Career Path Recommendations for Long-term Income Maximization: A Reinforcement Learning Approach

Optimization of Job Allocation in Construction Organizations to Maximize Workers’ Career Development Opportunities,

B. Shahbazi, A. Akbarnezhad, D. Rey, A. Ahmadian Fard Fini, M. Loosemore, · 1943

Earlier work this paper cites.

Markov decision processes,

M. L. Puterman, · 1990

Earlier work this paper cites.

Job Mobility and the Careers of Young Men,

R. H. Topel, M. P. Ward, · 1992

Earlier work this paper cites.

Q-learning,

C. J. C. H. Watkins, P. Dayan, · 1992

Earlier work this paper cites.

G. Rummery, M. Niranjan, U. of Cambridge. Engineering Department, On-line Q-learning Using Connectionist Systems, CUED/F-INFENG/TR, University of Cambridge, Department of Engineering, 1994. URL: https://books.google.de/books?id=JdyRPgAACAAJ

1994

Earlier work this paper cites.

”Labour Mobility” Oxford Encyclopedia of Economic History (2006)

J. Long, J. Ferrie, · 2006

Earlier work this paper cites.

A Machine Learning Approach for Future Career Planning (2010) 1 – 4. URL: http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.375.3061&rep=rep1&type=pdf

Y. Lou, R. Ren, Y. Zhao, · 2010

Earlier work this paper cites.

Machine learned job recommendation,

I. Paparrizos, B. B. Cambazoglu, A. Gionis, · 2011

Earlier work this paper cites.

Is it time for a career switch?,

J. Wang, Y. Zhang, C. Posse, A. Bhasin, · 2013

Cited alongside, same era.

Playing Atari with Deep Reinforcement Learning (2013). URL: https://arxiv.org/abs/1312.5602v1 . doi: 10.48550/arxiv.1312.5602

Original

V. Mnih, K. Kavukcuoglu, D. Silver, A. Graves, I. Antonoglou, D. Wierstra, M. Riedmiller, · 2013

Cited alongside, same era.

Fortune teller: Predicting your career path,

Y. Liu, L. Zhang, L. Nie, Y. Yan, D. S. Rosenblum, · 2016

Cited alongside, same era.

Asynchronous Methods for Deep Reinforcement Learning,

Original

V. Mnih, A. P. Badia, L. Mirza, A. Graves, T. Harley, T. P. Lillicrap, D. Silver, K. Kavukcuoglu, · 2016

Cited alongside, same era.

NEMO: Next Career Move Prediction with Contextual Embedding,

L. Li, H. Jing, H. Tong, J. Yang, Q. He, B.-C. Chen, · 2017

Cited alongside, same era.

Generating unified candidate skill graph for career path recommendation,

A. Gugnani, V. K. Reddy Kasireddy, K. Ponnalagu, · 2018

Later among the works it cites.

A hierarchical career-path-aware neural network for job mobility prediction,

Q. Meng, H. Zhu, K. Xiao, L. Zhang, H. Xiong, · 2019

Later among the works it cites.

Towards interpretable automated machine learning for STEM career prediction,

R. Liu, A. Tan, · 2020

Later among the works it cites.

CareerRec: A Machine Learning Approach to Career Path Choice for Information Technology Graduates,

H. Al-Dossari, F. A. Nughaymish, Z. Al-Qahtani, M. Alkahlifah, A. Alqahtani, · 2020

Later among the works it cites.

Demand-aware career path recommendations: A reinforcement learning approach,

M. Kokkodis, P. G. Ipeirotis, · 2020

Later among the works it cites.

Skill-driven recommendations for job transition pathways,