The Conference for Machine Learning Innovation

Using A.I to make recommendations for career progression

Session
Join the ML Revolution!
Until June 2
✓ Save up to 226€
✓ Group discount
✓ Special discount for freelancers
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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
Tuesday, June 28 2022
14:30 - 15:15
Infos
Wednesday, December 8 2021
15:45 - 16:30
Room:
Salon 2

Despite the wealth of information available to job seekers, choosing careers and transitioning
between jobs remain somewhat random. With thousands of job titles available, it is difficult
for candidates to know what each role entitles and how well-suited they are for various
positions.

Our research aims to break though this complexity and identify the most fitting careers for
every job. To this end, we combine an exhaustive occupational dataset with multivariate
matching algorithms. These algorithms account for the semantic similarity between job
descriptions and for the overlap in the skills required by different jobs.

We find that a significant number of careers lie outside the field in which candidates currently
operate. Furthermore, we define a degree of specialization and use this to quantify the
number of paths open to every job. Finally, we cluster jobs and skills to reduce career map
complexity and obtain several insights related to career progression.

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

This Session belongs to the Diese Session gehört zum Programm vom MunichMunich and  und BerlinBerlin program. Take me to the program of . Hier geht es zum Programm von Singapore Singapore .

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

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

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