Utilizing Factor Analysis and Multiple Regression to Establish Evaluation Criteria for Maturity Models

ผู้แต่ง

  • Rath Jairak Lecturer at the Department of Business Computer, Faculty of Management Sciences, Chiang Mai Rajabhat University

คำสำคัญ:

Factor Analysis, Multiple Regression, Intention to Purchase, Maturity Model

บทคัดย่อ

This research aimed to establish evaluation criteria for maturity models by utilizing factor analysis and multiple regression. Their integration provided a systematic approach to defining operational performance tasks within each maturity level. The research results demonstrated how this approach was used to create tailored evaluation criteria in the maturity model for a digital marketing context, where providing customer care, delivering new experiences, and creating new processes with establishing partnerships were the critical evaluations for purchasing intentions. These factors were mapped in each evaluation criterion of the maturity level, providing a clear structure for improvement guidelines. The proposed method reduced the development time for the maturity model by minimizing the requirement for consulting experts or requiring conditions that had not yet fully established operational standards. This approach represented a novel idea for integrating empirical models derived from factor analysis and regression to establish evaluation criteria for maturity models. This idea facilitated the rapid and flexible creation of maturity models suitable for specific environments or contexts where standardized development criteria had yet to be fully defined.

References

Alam, S. S., Lin, C. Y., Ahmad, M., Omar, N. A., & Ali, M. H. (2019). Factors affecting energy-efficient household products buying intention: Empirical study. Environmental and Climate Technologies, 23(1), 84-97.

Al-Azzam, A. F., & Al-Mizeed, K. (2021). The effect of digital marketing on purchasing decisions: A case study in Jordan. The Journal of Asian Finance, Economics and Business, 8(5), 455-463.

Bauer, H. H., Falk, T., & Hammerschmidt, M. (2006). eTransQual: A transaction process-based approach for capturing service quality in online shopping. Journal of Business Research, 59(7), 866-875.

Cao, M., Zhang, Q., & Seydel, J. (2005). B2C e‐commerce web site quality: an empirical examination. Industrial Management & Data Systems, 105(5), 645-661.

deBruin, T. (2007). Insights into the evolution of BPM in organisations. Proceedings of the ACIS 2007 Proceedings, pp. 632–672.

DeLone, W. H., & McLean, E. R. (2003). The DeLone and McLean model of information systems success: a ten-year update. Journal of Management Information Systems, 19(4), 9–30.

Hair, J. F., Anderson, R. E., Babin, B. J., & Black, W. C. (2010). Multivariate data analysis: A global perspective (Seventh Edition). Pearson Upper Saddle River.

Jairak, R. (2016). The impact of website quality on customer purchase intention: A Thai consumers’ perspective. In Orachorn Maneesong et al. (Eds), Proceedings of the 6th International Conference on Business Management Research, Chiang Mai 2016. (pp. 100–113). Chiang Mai: Chiang Mai University.

Jairak, R. (2024). Factors Affecting Purchase Intention in the Context of Digital Marketing: A Case Study of Students from the Faculty of Management Science at Chiang Mai Rajabhat University. Lawasri Journal, 8(1), 14-26.

Jairak, R., & Praneetpolgrang, P. (2011). The development of a new capability maturity model for assessing trust in B2C e-commerce services. In Informatics Engineering and Information Science: International Conference, ICIEIS 2011, Kuala Lumpur, Malaysia, November 14-16, Proceedings, Part II (pp. 448-462). Springer Berlin Heidelberg.

Jairak, R., & Praneetpolgrang, P. (2013). A practical approach for improving B2C e-commerce services with a trust capability maturity model. International Journal of E-Services and Mobile Applications (IJESMA), 5(2), 22-36.

Jairak, R., Sahakhunchai, N., Jairak, K., & Praneetpolgrang, P. (2010). Factors affecting intention to use in social networking sites: an empirical study on Thai society. In Advances in Information Technology: 4th International Conference, IAIT 2010, Bangkok, Thailand, November 4-5, Proceedings 4 (pp. 43-52). Springer Berlin Heidelberg.

Kucinska-Landwójtowicz, A., Czabak-Górska, I. D., Domingues, P., Sampaio, P., & Ferradaz de Carvalho, C. (2024). Organizational maturity models: the leading research fields and opportunities for further studies. International Journal of Quality & Reliability Management, 41(1), 60-83.

O’Regan, G. (2017). Capability Maturity Model Integration. Concise Guide to Software Engineering, Cork, Ireland: Springer, pp. 255–276.

Rababah, O., Al-Shboul, M., & Al-Sayyed, R. (2011). A new vision for evaluating the quality of e-commerce websites. International Journal of Advanced Corporate Learning (iJAC), 4(1), 32-41.

Rose, J. (2013). IPPF practice guide- selecting, using, and creating maturity models: A tool for assurance and consulting engagements. Maitland Avenue, Altamonte Springs, United States of America.

Sin, S. S., Nor, K. M., & Al-Agaga, A. M. (2012). Factors Affecting Malaysian young consumers’ online purchase intention in social media websites. Procedia-Social and Behavioral Sciences, 40, 326-333.

Wolfinbarger, M., & Gilly, M. C. (2003). eTailQ: dimensionalizing, measuring and predicting etail quality. Journal of Retailing, 79(3), 183-198.

Wonggotwarin, T., & Kim, S. (2017). The products' factors affecting purchase intention: A case study of condominiums in Bangkok, Thailand. AU-GSB e-JOURNAL, 10(1), 214.

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เผยแพร่แล้ว

28-04-2025

How to Cite

Jairak, R. (2025). Utilizing Factor Analysis and Multiple Regression to Establish Evaluation Criteria for Maturity Models. วารสารบัญชีปริทัศน์ มหาวิทยาลัยราชภัฏเชียงราย, 10(1), 15–32. สืบค้น จาก https://so02.tci-thaijo.org/index.php/JAR_CRRU/article/view/275881