• Title/Summary/Keyword: Consumer's Choice

Search Result 274, Processing Time 0.028 seconds

Utilizing Case-based Reasoning for Consumer Choice Prediction based on the Similarity of Compared Alternative Sets

  • SEO, Sang Yun;KIM, Sang Duck;JO, Seong Chan
    • The Journal of Asian Finance, Economics and Business
    • /
    • v.7 no.2
    • /
    • pp.221-228
    • /
    • 2020
  • This study suggests an alternative to the conventional collaborative filtering method for predicting consumer choice, using case-based reasoning. The algorithm of case-based reasoning determines the similarity between the alternative sets that each subject chooses. Case-based reasoning uses the inverse of the normalized Euclidian distance as a similarity measurement. This normalized distance is calculated by the ratio of difference between each attribute level relative to the maximum range between the lowest and highest level. The alternative case-based reasoning based on similarity predicts a target subject's choice by applying the utility values of the subjects most similar to the target subject to calculate the utility of the profiles that the target subject chooses. This approach assumes that subjects who deliberate in a similar alternative set may have similar preferences for each attribute level in decision making. The result shows the similarity between comparable alternatives the consumers consider buying is a significant factor to predict the consumer choice. Also the interaction effect has a positive influence on the predictive accuracy. This implies the consumers who looked into the same alternatives can probably pick up the same product at the end. The suggested alternative requires fewer predictors than conjoint analysis for predicting customer choices.

Consumer Choice Model in No-frills Airline Industry

  • Ha, Hong Youl
    • Asia-Pacific Journal of Business
    • /
    • v.1 no.2
    • /
    • pp.23-46
    • /
    • 2010
  • Despite the explosive growth of no-frill airline industry, very little is known about how consumers make purchase decision in such settings. Today's airline industry requires choice models consistent with consumers' true preference sets. This study used conjoint analysis to identify these ideal choice models. 38 percent of the subjects were found to use compensatory and 62 percent non-compensatory models. Our findings suggest a need to base choice-making promotions on ideal choice models if the promotion is to lead consumers to decisions consistent with true preferences.

  • PDF

The Influence of the Number of Alternatives and Product Familarity on Consumer Purchase Decisions (선택대안의 수와 소비자의 제품에 대한 친숙도가 점포 내 구매결정에 미치는 영향)

  • Ha, Hwan-Ho;Hyun, Jung-Suk
    • Journal of Distribution Research
    • /
    • v.11 no.2
    • /
    • pp.97-122
    • /
    • 2006
  • A common assumption in marketing channel is that assortment benefits consumers. Recent research, however, has suggested that increasing the size of the choice set may have adverse consequences on the consumer choice. This research is to identify several factors that could affect the consumer choice in the context of product assortment. Especially, this research focus on the influence of the number of alternatives on the likelihood of purchase from the choice set. The preference for the no-choice option decreases as the number of alternatives increases. And it becomes higher when a dominating alternatives is present. And familiarity are considered as a factor affecting consumer's preference for a no-choice option. When a dominating alternatives is present, there is a positive and significant interaction between familarity and choice set size. It concludes with a discussion of the implications of the research findings and directions for future research.

  • PDF

A consumer perception for the safety of imported chinese food : the place of origin or environmental-friendliness of the raw bean? (중국산 수입식품 안전성에 대한 소비자 인식 - 원료 콩의 원산지인가 친환경성인가? -)

  • Choi, Se-Hyun;Gim, Uhn-Soon;Lee, Hyun-Ju;Cho, Jae-Hwan
    • Korean Journal of Agricultural Science
    • /
    • v.38 no.2
    • /
    • pp.361-368
    • /
    • 2011
  • This study aims to examine the consumer preference for packaged bean curd that takes a growing public interest. Specifically, this study tried to examine which is more important - the place of origin of the raw bean or the environmental-friendliness of the raw bean. Surveys were conducted to obtain information, such as the consumer evaluation for food safety on imported food products from China and the consumer perception of Chinese organic food products, Using the binary probit model, the relationship between consumer's choice of packaged bean curd and potentially important factors that can affect the consumer's choice was analyzed. A summary of this research and some policy implications follow. The results of this study can be used as the basic guideline as to how to extend the safety of imported food products, in general, and how to further develop the packaged bean curd industry in Korea, in particular.

