Restaurant satisfaction level assessment by Item Response Theory
DOI:
https://doi.org/10.5902/2179460X39781Keywords:
Customer Satisfaction, Statistical Methods and Models, Applied StatisticsAbstract
The objective of this work was to create a scale to assess the level of customer satisfaction in a restaurant, using the Two Parameter Logistic Model (2PL) of the Item Response Theory (IRT). For this, a questionnaire was applied to 640 customers, including 28 restaurant attributes related to the indoor and outdoor environments, with food and service. The results shown in most respondents are satisfied with the specified effects, with the most recommended items being payment options, a location in the restaurant and its size and structure. Also note that all items had a good fit with the 2PL, so there is no need to exclude them. Consequently, it was possible to build an interpretable scale with four levels for customer satisfaction. In addition, it was possible to evaluate the questionnaire and identify which latent screening interval is most appropriate. The application of permitted adjustments allows to locate the items on the created scale, as well as to identify those that deserve greater attention in the organizational planning of a restaurant.
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References
ALBRECHT K. Revolução nos serviços. 3. ed. São Paulo: Pioneira, 1992.
ANDRADE DF, TAVARES HR, VALLE RC. Teoria da resposta ao item: conceitos e aplicações. São Paulo: ABE - Associação Brasileira de Estatística, 2000.
ARAUJO EAC, ANDRADE DF, BORTOLOTTI SLV. Teoria da Resposta ao item. Revista da Escola de Enfermagem USP, 43 (Esp):1000-8, 2009.
AYALA RJ. The Theory and Practice of Item Response Theory. The Guilford Press, New York Wiley, 2009.
EMBRETSON S, REISE SP. Item Response Theory for Psychologists. New Jersey: Lawrence Erlbaum Associates, Inc. Publishers, 2000.
BAKER FB. The basis of item response theory parameter estimation techniques. ERIC Clearinghouse on Assessment and Evaluation, 2001.
BARLOW J, MOLLER C. Reclamação de Cliente? Não tem melhor presente: usando o feedback do cliente como uma ferramenta estratégica. São Paulo: Futura, 1996.
BEATON AE, ALLEN NL. Interpreting scales through scale anchoring. Journal of Educational Statistics, 17, 191-204, 1992.
BIRNBAUM A. Some Latent Trait Models and Their Use in Infering an Examinee’s Ability. In: LORD FM, NOVICK MR. Statistical Theories of Mental Test Scores. Reading, MA: Addison-Wesley, 1968.
BORTOLOTTI SLV. et al . Consumer satisfaction and item response theory: creating a measurement scale. Gest. Prod., São Carlos, v. 19, n. 2, 2012. Disponível em: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0104-530X2012000200005&lng=en&nrm=iso. Acesso em 06 jul 2014.
DUBE L. et al. Measuring customer satisfaction for strategic management. Cornell Hotel and Restaurant Administration Quarterly, New York: v. 35, n. º 1, p.39-48, 1994.
FONTANIVE NS, ELLIOT LG, KLEIN R. Os desafios da apresentação dos resultados da avaliação de sistemas escolares a diferentes públicos. REICE - Revista Electrónica Iberoamericana sobre Calidad, Eficacia y Cambio en Educación, v. 5, n. 2e, 2007.
GIERL MJ, ACKERMAN T. Software Review: XCALIBRE™ Marginal Maximum-Likelihood Estimation Program, Windows™ Version 1. 10. Applied Psychological Measurement, 20, p.303-307, 1996.
HOWARD JA. SHETH JN. The Theory of Buyer Behavior. John Wiley & Sons, 1969.
KOTLER P. Administração de Marketing: Analise, Planejamento, Implementação e Controle. 5. ed. São Paulo: Atlas, 1998.
MICROSOFT. Microsoft Excel [computer software]. Redmond, Washington: Microsoft, 2003.
