• 한국정보시스템학회지:정보시스템연구
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• 제30권2호
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• pp.105-126
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• 2021

Purpose The purpose of this study is to implement a optimal machine learning model about the cancellation prediction performance in car sales business. It is to apply the data set of accumulated contract, cancellation, and sales information in sales support system(SFA) which is commonly used for sales, customers and inventory management by imported car dealers, to several machine learning models and predict performance of cancellation. Design/methodology/approach This study extracts 29,073 contracts, cancellations, and sales data from 2015 to 2020 accumulated in the sales support system(SFA) for imported car dealers and uses the analysis program Python Jupiter notebook in order to perform data pre-processing, verification, and modeling that is applying and learning to Machine learning model after then the final result was predicted using new data. Findings This study confirmed that cancellation prediction is possible by applying car purchase contract information to machine learning models. It proved the possibility of developing and utilizing a generalized predictive model by using data of imported car sales system with machine learning technology. It can reduce and prevent the sales failure as caring the potential lost customer intensively and it lead to increase sales revenue by predicting the cancellation possibility of individual customers.

• 한국멀티미디어학회논문지
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• 제24권1호
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• pp.146-154
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• 2021

Conspicuous consumption is often investigated in Korea and consumers purchase a product to publicly display economic power or social status. The existing studies argue that brand loyalty and luxury brand preferences escalate conspicuous consumption, and it is important to identify different visual perception to understand irrational consumers' behavior. Car emblem as brands' visual identity represents the brand's image, mission and message. Irrational consumers thus are expected have different visual perception to the emblem or logo. To understand the impact of irrational consumer behavior on visual perception, this study explored how brand loyalty and luxury brand preferences impact on the visual perception of car emblems between Korean domestic brand and imported brand. This study used eye tracking technology to measure the respondents' attention on an emblem of the cars. Eye tracking tools analyze fixations and measure the attention on a specific area of interests (AOI). This study explored the maintaining time and frequency on AOI, as well as explored the size of pupil to identify the respondents' attention on the AOI. In this experiment, the logos of domestic cars (i.e., Hyundai and Kia) and foreign cars (i.e., Mercedes-Benz and BMW) were swapped to see how irrational consumer behavior impact on visual perception of car emblem.

• 한국산학기술학회논문지
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• 제19권12호
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• pp.118-127
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• 2018

본 연구의 목적은 폭발적 성장을 하고 있는 한국 수입 자동차 시장의 구매요인을 선행연구에서 규명된 명품소비요인을 통해 만족, 행동의도, 추천의도간의 관계를 파악하는 것이다. 연구결과를 요약하면 명품소비요인인 브랜드 품질, 유행, 자기과시, 매장분위기가 독립변수로 종속변수인 만족에 정(+)의 영향을 미치는 것으로 나타났고, 독립변수들은 행동의도에 정(+)의 영향을 미쳤다. 다만 매장분위기는 영향을 미치지 않는 것으로 나타났다. 만족은 행동의도에 강한 정(+)의 영향관계를 나타냈다. 또한 행동의도는 추천의도에 정(+)의 영향을 주는 것으로 나타나 연구가설은 채택 되었다. 연구결과를 해석하면 소비자들은 수입차 구매 시 심리적 요인에 상당한 영향을 받고, 재구매나 타인에게 추천할 때에도 소비자들은 심리적 요인을 중요하게 인식하는 것이다. 이번 연구의 이론적 시사점은 수입자동차 소비요인을 기존의 명풍소비요인을 이용해 실증분석한 것이다. 실무적 시사점은 수입차 실무자들에게 마케팅 전략의 근거를 제시한 것이다. 수입차 시장에서 품질과 서비스에 관한 연구는 많지만 심리적 선택요인에 관한 연구는 부족하기에 이번 연구결과가 이론적 실무적 가치를 가진다.

