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Erschienen in: Annals of Data Science 1/2017

04.01.2017

A Data-Driven Dynamic Programming Model for Research Position Demand Forecasting

verfasst von: Yongjia Xie, Dengsheng Wu, Yuanping Chen, Wenbin Jiao, Jianping Li

Erschienen in: Annals of Data Science | Ausgabe 1/2017

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Abstract

It has been worthy of notice that the number of scientific researchers has experienced a rapid growth in China. Meanwhile, the strict restriction to the total number and the position structure of researchers has exerted great pressure on the Chinese researchers. The decision makers have noticed this dilemma and a quantitative predicting result for decision support is in need. This paper puts forward a data-driven dynamic programming model to estimate the research position demand gap based on the thought of dynamic programming. This model fully considers the real practice of human resource management in scientific management in China. In the empirical study, the personnel data from 2006 to 2014, which are abstracted from the Academia Resource Planning system of the Chinese Academy of Sciences, are applied to the empirical analysis to estimate the human resource demand gap in the 13th Five Year Plan. The results show that there is a big demand gap of the research position on the whole in the next five years.

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Literatur
1.
Zurück zum Zitat Meng F (2011) Study on the challenge and future development of research system in China: based on the analysis of academic level of sci papers. Sci Technol Manag Res 31(18):236–240 Meng F (2011) Study on the challenge and future development of research system in China: based on the analysis of academic level of sci papers. Sci Technol Manag Res 31(18):236–240
2.
Zurück zum Zitat Wu D, Li M, Zhu X, Song H, Li J (2015) Ranking the research productivity of business and management institutions in Asia-Pacific region: empirical research in leading ABS journals. Scientometrics 105(2):1253–1272CrossRef Wu D, Li M, Zhu X, Song H, Li J (2015) Ranking the research productivity of business and management institutions in Asia-Pacific region: empirical research in leading ABS journals. Scientometrics 105(2):1253–1272CrossRef
3.
Zurück zum Zitat Marler JH, Fisher SL (2013) An evidence-based review of E-HRM and strategic human resource management. Hum Resour Manag Rev 23(1):18–36CrossRef Marler JH, Fisher SL (2013) An evidence-based review of E-HRM and strategic human resource management. Hum Resour Manag Rev 23(1):18–36CrossRef
4.
Zurück zum Zitat Shi E, Deng M, Jing Z, Li H, Pan J, Cao X (2007) On the management of research institutes. Science Press, Beijing Shi E, Deng M, Jing Z, Li H, Pan J, Cao X (2007) On the management of research institutes. Science Press, Beijing
5.
Zurück zum Zitat Xie Y, Liu C, Wu D, Chen Y, Li J (2015) Dynamic programming based research position planning: empirical analysis from the Chinese Academy of Sciences. Procedia Comput Sci 55:35–42CrossRef Xie Y, Liu C, Wu D, Chen Y, Li J (2015) Dynamic programming based research position planning: empirical analysis from the Chinese Academy of Sciences. Procedia Comput Sci 55:35–42CrossRef
6.
Zurück zum Zitat Chen Z, Wu D, Lu J, Chen Y (2013) Metadata-based information resource integration for research management. Procedia Comput Sci 17:54–61CrossRef Chen Z, Wu D, Lu J, Chen Y (2013) Metadata-based information resource integration for research management. Procedia Comput Sci 17:54–61CrossRef
7.
Zurück zum Zitat Hassani H, Silva ES (2015) Forecasting with big data: a review. Ann Data Sci 2:1–15CrossRef Hassani H, Silva ES (2015) Forecasting with big data: a review. Ann Data Sci 2:1–15CrossRef
8.
Zurück zum Zitat Katou AA, Budhwar P (2015) Human resource management and organisational productivity: a systems approach based empirical analysis. J Organ Eff People Perform 2(3):244–266 Katou AA, Budhwar P (2015) Human resource management and organisational productivity: a systems approach based empirical analysis. J Organ Eff People Perform 2(3):244–266
9.
Zurück zum Zitat Abernathy WJ, Baloff N, Hershey JC, Wandel S (1973) A three-stage manpower planning and scheduling model: a service-sector example. Oper Res 21(3):693–711CrossRef Abernathy WJ, Baloff N, Hershey JC, Wandel S (1973) A three-stage manpower planning and scheduling model: a service-sector example. Oper Res 21(3):693–711CrossRef
10.
Zurück zum Zitat Igboanugo A (2013) Application of markov chain model to corporate manpower planning: a nigeria local government hub example. Adv Mater Res 824:514–526CrossRef Igboanugo A (2013) Application of markov chain model to corporate manpower planning: a nigeria local government hub example. Adv Mater Res 824:514–526CrossRef
11.
Zurück zum Zitat Gao M, Chang H, Zhang J (2012) Research on pilots strategic human resources planning in civil aviation. Sci Technol Dev 3:40–46 Gao M, Chang H, Zhang J (2012) Research on pilots strategic human resources planning in civil aviation. Sci Technol Dev 3:40–46
12.
Zurück zum Zitat Dimitriou V, Tsantas N (2010) Evolution of a time dependent Markov model for training and recruitment decisions in manpower planning. Linear Algebra Appl 433(11):1950–1972CrossRef Dimitriou V, Tsantas N (2010) Evolution of a time dependent Markov model for training and recruitment decisions in manpower planning. Linear Algebra Appl 433(11):1950–1972CrossRef
13.
Zurück zum Zitat Meyn SP, Tweedie RL (1993) Markov chains and stochastic stability. Springer, BerlinCrossRef Meyn SP, Tweedie RL (1993) Markov chains and stochastic stability. Springer, BerlinCrossRef
14.
Zurück zum Zitat Gao M, Chi H, Shao X (2012) Promotion cycle analysis of pilots. Oper Res Manag Sci 21(3):99–104 Gao M, Chi H, Shao X (2012) Promotion cycle analysis of pilots. Oper Res Manag Sci 21(3):99–104
15.
Zurück zum Zitat Sniedovich M (2010) Dynamic programming: foundations and principles, 2nd edn. CRC Press, Boca RatonCrossRef Sniedovich M (2010) Dynamic programming: foundations and principles, 2nd edn. CRC Press, Boca RatonCrossRef
16.
Zurück zum Zitat Jing H, Yang Z (2001) Dynamic forecasting program for human resources planning. Forecast 20(2):23–25 Jing H, Yang Z (2001) Dynamic forecasting program for human resources planning. Forecast 20(2):23–25
17.
Zurück zum Zitat Li J, Ji J, Wu D, Lu J, Sun X, Chen Y (2012) Study on several problems of decision support models for scientific research management based on ARP. Sci Technol Dev 10:18–23 Li J, Ji J, Wu D, Lu J, Sun X, Chen Y (2012) Study on several problems of decision support models for scientific research management based on ARP. Sci Technol Dev 10:18–23
Metadaten
Titel
A Data-Driven Dynamic Programming Model for Research Position Demand Forecasting
verfasst von
Yongjia Xie
Dengsheng Wu
Yuanping Chen
Wenbin Jiao
Jianping Li
Publikationsdatum
04.01.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
Annals of Data Science / Ausgabe 1/2017
Print ISSN: 2198-5804
Elektronische ISSN: 2198-5812
DOI
https://doi.org/10.1007/s40745-016-0095-7

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