一、目录介绍

> LinkedIn: the professional profile of record
> LinkedIn’s latest data product: Endorsements
> Viral growth: 1B endorsements in 5 months
> Data amplifies desire
> Desire & social proof
> Viral loops & network effects
> Data foundation: skills & suggested skills
> Social tagging accelerates adoption
> Data foundation: LinkedIn skills
> Unsupervised topic discovery from profiles
> Building the skills dictionary
> Topic clustering & phrase sense disambiguation
> Skills dictionary: Microsoft Office
> Deduplication signals from Mechanical Turk
> Sample task for Mechanical Turk workers
> Skill phrase deduplication
> Skills classification
> Tagging skill phrases
> Skills classification on member profiles
> Skill inference
> Skill suggestions for your LinkedIn profile
> Social tagging via skill endorsements
> Suggesting endorsements
> Guns vs. butter: Helping the endorsement poor
> Social tagging accelerates adoption
> Data Infrastructure
> What are the regional differences in software engineers?
> Which technologies are software professionals adopting?
> Which skills are important for a data scientist?
> Data amplifies desire