associated with the new data sample;
• and
• in an instance in which the new data sample is to be added to the reservoir of data samples,
• send the new data sample to an oracle of a plurality of oracles, the oracle selected based in part on one or more of the particular data type or one or more attributes associated with the new data sample;
• receive, from the oracle, a data quality estimate associated with the new data sample from the oracle;
• and
• add the new data sample and the associated data quality estimate to the reservoir of data samples.