A study on apparel purchaser's information search and purchase channel choice in a multichannel retailing environment (다채널 유통환경에서 의류제품 구매자들의 정보원이용과 구매채널 선택)

  • Chae, Jin Mie
    • Journal of the Korea Fashion and Costume Design Association
    • /
    • v.22 no.2
    • /
    • pp.1-18
    • /
    • 2020
  • The purpose of this study is to investigate the consumers' characteristics in terms of information source usage and purchase channel choice focusing on apparel purchasers in the multichannel retailing environment. The specific research objects are as follows: analyzing consumer's information source usage and purchase channel choice when buying their own clothing, examining the differences of consumers' characteristics according to the groups who are classified by their information source usages, and examining the differences of consumers' characteristics according to the purchase channel choice. The data was collected from adults over 20 years of age who had bought their own clothing within the last year. The questionnaire was carried out during September 2019, using a professional internet research panel, and 490 useful data sets were analyzed by utilizing descriptive statistics, factor analysis, reliability analysis, chi-squared test, ANOVA and a Duncan-test using SPSS 21.0. The findings showed that there were also significant differences of consumers' characteristics which included age, gender, monthly clothing expenditure, purchase price, shopping value and perceived risk according to the consumer's information source usage and their purchase channel choice.

Using Choice-Based Conjoint Analysis to Determine Smartphone Choice - a Student's Perspective

  • Baganzi, Ronald;Shin, Geon-Cheol;Wu, Shali
    • Journal of Information Technology Applications and Management
    • /
    • v.24 no.4
    • /
    • pp.93-115
    • /
    • 2017
  • The ability of smartphones to facilitate various services like mobile banking, e-commerce and mobile payments has made them part of consumers' lives. Conjoint analysis (CA) is a marketing research approach used to assess how consumers' preferences for products or services develop. The potential applications of CA are numerous in consumer electronics, banking and insurance services, job selection and workplace loyalty, consumer packaged goods, and travel and tourism. Choice-Based Conjoint (CBC) analysis is the most commonly used CA approach in marketing research. The purpose of this study is to utilise CBC analysis to investigate the relative importance of smartphone attributes that influence consumer smartphone preference. An experiment was designed using Sawtooth CBC Software. 326 students attempted the online survey. Utility values were derived by Hierarchical Bayes (HB) estimation and used to explain consumers' smartphone preferences. All the six attributes used for the study were found to significantly influence smartphone preference. Smartphone brand was the most important, followed by the price, camera, RAM, battery life, and storage. This study is one of the first to use Sawtooth CBC analysis to assess consumer smartphone preference based on the six attributes. We provide implications for the development of new smartphones based on attributes.

A Study on Consumer Behavior of the Oriental Students Regarding Clothing purchase at Texas State of The United States (재미 동 남부 아시아계 유학생의 의류구매 행동에 관한 연구)

  • 계선자
    • Journal of Families and Better Life
    • /
    • v.3 no.1
    • /
    • pp.35-49
    • /
    • 1985
  • The Purpose of the study is to identify some factors affecting the consumer behavior of the Oriental students in the United States and provide some basic information for desirable consumer skills. The ninety subjects ere collected form the Oriental groups who were studying in Denton, Texas, U.S.A. Data were analyzed by frequency, percentage, mean, X2-test. The results are as follows: 1) There are significant similarities in the consumer behavior of the Oriental students regarding the information source, the preferred type of clothing, the factors affecting the choice of retail store, and the satisfaction after the clothing purchase. 2) There are some differences in the consumer behavior among three groups regarding expenditures of the purchase of clothing and the preferred choice of retail store. This study concludes that the Oriental students tend to: 1) adjust their life style to new situation ; 2) avoid their conflicts dur to the language barrier; 3) have a limited income to stay in the USA; and 4) have their own social acceptability based on their nationality.

