Practical Skills Demand Forecasting via Representation Learning of Temporal Dynamics

Author:

Garcia de Macedo Maysa Malfiza1,Clarke Wyatt2,Lucherini Eli3,Baldwin Tyler4,Queiroz Neto Dilermando1,de Paula Rogerio Abreu1,Das Subhro5

Affiliation:

1. IBM Research, Sao Paulo, Brazil

2. IBM Research, Yorktown Heights, NY, USA

3. Princeton University, Princeton, NJ, USA

4. IBM Research, San Jose, CA, USA

5. MIT-IBM Watson AI Lab, IBM Research, Cambridge, MA, USA

Publisher

ACM

Reference33 articles.

1. Hossein Abbasimehr , Mostafa Shabani , and Mohsen Yousefi . 2020. An optimized model using LSTM network for demand forecasting. Computers & industrial engineering 143 ( 2020 ), 106435. Hossein Abbasimehr, Mostafa Shabani, and Mohsen Yousefi. 2020. An optimized model using LSTM network for demand forecasting. Computers & industrial engineering 143 (2020), 106435.

2. Daron Acemoglu and David Autor . 2011. Chapter 12 - Skills , Tasks and Technologies: Implications for Employment and Earnings**We thank Amir Kermani for outstanding research assistance and Melanie Wasserman for persistent, meticulous and ingenious work on all aspects of the chapter.We are indebted to Arnaud Costinot for insightful comments and suggestions. Autor acknowledges support from the National Science Foundation (CAREER award SES-0239538) . In Handbook of Labor Economics, David Card and Orley Ashenfelter (Eds.). Vol. 4 . Elsevier , 1043--1171. https://doi.org/10.1016/S0169--7218(11)02410--5 Daron Acemoglu and David Autor. 2011. Chapter 12 - Skills, Tasks and Technologies: Implications for Employment and Earnings**We thank Amir Kermani for outstanding research assistance and Melanie Wasserman for persistent, meticulous and ingenious work on all aspects of the chapter.We are indebted to Arnaud Costinot for insightful comments and suggestions. Autor acknowledges support from the National Science Foundation (CAREER award SES-0239538). In Handbook of Labor Economics, David Card and Orley Ashenfelter (Eds.). Vol. 4. Elsevier, 1043--1171. https://doi.org/10.1016/S0169--7218(11)02410--5

3. Automation and New Tasks: How Technology Displaces and Reinstates Labor

4. Paul Adler . 1992. Technology and the future of work . Oxford University Press . Paul Adler. 1992. Technology and the future of work. Oxford University Press.

5. Why Are There Still So Many Jobs? The History and Future of Workplace Automation

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