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Using Neural Networks to Predict Wages Based on Worker Skills Cover

Using Neural Networks to Predict Wages Based on Worker Skills

Open Access
|May 2021

References

  1. Adzuna (2013), Job Salary Prediction, available online at https://www.kaggle.com/c/iob-salary-prediction/overview/timeline.
  2. Bureau of Labor Statistics (2019), Occupational Employment Statistics Overview, Available online at https://www.bls.gov/oes/oesemp.htm.
  3. Carnevale, A., and Smith, N., (2013), Workplace basics: the skills employees need and employers want, Human Resource Development International, Vol. 16, No. 5.10.1080/13678868.2013.821267
  4. Dice.com (2019), How Much Are Your Skills Worth? Available online at https://www.dice.com/salary-calculator.
  5. Dilchert, S. and Ones, D., (2008), Predicting managerial salary at different organizational levels, Journal of Personal Psychology, Vol. 7, pp. 1-23.
  6. Fleisher, M. and Tsacoumis, S., (2012), 0*NET analyst occupational skills; ratings: procedures update, Report FR-11-67.
  7. Friedman, V., and Maheshwari, S., (2020), Neiman Marcus, a symbol of luxury, files for bankruptcy, New York Times, Available online at https://www.nvtimes.com/2020/05/Q7/business/neiman-marcus-bankruptcv.html.
  8. Frey, C. and Osborne, M., (2017), The future of employment: how susceptible are jobs to computerisation? Technological Forecasting & Social Change, Vol. 114, pp. 254-280.
  9. Glassdoor.com., (2019), Know Your Worth, Available online at https://www.glassdoor.com/Salaries/know-your-worth.htm.
  10. Hall, J., (1996), Protean careers of the 21st century, Academy of Management Executive, 10 (4).10.5465/ame.1996.3145315
  11. Halteh, J., Arrowsmith, J., Parker, J., Zorn, T. E., & Bentley, T., (2018), The impact of technology on employment: a research agenda for New Zealand and beyond, Labour & Industry, 28 (3), 203-216.10.1080/10301763.2018.1519774
  12. Heaton, J., (2017), The Number of Hidden Layers, Available online at https://www.heatonresearch.com/2017/06/01/hidden-lavers.html.
  13. Indeed.com., (2019), Search and Compare Salaries, Available online at https://www.indeed.com/salaries.
  14. Jackman, S. and Reid, G., (2013), Predicting job salaries from text descriptions, Ph.D. dissertation, University of British Columbia, Available online at https://open.librarv.ubc.ca/clRcle/collections/graduateresearch/42591/items/1.0075767.
  15. Kaggle Inc., (2013), Job Salary Prediction, Available online at http://www.kaggle.com/c/iob-salary-prediction.
  16. Laar, E., van Deursen, A., van Dijka, J., and Haan, J., (2017), The relation between 21st-century skills and digital skills: a systematic literature review, Computers in Human Behavior, Vol. 72, pp. 577-588.
  17. Mehta, A., (2019), A comprehensive guide to types of neural networks, Digital Vidya Data Analytics BLOG, Available online at https://www.digitalvidva.com/blog/types-of-neural-networks/.
  18. Morath, E., and Guilford, G., (2020), Another 3.2 million workers filed for jobless benefits last week, Wall Street Journal, Available online at https://www.wsi.com/articles/unemployment-benefits-weeklv-iobless-claims-coronavirus-05-07-2020-11588813872?mod=articleinline&mod=hpleadpos1.
  19. Nummi, T. and Salonen, J., (2005), Modeling and Predicting Individual Salaries: A Study of Finland’s Unique Dataset, Available online at http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.492.1881&rep=rep1&type=pdf.
  20. O*NET (2019), About 0*NET, Available online at https://www.onetcenter.org/overview.html.
  21. Payscale.com., (2019), Pay Report, Available online at https://www.pavscale.com/mv/survev/iob.
  22. Salary.com., (2019), What Am I Worth? Available online at https://www.salary.com/.
  23. SalaryExpert.com., (2019), Calculate your Salary, Available online at https://www.salaryexpert.com/salarycalculator.
  24. Spurk, D. and Abele, A., (2011), Who earns more and why? A multiple mediation model from personality to salary, Journal of Business Psychology, Vol. 26, pp. 87-103.
  25. Tappe, A., (2020), “April was probably the worst month for American jobs since the great depression”, CNN Business, Available online at https://www.cnn.com/2020/05/06/economy/april-jobs-report-2020/index.html.
  26. Zhou, Y., Li, L., and Liu, X., (2016), Prediction of salary in the UK, Working Papers, University of California, San Diego, Available online at http://imcaulev.ucsd.edu/cse190/proiects/fa15/012.pdf.
DOI: https://doi.org/10.2478/sbe-2021-0008 | Journal eISSN: 2344-5416 | Journal ISSN: 1842-4120
Language: English
Page range: 95 - 108
Published on: May 26, 2021
In partnership with: Paradigm Publishing Services
Publication frequency: 3 issues per year

© 2021 Otto James, Chaodong Han, Stella Tomasi, published by Lucian Blaga University of Sibiu
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.