• Title/Summary/Keyword: Importance-satisfaction model

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Comparison of Importance Weights for Regression Model and AHP: A Case of Students' Satisfaction with University (회귀모형과 AHP의 가중치에 대한 비교 연구: 대학생의 학교 만족도를 대상으로)

  • Jong Hun Park
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.45 no.4
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    • pp.118-126
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    • 2022
  • This study attempts a comparison between AHP(Analytic Hierarchy Process) in which the importance weight is structured by individual subjective values and regression model with importance weight based on statistical theory in determining the importance weight of casual model. The casual model is designed by for students' satisfaction with university, and SERVQUAL modeling methodology is applied to derive factors affecting students' satisfaction with university. By comparison of importance weights for regression model and AHP, the following characteristics are observed. 1) the lower the degree of satisfaction of the factor, the higher the importance weight of AHP, 2) the importance weight of AHP has tendency to decrease as the standard deviation(or p-value) increases. degree of decreases. the second sampling is conducted to double-check the above observations. This study empirically checks that the importance weight of AHP has a relationship with the mean and standard deviation(or p-value) of independence variables, but can not reveal how exactly the relationship is. Further research is needed to clarify the relationship with long-term perspective.

A modified Importance-Satisfaction analysis using Kano's model (Kano 모델을 이용한 수정된 중요도-만족도 분석)

  • Song, Hae-Geun
    • Journal of the Korea Safety Management & Science
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    • v.15 no.1
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    • pp.241-248
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    • 2013
  • Importance-Performance Analysis(IPA) is a well-known methodology to find the area for improvement. However, the IPA uses different strategies depending on an attribute falls in either 'Concentrate', 'Keep up', 'Possible overkill', or Low priority' quadrant. Problems can occur when attributes locate near the demarcation lines. To solve this problem of IPA, I suggest a modified importance-satisfaction analysis which integrates the Slack(1994)'s diagonal approach and Kano's ASC(Jang et al., 2012) into Yang(2003)'s Importance-Satisfaction model. For this, I investigated 21 smartphone's quality attributes, which adopted from Song and Park(2012)'s study, and conducted a survey of 280 university students for the results of Kano' model and the importance and satisfaction of the quality attributes. The results show that the proposed model enables the business managers to prioritize the quality attributes for improvement through the interpretation on the continuous diagonal line using the Kano's questionnaire only, without acquiring any additional survey for importance of attributes. Accordingly, it is expected that the newly proposed method will diminish the limitation of the existing IPA. In addition, to test the validity of the ASC, this study conducts a comparative analysis between the Kano's ASC and Tontini(2007)'s method to determine the relative importance of quality attributes.

Determining the Importance of Customer Attributes with Kano's Model (카노 모형을 고려한 고객 요구 속성의 중요도 산정)

  • Kim, Kyung-Mee O.
    • Journal of Korean Society for Quality Management
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    • v.35 no.4
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    • pp.38-51
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    • 2007
  • The House of Quality(HOQ) is used in the development stage to identify important customer attributes and corresponding engineering characteristics. The importance of each customer attribute obtained in the HOQ affects to the quality of the final product or service. Traditionally, such importance is derived based on the assumption that customer satisfaction is linearly proportional to the product performance. In this paper, we propose a nonlinear function so as to relate the product performance with the customer satisfaction according to the Kano model. A performance goal is obtained by maximizing the total customer satisfaction under a cost constraint and the importance of each customer attribute is developed from the performance goal. Therefore, the proposed approach incorporates the Kano categories and the improvement cost in determining the importance of customer attributes.

Determining Attribute Importance Weights Using Priority for Improvement Model

  • Song, HaeGeun;Kong, MyungDal
    • Journal of the Korean Institute of Plant Engineering
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    • v.23 no.4
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    • pp.65-75
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    • 2018
  • Importance-Performance Analysis(IPA) holds the assumption that the degree of physical fulfilment of quality attributes and the satisfaction of that attribute is linear. Therefore, IPA can be applied to the traditional one-dimensional attributes, not to other quality elements such as attractive or must-be attributes. To overcome this problem, several articles introduced methods that integrate IPA into the concept of two-dimensional quality. However, these articles are rather conceptual focusing on the differentiation of quality attributes depend on quality elements in IPA. To provide empirical evidence of the dependent relationship between attribute importance and satisfaction in IPA, this study introduces a weighted importance approach and provides validation method using Bacon's priority model, a regression model. For this, the current research investigates 23 quality attributes of TV set for the results of Kano's model, which are adopted from Kim et al., and conducted a survey of 118 university students for the results of the importance/satisfaction and improvement priority. The result of the proposed approach shows better result than those using the conventional way, based on R-square of the regression model.

Determining the Importance Values of Quality Attributes Using ASC (ASC를 이용한 품질특성의 중요도 결정)

  • Jang, Heung-Yeop;Song, HaeGeun;Park, Young T.
    • Journal of Korean Society for Quality Management
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    • v.40 no.4
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    • pp.589-598
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    • 2012
  • Purpose: Determination of the importance values of quality attributes is very important to integrate the Kano model with QFD. A new method to determine the importance values of quality attributes is proposed. Methods: ASC(Average Satisfaction Coefficient) is proposed in order to determine the importance values of quality attributes. To evaluate the effectiveness of ASC, a case study of modern TV sets is conducted, and the performance of ASC is compared with direct importance evaluation and AHP pairwise comparisons. Results: The result of ASC application is similar with those of direct importance evaluation and AHP pairwise comparison. Conclusion: ASC is an effective instrument to determine the importance values of quality attributes. It doesn't need a cumbersome process like AHP pairwise comparison, and can be calculated using the data for the conventional Kano model.

