PL EN


Preferencje help
Widoczny [Schowaj] Abstrakt
Liczba wyników
Tytuł artykułu

Different multidimensional exploratory techniques in classifying variables into qualitative criteria of spare parts selection for passenger cars

Treść / Zawartość
Identyfikatory
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
The aim of the paper was (1) to compare cluster analysis and factor analysis applied in the classification of variables into quality criteria of spare parts selection for passenger cars and (2) to create a metamodel taking into account the similarities and differences between the results of the carried out analyses. To collect empirical data, a survey questionnaire was used. It was built on the basis of literature overview concerning quality management. Data was processed with the use of multi-dimensional exploratory techniques: cluster analysis and factor analysis. A theoretical implication is a proposed metamodel, which joins the results of both cluster and factor analysis. A practical implication is a possibility of taking an advantage on the obtained results when planning, designing, manufacturing, distributing, selecting and selling spare parts for passenger cars. Paper contribution is the use of exploratory data analysis techniques in the research area and the proposal of the metamodel formalizing quality criteria of spare parts selection for passenger cars. The research showed, that classifications of variables obtained with the use of two multi-dimensional exploitation techniques are different although there are distinct common elements. When using cluster analysis, the following clusters were identified: marketing, economy and utility one (arranged in accordance with the order of linking). While when using factor analysis, the following factors were discovered: utility, marketing, availability and cost factor (arranged in descending way in accordance with the explained variance).
Twórcy
autor
  • Kazimierz Pulaski University of Technology and Humanities, Malczewskiego 29 Str., 26-600 Radom, Poland
autor
  • Kazimierz Pulaski University of Technology and Humanities, Malczewskiego 29 Str., 26-600 Radom, Poland
autor
  • Faculty of Mechanical Engineering, Lublin University of Technology, Nadbystrzycka 36 Str., 20-618 Lublin
Bibliografia
  • 1. Bevilacqua M. et al., Overview on the application of ISO/TS 16949:2009 in a worldwide leader company in the production of stainless steel tubes for automotive exhaust systems. International Journal of Manufacturing Technology and Management; 7 (4), 2011, 410-439.
  • 2. Cattell R., A note on correlation clusters and cluster search methods. Psychometrica; 9, 1944, 169-184.
  • 3. Cattell R., The Scree Test for the Number of Factors. Multivariate Behavioral Research; 1, 1966, 245-276.
  • 4. Franceschini F., Maisano D., Standardisation of quality and reliability tests in the auto-parts industry: a structured approach concerning thermal systems. Total Quality Management and Business Excellence; 12, 2015, 1269-1281.
  • 5. Garvin D., Competing on the Eight Dimensions of Quality. Harvard Business Review; 6, 1987, 65.
  • 6. Hoyle D., Automotive Quality Systems Handbook. Elsevier, 2005.
  • 7. Jang G.-S., Choi J.-S, Parts supply management system for automobile parts manufacturing companies. Asian Journal on Quality; 4, 2003, 213-221.
  • 8. Jie M., Horie M., Auto Parts Suppliers Under Pressure Following Recalls. Insurance Journal; January 19, 2015.
  • 9. Kaiser H., The Varimax Criterion for Analytic Rotation in Factor Analysis. Psychometrika; 23, 1958, 187-200.
  • 10. Karpiel Ł., Skrzypek M., Towaroznawstwo ogólne. Wydawnictwo Akademii Ekonomicznej w Krakowie, Kraków, 2000.
  • 11. Kindlarski E., Jakość wyrobów. PWN, Warszawa, 1998.
  • 12. Kotarbiński T., Traktat o dobrej robocie. Ossolineum, Łódź, 1955.
  • 13. Lawley D., Maxwell A., Factor Analysis as a Statistical Method. Butterworth, London, 1963.
  • 14. Lin C. et al., Research on Solder Joints Quality Detection of Auto Parts Based on Biological Vision Feature. Advanced Materials Research; 712-715, 2013, 2385-2388.
  • 15. Lotko M., Lotko A., Cluster Analysis of Knowledge Workers’ Assessment of Occupational Threats and Attitudes to Character of Work. Eksploatacja i Niezawodnosc - Maintenance and Reliability; 17 (1), 2015, 80-89.
  • 16. Lotko M., Lotko A., Jakościowe kryteria doboru części do samochodów osobowych, ITeE-PIB, Radom, 2016.
  • 17. Łuczak J., System zarządzania jakością dostawców w branży motoryzacyjnej – analiza istotności wymagań. Wyd. Akademii Ekonomicznej w Poznaniu, Poznań, 2008.
  • 18. Łunarski J., Zarządzanie jakością. Standardy i zasady. Wydawnictwa Naukowo-Techniczne, Warszawa, 2008.
  • 19. Mazurkiewicz J., Banaszak I., Wierzbicka M., Efektywność systemu zarządzania jakością ISO/TS 16949. Ekonomika i Organizacja Przedsiębiorstwa; 4, 2010, 72-79.
  • 20. Mzalwane A., Susila M., Shamsuddin A., Automotive Parts Manufacturing Industry: Unravelling the Efficacious Quality Framework. Interdisciplinary Journal of Contemporary Research in Business; 4 (3), 2012, 217-226.
  • 21. Prussak W., Zarządzanie jakością. Wybrane elementy. Wydawnictwo Politechniki Poznańskiej, Poznań, 2006.
  • 22. Punnakitikashem P. et al., A study of quality management practices in TQM and non-TQM firms: Findings from the ASEAN automotive industry. International Journal of Quality & Reliability Management; 27 (9), 2010, 1021-1035.
  • 23. Skrzypek E. (ed.), Dojrzałość jakościowa a wyniki przedsiębiorstw zorientowanych projakościowo, Difin, Warszawa, 2013.
  • 24. Teli S. et al., Assessment of supplier quality cost in automobile industry. International Journal of Manufacturing Technology and Management; 4 (1), 2014, 1-20.
  • 25. Thurstone L., Multiple Factor Analysis. University of Chicago Press, Chicago, 1947.
  • 26. Tryon R., Cluster Analysis. McGraw-Hill, New York, 1939.
  • 27. Urbaniak M., Zarządzanie jakością. Teoria i praktyka. Difin, Warszawa, 2004.
  • 28. Urbaniak M., Kierunki doskonalenia systemów zarządzania jakością, Wydawnictwo Uniwersytetu Łódzkiego, Łódź, 2010.
  • 29. Zhang Q., Returnable packaging management in automotive parts logistics: Dedicated mode and shared mode. International Journal of Production Economics; 168, 2015, 234-244.
  • 30. Żuchowski J., Jakość i ekologia. Wydawnictwo Politechniki Radomskiej, Radom, 1999.
Uwagi
Opracowanie ze środków MNiSW w ramach umowy 812/P-DUN/2016 na działalność upowszechniającą naukę.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-fad1d701-bfbf-474e-a38c-e2b5e5ee49a5
JavaScript jest wyłączony w Twojej przeglądarce internetowej. Włącz go, a następnie odśwież stronę, aby móc w pełni z niej korzystać.