MOREIRA JUNIOR FJ. A utilização da teoria da resposta ao item como ferramenta para a construção de escalas na área de gestão. Revista Gestão Organizacional, v.6, p. 143-159, 2014a.
MOREIRA JUNIOR FJ. Contribuições da Teoria da Resposta ao Item nas Avaliações Educacionais. Ciência e Natura, v. 36, Edição Especial, p. 58-72, 2014b.
MOREIRA JUNIOR FJ. Sistemática para a Implantação de Testes Adaptativos Informatizados baseados na Teoria da Resposta ao Item. 2011. 334 f. Tese (Doutorado em Engenharia de Produção) – Programa de Pós-Graduação em Engenharia de Produção, Centro Tecnológico, Universidade Federal de Santa Catarina, Florianópolis, 2011.
MOREIRA JUNIOR FJ, TEZZA R, BORNIA AC. Estimação da usabilidade de sites e-commerce pelo método da máxima verossimilhança. Ciência e Natura, v. 33, n. 2, p. 23-42, 2011.
OLIVER RL. Measurement and Evaluation of Satisfaction Processes in Retailing Settings. Journal of Retailing, v. 57, n. 3, 1981, p. 25-48.
OLIVER RL. Cognitive, affective, and attribute bases of the satisfaction response. Journal of Consumer Research, Chicago: v. 20, p. 418-430, 1993.
PARTCHEV I. Package irtoys: Simple interface to the estimation and plotting of IRT models, 2013. R package version 0.1.6, 2013.
PASSADOR JL, FILHO DOL, SPANHOL PS, RODRIGUES FS, SABES JJS. A percepção do consumidor de alimentos “fora de casa”: um estudo multicaso na cidade de Campo Grande/MS. In: SIMPEP, XIII, Anais..., Bauru, SP, Brasil, 6 a 8 de novembro de 2006.
PINHEIRO FA, LEITE AAM, OLIVEIRA MS. A. Avaliação da Qualidade Percebida em um restaurante temático-típico. Revista Gerenciais, v.7, n.1, p.53-59, São Paulo, 2008.
R DEVELOPMENT CORE TEAM. R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria, 2008.
REVELLE W. Package "psych": Procedures for Psychological, Psychometric, and Personality Research, 2020. R package version 1.9.12.31, 2013.
ROSSI CAV, SLONGO LA. Pesquisa de Satisfação de clientes: o Estado-da-Arte e Preposição de um Método Brasileiro. Revista de Administração Contemporânea, 1998.
SAMEGIMA F. Estimation of latent ability using a response pattern of graded scores. Psychometric Monograph, 17, 1969.
SCHMITT BH. Marketing experimental: das características e benefícios às experiências. São Paulo: Nobel, 2000.
TAVARES HR, ANDRADE DF, PEREIRA CA. Detection of determinant genes and diagnostic via item response theory. Genetics and Molecular Biology, v. 27, n. 4, p. 679-685, 2004.
TOIT M. IRT from SSI: BILOG-MG, MULTILOG, PARSCALE, TESTFACT. Scientific Software International, 2003.
VALLE RC. A Construção e a Interpretação de Escalas de Conhecimento – Considerações Gerais e uma Visão do que vem sendo feito no SARESP. Estudos em Avaliação Educacional, n. 23, p. 71-92, 2001.
VENDRAMINI CMM, SILVA MC, CANALE M. Análise de Itens de uma Prova de Raciocínio Estatístico. Psicologia em Estudo, Maringá, v. 9, n. 3, p. 487-498, set./dez. 2004.
WAKEFIELD et al. The importance of services capes in leisure service settings. Journal of Services Marketing, Chicago: Vol. 8 No.3, pp.66-76, 2004.
WALL EA, BERRY L. The combined effects of the physical environment and employee behavior on customer perception of restaurant service quality. Cornell Hotel and Restaurant Administration Quarterly, v. 48, n. 1, p.59 – 69, 2007.
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