  • PDF

New Design of Choice Sets for Choice-based Conjoint Analysis

  • Kim, Bu-Yong
    • The Korean Journal of Applied Statistics
    • /
    • v.25 no.5
    • /
    • pp.847-857
    • /
    • 2012
  • This article is concerned with choice-based conjoint analysis versus rating-based and ranking-based conjoint analysis. Choice-based conjoint analysis has a definite advantage in that the respondent's task of choosing the most preferred profile from several competing profiles adequately mimics consumer marketplace behavior. It is crucial to design the choice sets appropriate for the choice-based conjoint. Thus, this article suggests a new method to design the choice sets that are well-balanced. It augments the balanced incomplete block design and then obtains the dual design of the result to accommodate various numbers of profiles. In consequence, the choice sets designed by the new method have the desirable characteristics that each profile is presented to the same number of respondents, and pairs of any two distinct profiles occur together in the same number of choice sets. The balancing of the design increases the efficiency of the conjoint analysis. In addition, the pair-comparison scheme can improve the quality of data through the identification of contradictory responses.

A Study on the Effects of Consumer Satisfaction on Loyalty According to Involvement - Focused on the Gas Station Service - (서비스 관여도에 따른 소비자 만족이 충성도에 미치는 영향 - 주유소 서비스를 중심으로 -)

  • Lee, A-Reum;Huh, Eun-Jeong;Jeon, Hyung-Ran
    • Korean Journal of Human Ecology
    • /
    • v.21 no.2
    • /
    • pp.241-256
    • /
    • 2012
  • Gas station consumers have become increasingly conscious of expanding choices and service options available at retail outlets. The purpose of this study was to determine key factors in customer choice of gas / service stations. This study seeks to identify key the relationship between socio-demographical variables and consumer choice, and consumer satisfaction and loyalty associated with gas / service station usage. The research instrument comprised of a questionnaire in the form of an on-line survey that was administered during November, 2010. A Total of 1,000 questionnaires were used in the final analysis. The collected data were treated with SPSS Windows 18.0 and analyzed in for frequency, percentage, mean, standard deviation, pearson's correlation analysis, and multiple regression analysis. The results of were as following: First, there was a strong positive relationship between involvement, satisfaction, loyalty of gas station service. Second, satisfaction was significantly affected by involvement, the frequency of gasoline purchases, the information route and customer's occupation. Third, loyalty was significantly affected by consumer satisfaction, involvement, frequency of gasoline purchases, information route and customer's occupation.

The Impact of Cause Diversity and Fit on Purchase Intention According to Choice of Cause (공익 선택에 따라 공익 다양성과 적합성이 구매의도에 미치는 영향)

  • Shen, Xiangdong;Bae, Byungryul
    • The Journal of Industrial Distribution & Business
    • /
    • v.10 no.3
    • /
    • pp.35-44
    • /
    • 2019
  • Purpose - The purpose of this study is to empirically investigate the effect of choice of cause on the purchase intention by dividing it into the situation selected by the consumer and the company. This study also examines the moderating effect of cause options diversity and company-cause fit on the relationship between choice of cause and purchase intention. This will provide the theoretical information necessary to gain an in-depth understanding of the consumer's intention to purchase the cause-related marketing campaign, and in practice, it is expected that companies will be able to obtain useful information for effective planning and execution of the cause-related marketing campaign. Research design, date, and methodology - This study's survey was carried out on the college students of university located in Shandong, China. It was from November 4-11, 2018, and a total of 440 questionnaires were distributed, with 424 collected. Of them, effective questionnaires used in the final study were a total of 400 except 24 that couldn't be used. In this study, empirical analysis was done with frequency analysis, reliability analysis, analysis of variance and simple effect analysis by using Statistics Package SPSS 20.0. Results - The results are reported below: first of all, in the cause-related campaign consumers are more willing to buy the products when they are allowed to choice the focal cause of charity than when the company selects the cause of charity. Furthermore, the positive effect of allowing consumers to choice the cause of charity (vs. company choice) on purchase intentions is greater for high cause diversity to select. Finally, the positive effect of allowing consumers to choice the cause of charity (vs. company choice) on purchase intentions is greater when perceived fit between the company and the cause charity is low. Conclusions - This study extends the scope of the consumer perspective from consumer purchase intention research to the choice of cause in the cause-related marketing. When consumers select the cause, it would be better to provide the cause charity in diversifying selection and provide options for low fit between company and cause charity.