• 산업경영시스템학회지
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• 제43권4호
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• pp.93-106
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• 2020

This research explores how imported automobile companies can develop their strategies to improve the outcome of their recalls. For this, the researchers analyzed patterns of recall demand, classified recall types based on the demand patterns and examined response strategies, considering plans on how to procure parts and induce customers to visit workshops, recall execution capacity and costs. As a result, recalls are classified into four types: U-type, reverse U-type, L- type and reverse L-type. Also, as determinants of the types, the following factors are further categorized into four types and 12 sub-types of recalls: the height of maximum demand, which indicates the volatility of recall demand; the number of peaks, which are the patterns of demand variations; and the tail length of the demand curve, which indicates the speed of recalls. The classification resulted in the following: L-type, or customer-driven recall, is the most common type of recalls, taking up 25 out of the total 36 cases, followed by five U-type, four reverse L-type, and two reverse U-type cases. Prior studies show that the types of recalls are determined by factors influencing recall execution rates: severity, the number of cars to be recalled, recall execution rate, government policies, time since model launch, and recall costs, etc. As a component demand forecast model for automobile recalls, this study estimated the ARIMA model. ARIMA models were shown in three models: ARIMA (1,0,0), ARIMA (0,0,1) and ARIMA (0,0,0). These all three ARIMA models appear to be significant for all recall patterns, indicating that the ARIMA model is very valid as a predictive model for car recall patterns. Based on the classification of recall types, we drew some strategic implications for recall response according to types of recalls. The conclusion section of this research suggests the implications for several aspects: how to improve the recall outcome (execution rate), customer satisfaction, brand image, recall costs, and response to the regulatory authority.

• 산업경영시스템학회지
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• 제41권4호
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• pp.146-159
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• 2018

This study analyzed what premium features significantly affect customer satisfaction and their recommendation, and what factors significantly affect product attributes. In the process, first, the loyalty program and the customer compensation program were studied to determine the impact of the customer satisfaction and recommendation. The study analyzed that quality and design of product properties had significant effects on all factors, but the brand was not significantly affected. Second, while superiority, differentiation and scarcity of luxury items are significant to customer satisfaction but superiority is only significant in relation to recommendation intention. Third, the preceding study shows that the customer compensation program has a significant impact on sales growth, but the study found that it was not for imported luxury car customers. Fourth, if the royalties program is low in awareness, it has been analyzed that the scarcity and customer satisfaction relationships among luxury goods have been adjusted. On the contrary, if there is a high level of awareness, it is analyzed that there is a control effect customer satisfaction and differentiation among luxury brands. In the conclusion, in order to satisfy customers at the import luxury car market, the differentiation of luxury goods by standard index must be strengthened and the brand must be strengthened among the attributes of the product. In addition, by raising awareness of the royalties program, the relationship between differentiation and customer satisfaction can be enhanced.

• Asia Marketing Journal
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• 제12권4호
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• pp.183-201
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• 2011

아주캐피탈의 경우에는 M&A 이후에 사용된 브랜드 전략은 두 회사 브랜드 중에서 하나의 브랜드만을 사용하는 단일 브랜드(one brand) 전략을 사용하는 것으로 결정하였다. 이를 위해서 M&A 이후에도 충분한 브랜드 이전 기간을 가지면서 기존의 대우캐피탈과 관련된 마케팅 하부구조(infrastructure)를 이전시키는 작업을 효과적으로 진행하였다. 흡수합병과정에서 아주캐피탈은 피 합병브랜드인 대우캐피탈을 우선적으로 사용하고 이전 단계를 거쳐서 아주캐피탈로 단일 브랜드로 운용하는 전략을 결정하였다. 즉 대우캐피탈이 아주그룹에 편입된 시기는 2005년이지만 적절한 때 사명을 바꿔 '대우'의 긍정적 브랜드 이미지를 이어가면서 '아주'의 론칭효과를 극대화했다. 이를 위해서 아주캐피탈은 조심스럽고 정교한 브랜드 이전전략을 수립하였다. 1) 대우캐피탈의 개별 상품 브랜드 "내게론" 강화를 통한 브랜드 연결화(Brand bridge) 전략 2) 고객에 대한 고객만족의 강화를 통한 아주캐피탈의 브랜드 이미지 구축 3) 아주 캐피탈 브랜드 단일화 단계 (2009년 9월-현재)를 거쳐 브랜드 이전 작업을 완성하였다. 현재 아주캐피탈 영업부문은 전문화를 통해 질적 성장을 구현하고 있다. 기존에 한 지점에서 여러 상품을 취급하던 것을 각 상품별로 전문화해 체계적인 양질의 영업 포트폴리오를 구축한다는 전략이다. 2009년에는 강남 지역에 수입차 전문 지점을 오픈했고 중고차는 6개의 전문 지점으로 확대했다. 아울러 개인신용대출 '내게론'의 영업지점을 3개에서 11개로 대폭 확대하기도 했다. 최근에는 주력인 오토금융 외에도 개인 및 기업금융에 활력을 불어 넣을 것으로 기대하고 있다.