The Conference for Machine Learning Innovation

NLP for career progression: connecting people with jobs and courses

Session
Join the ML Revolution!
Until June 2
✓ Save up to 226€
✓ Group discount
✓ Special discount for freelancers
Register Now
Join the ML Revolution!
Until June 2
✓ Save up to 226€
✓ Group discount
✓ Special discount for freelancers
Register Now
Thank you for attending!
Register Now
Thank you for attending!
Register Now
Join the ML Revolution!
Register until conference starts:
✓ 2 in 1 conference special
✓ 10 % Team Discount
Register Now
Join the ML Revolution!
Register until conference starts:
✓ 2 in 1 conference special
✓ 10 % Team Discount
Register Now
Infos
Thursday, November 25 2021
13:30 - 14:15

Despite advancements made in quantifying job and skill data, career progression remains a largely randomly-driven path. In this presentation, we will introduce a Linked-Job Data framework used to connect seemingly distinct areas of talent management: mobility, recruitment, learning programs, along with universal market trends such as job automation or remote work.

NLP algorithms allow it to decipher the activities behind a job title as well as to identify the skills imparted by a given training program. As a result, one can quantify the skill gap between current and future jobs and prescribe training programs to bridge this gap. We will use several case studies to illustrate the best practices and the limitations of applying machine learning to career progression. The examples cover topics such as the importance of soft skills in recruitment, the projected impact of job automation on careers, and the science of remote work.

This Session belongs to the Diese Session gehört zum Programm vom SingaporeSingapore program. Take me to the program of . Hier geht es zum Programm von Munich Munich .

Take me to the full program of Zum vollständigen Programm von Singapore Singapore .

This Session belongs to the Diese Session gehört zum Programm vom SingaporeSingapore program. Take me to the program of . Hier geht es zum Programm von Berlin Berlin .

This Session Diese Session belongs to the gehört zum Programm von SingaporeSingapore program. Take me to the current program of . Hier geht es zum aktuellen Programm von Munich Munich , Singapore Singapore or oder Berlin Berlin .

Behind the Tracks