首页 | 本学科首页   官方微博 | 高级检索  
     


Knowledge extraction from a large on-line survey: a case study for a higher education corporate marketing
Authors:K. Fernández-Aguirre  M. I. Landaluce-Calvo  A. Martín-Arroyuelos  J. I. Modroño-Herrán
Affiliation:1. Departamento de Economía Aplicada III , University of the Basque Country (UPV/EHU) , Bilbao, Spain;2. Departamento de Economía Aplicada , University of Burgos (UBU) , Burgos, Spain
Abstract:
For a higher education public institution, young in relative terms, featuring local competition with another private and both long-established and reputed one, it is of great importance to become a reference university institution to be better known and felt with identification in the society it belongs to and ultimately to reach a good position within the European Higher Education Area. These considerations have made the university governors setting up the objective of achieving an adequate management of the university institutional brand focused on its logo and on image promotion, leading to the establishment of a university shop as it is considered a highly adequate instrument for such promotion. In this context, an on-line survey is launched on three different kinds of members of the institution, resulting in a large data sample. Different kinds of variables are analysed through appropriate exploratory multivariate techniques (symmetrical methods) and regression-related techniques (non-symmetrical methods). An advocacy for such combination is given as a conclusion. The application of statistical techniques of data and text mining provides us with empirical insights about the institution members’ perceptions and helps us to extract some facts valuable to establish policies that would improve the corporate identity and the success of the corporate shop.
Keywords:data and text mining  knowledge extraction  clustering  principal component analysis  correspondence analysis  PLS path modelling  logit models
相似文献(共20条):
[1]、Frank Olken,Doron Rotem.Random sampling from databases: a survey[J].Statistics and Computing,1995,5(1):25-42.
[2]、J. N. R. Jeffers.Discriminant functions :a case study[J].Journal of applied statistics,1977,4(1):24-38.
[3]、Witte S,Schmidli H,O\'Hagan A,Racine A.Designing a non-inferiority study in kidney transplantation: a case study[J].Pharmaceutical statistics,2011,10(5):427-432.
[4]、Jones B,Atkinson G,Ward J,Tan E,Kerbusch T.Planning for an adaptive design: a case study in COPD[J].Pharmaceutical statistics,2006,5(2):135-144.
[5]、Charles M. Francis.Estimating survival rates from recoveries of birds ringed as young: a case study[J].Journal of applied statistics,1995,22(5):567-578.
[6]、Stephen P. Jenkins,Lorenzo Cappellari,Peter Lynn,Annette Jäckle, Emanuela Sala.Patterns of consent: evidence from a general household survey[J].Journal of the Royal Statistical Society. Series A, (Statistics in Society),2006,169(4):701-722.
[7]、Stephen, J., Walters,C., Jane Morrell,Pauline, Slade.Analysing data from a cluster randomized trial (cRCT) in primary care: a case study[J].Journal of applied statistics,2011,38(10):2253-2269.
[8]、Sermin, Elevli,Nevin, Uzgören.Correspondence analysis of repair data: a case study for electric cable shovels[J].Journal of applied statistics,2008,35(8):901-908.
[9]、Gavin J.S., Ross,C., Sarada.Reparameterization of nonlinear statistical models: a case study[J].Journal of applied statistics,2010,37(12):2015-2026.
[10]、Erik, Mønness,Kim, Pearce,Shirley, Coleman.Comparing a survey and a conjoint study: the future vision of water intermediaries[J].Journal of applied statistics,2008,35(1):19-30.
[11]、Ronald H. Ketellapper.The relevance of large sample properties of estimators for the errors-in-variables model:a monte carlo study[J].统计学通讯:模拟与计算,2013,42(5):625-634.
[12]、P., Pack,I. T., Jolliffe,B. J. T., Morgan.Influential observations in principal component analysis:a case study[J].Journal of applied statistics,1988,15(1):39-52.
[13]、B. H. Baltagi.Useful matrix transformations for panel data analysis: a survey[J].Statistical Papers,1993,34(1):281-301.
[14]、Marella,Daniela,Vicard,Paola.Bayesian network structural learning from complex survey data: a resampling based approach[J].Statistical Methods and Applications,2022,31(4):981-1013.
[15]、Julio, C., Ferreira,Enrico, A., Colosimo.Degradation data analysis for samples under unequal operating conditions: a case study on train wheels[J].Journal of applied statistics,2012,39(12):2721-2739.
[16]、Peter?NealEmail author,Gareth?Roberts.A case study in non-centering for data augmentation: Stochastic epidemics[J].Statistics and Computing,2005,15(4):315-327.
[17]、Terenin,Alexander,Dong,Shawfeng,Draper,David.GPU-accelerated Gibbs sampling: a case study of the Horseshoe Probit model[J].Statistics and Computing,2019,29(2):301-310.
[18]、A. N. Pettitt,T. T. Tran,M. A. Haynes, J. L. Hay.A Bayesian hierarchical model for categorical longitudinal data from a social survey of immigrants[J].Journal of the Royal Statistical Society. Series A, (Statistics in Society),2006,169(1):97-114.
[19]、F., Belloc,L., Petrella.How individual characteristics affect university students drop-out: a semiparametric mixed-effects model for an Italian case study[J].Journal of applied statistics,2011,38(10):2225-2239.
[20]、Charles M., Francis.Estimating survival rates from recoveries of birds ringed as young: A case study[J].Journal of applied statistics,1995,22(5-6):567-578.
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号