A Study on the Measurement and Improvement of Academic Library Service Quality by ISA(Importance-Satisfaction Analysis) (ISA를 적용한 대학도서관 서비스 품질 측정과 개선방안 도출)

  • Jung, Young-Mi;Kim, Young-Kee;Lee, Soo-Sang
    • Journal of Korean Library and Information Science Society
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    • v.41 no.1
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    • pp.255-272
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    • 2010
  • This paper aims to describe the measurement and improvement of academic library service quality by ISA (Importance-Satisfaction Analysis). This research established service quality model on based LibQUAL+(R). It consisted of 18 items that formed three dimensions, affect of service quality, information control quality, and library as place quality. To execute this research, the service quality according the users' importance and satisfaction of library service is measured through Gaps model and ISA. The data for this case study was collected through the survey conducted the users of the H University library. By applying SPSS 17.0 and Excel 2007, the final 113 surveys were used for analysis.

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A Study on the Spatial evaluation Model of the Women's Hospital - Focused on the Spatial Evaluation Matrix by the Patient - (여성 전문병원 공간평가모델에 관한 연구 - 환자관점에서의 공간평가 매트릭스 중심으로 -)

  • 주진형
    • Korean Institute of Interior Design Journal
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    • no.38
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    • pp.65-74
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    • 2003
  • The purpose of this study Is to find out the design guideline for women's hospital focusing on the patient needs. The results of research are as follows: 1) As a basic frame of evaluation model, the quality of service of medical facilities and patients' reaction to the physical environment are fixed as a variable called' satisfaction degree'. This study analyzes the influence on space efficiency evaluation according to the difference of types through basic model (Model I-1,2) as verification model to identify the difference between satisfaction degree of outpatients and that of inpatients. 2) The difference of satisfaction degree about the hospital facilities by space evaluation matrix is according to the types of inpatients and to space importance. 3) The control of importance degree about the interior facilities of the hospital according to the specific character of the hospital is necessary. Maintenance of the status quo, or reduction, or expansion is needed according to the satisfaction degree corresponding to the importance degree. Finally, the model is used to for the planning & design for the future women's hospital.

How the Quality of On-line Contents Influence Learning Attitudes: Effectiveness of Conducting Off-line Lectures at a Cyber University (콘텐츠 품질이 학습태도 형성에 미치는 영향 -온라인 대학에서 오프라인 강의 병행에 대한 효과-)

  • Rhie, Jinny
    • The Journal of the Korea Contents Association
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    • v.9 no.10
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    • pp.492-499
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    • 2009
  • This research was conducted in order to know how influential the acknowledgment of factors such as the quality of educational contents and the conducting of off-line lectures is in terms of effective learning for leaners. Based on the satisfaction-importance model of the multi-attribute attitude model, this study would like to clarify the degree to which the quality of on-line contents of on-line education and the simultaneous conducting of off-line lectures influences one's learning attitude. On-line contents satisfaction will evaluated through the three categories: audio lectures, video lecture and WEI lectures, which make up the quality of on-line contents. We would also like to do a survey on the transformation of learning attitudes when on-line and off-line lectures were conducted simultaneously.

An application of Important-Performance Analysis to set the service improvement priority in hospital (병원의 서비스개선 우선순위 설정을 위한 IPA 적용)

  • Youn, Kyung-Il
    • Korea Journal of Hospital Management
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    • v.14 no.2
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    • pp.21-40
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    • 2009
  • The importance-performance analysis (IPA) is a widely used analytical technique that produces a priority of managerial attention for the customer satisfaction. This study attempted to compare various different approaches of IPA such as direct and indirect measurement of importance, and traditional four quadrants grid model and diagonal grid model of IPA. Data on 17 inpatient service quality attributes were collected from 234 inpatients of a general hospital. Eight IPA grids were produced to compare the result of each model. Based on the study results the strength and weakness of each model were discussed, and a set of recommendations for practical application of the IPA in hospital settings was suggested.

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Determination of Priority for Improvement Using the Theory of Two-dimensional Quality (품질의 이원론을 이용한 개선의 우선순위 결정)

  • Song, Hae Geun
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.36 no.1
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    • pp.70-77
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    • 2013
  • The theory of two-dimensional quality, in particular, the Kano model that is developed by the analogy with the M-H theory, has been applied in various industry fields for more than three decades. Importance-Performance Analysis (IPA) assumes that the degree of physical fulfilment of quality attributes and the satisfaction of that attribute is linear, and therefore, it is applicable to the traditional one-dimensional attribute, not other quality types defined in the Kano's model such as attractive or must-be attribute. To solve this problem, the current study suggests a new importance-satisfaction analysis using a modified IPA in accordance with the three quality types and a diagonal method introduced by Slack (1999) to determine improvement priority. For this, I investigated 19 smartphone's quality attributes and conducted a survey of 334 university students for the results of Kano's model, which adopted from Song and Park (2012)'s study, and the importance/satisfaction of the quality attributes and the results of the priority for improvement of the 19 quality attributes. The results show that the proposed I-S priority model is better than the conventional IPA based on the comparison results of determination coefficient from the regression analysis of the two models.