Abstract: In an example embodiment, a content agnostic approach to quality of assessment of social media posts or other items or content in an online network, such as a social networking service, is utilized. Specifically, information about members contained in member profiles may be used to derive meaningful insights about posts they interact with collectively.

Abstract: In an example embodiment, a content agnostic approach to quality of assessment of social media posts or other items or content in an online network, such as a social networking service, is utilized. Specifically, information about members contained in member profiles may be used to derive meaningful insights about posts they interact with collectively.

Abstract: The disclosed embodiments provide a system for processing data. During operation, the system obtains a set of rules for filtering job recommendations, wherein the rules are selected to maximize a reduction in negative outcomes associated with the job recommendations. Next, the system generates a label for a set of candidate-job pairs that match one or more of the rules and inputs the label with a set of candidate-job features for the set of candidate-job pairs as training data for a filtering model. The system then applies the filtering model to additional candidate-job features associated with a candidate and a set of jobs to produce a set of scores, wherein each score represents a likelihood that the candidate perceives a corresponding job as an undesirable recommendation. Finally, the system outputs a subset of the jobs as recommendations to the candidate based on the set of scores.

Abstract: Techniques are described herein for re-syncing a snapshot database with a base database. Data units of each database are associated with version numbers. When a data unit is modified, the data unit is associated with the current version number. When a snapshot database is re-synced with a base database, particular data units are copied from the base database to the snapshot database, based on the version number associated with the particular data units.

Abstract: Techniques are described herein for re-syncing a snapshot database with a base database. Data units of each database are associated with version numbers. When a data unit is modified, the data unit is associated with the current version number. When a snapshot database is re-synced with a base database, particular data units are copied from the base database to the snapshot database, based on the version number associated with the particular data units.