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중고의류와 중고명품 구매 관련 언론 보도 빅데이터 분석: 텍스트마이닝을 활용한 사회적 인식과 현황 파악

Big Data Analysis of News on Purchasing Second-hand Clothing and Second-hand Luxury Goods: Identification of Social Perception and Current Situation Using Text Mining

  • 유화숙 (울산대학교 의류학전공)
  • Hwa-Sook Yoo (Department of Clothing & Textiles, University of Ulsan)
  • 투고 : 2023.10.16
  • 심사 : 2023.11.10
  • 발행 : 2023.11.30

초록

This study was conducted to obtain useful information on the development of the future second-hand fashion market by obtaining information on the current situation through unstructured text data distributed as news articles related to 'purchase of second-hand clothing' and 'purchase of second-hand luxury goods'. Text-based unstructured data was collected on a daily basis from Naver news from January 1st to December 31st, 2022, using 'purchase of second-hand clothing' and 'purchase of second-hand luxury goods' as collection keywords. This was analyzed using text mining, and the results are as follows. First, looking at the frequency, the collection data related to the purchase of second-hand luxury goods almost quadrupled compared to the data related to the purchase of second-hand clothing, indicating that the purchase of second-hand luxury goods is receiving more social attention. Second, there were common words between the data obtained by the two collection keywords, but they had different words. Regarding second-hand clothing, words related to donations, sharing, and compensation sales were mainly mentioned, indicating that the purchase of second-hand clothing tends to be recognized as an eco-friendly transaction. In second-hand luxury goods, resale and genuine controversy related to the transaction of second-hand luxury goods, second-hand trading platforms, and luxury brands were frequently mentioned. Third, as a result of clustering, data related to the purchase of second-hand clothing were divided into five groups, and data related to the purchase of second-hand luxury goods were divided into six groups.

키워드

참고문헌

  1. Armstrong, C. M., Niinimaki, K., Kujala, S., Karell, E., & Lang, C. (2015). Sustainable product-service systems for clothing: Exploring consumer perceptions of consumption alternatives in Finland. Journal of Cleaner Production, 97, 30-39. https://doi.org/10.1016/j.jclepro.2014.01.046 
  2. Armstrong, C. M., Niinimaki, K., Lang, C., & Kujala, S. (2016). A use oriented clothing economy? Preliminary affirmation for sustainable clothing consumption alternatives. Sustainable Development, 24(1), 18-31. https://doi.org/10.1002/sd.1602 
  3. Bazaar. (2022, November 30). The heyday of used luxury goods. Bazaar. Retrieved November 1, 2023, from https://www.harpersbazaar.co.kr/article/72821 
  4. Bianchi, C., & Birtwistle, G. (2010). Sell, give away, or donate: An exploratory study of fashion clothing disposal behaviour in two countries. The International Review of Retail, Distribution and Consumer Research, 20(3), 353-368. https://doi.org/10.1080/09593969.2010.491213 
  5. Cervellon, M. C., Carey, L., & Harms, T. (2012). Something old, something used: determinants of women's purchase of vintage fashion vs. second-hand fashion. International Journal of Retail & Distribution Management, 40, 956-974. https://doi.org/10.1108/09590551211274946 
  6. Charbonneau, J. S. (2008). Social responsibility and women's acquisition of secondhand clothing (Unpublished Doctoral dissertation). Colorado State University, Colorado. USA. 
  7. Cheon, O. H. (2022, August 10). The world changed by the Junggonara, Carrot market, and Bungaejangter. UPDOWNNEWS. Retrieved June 25, 2023, from http://www.updownnews.co.kr/news/articleView.html?idxno=302291 
  8. Cho, A. R., Shin, H. J., & Kim, J. C. (2015). A study on the improvement of online secondhand-goods transaction. Journal of Information Technology Services, 14 (10), 69-83. https://doi.org/10.9716/KITS.2015.14.1.069 
  9. Cho, K. H. (2022 July 17). Scary prices...Buy only necessities, and search the "Refurbished" for home appliance. Nocutnews. Retrieved October 30, 2023, from https://www.nocutnews.co.kr/news/5787936 
  10. Choi, H. J., Han, S. L., & Jang, Y. Y. (2021). The effect of consumption value on purchasing intention of second-hand clothes: Moderating effects of impulsive buying tendency and nostalgia tendency. Journal of Product Research, 39(3), 21-30. http://doi.org/10.36345/kacst.2021.39.3.003 
  11. Choi, Y. R. (2022, November 7). Naver, the background of "3.4 trillion investment" only for used and resell platforms is. Asiagyungje. Retrieved November 1, 2023, from https://view.asiae.co.kr/article/2022110410454486591 
  12. Choo, T. G., & Park, H. H. (2013). The effect of consumption value on attitude and repurchase intention of secondhand fashion goods-The moderating role of self-confidence in fashion coordination-. Journal of the Korean Society of Clothing and Textiles, 37 (4), 618-630. https://doi.org/10.5850/JKSCT.2013.37.4.618 
  13. Dutra, M. M. A., de Almeida, S. O., Bollick, L. C., & Bragagnolo, G. (2019). Second-hand fashion market: Consumer role in circular economy. Journal of Fashion Marketing and Management, 23(3), 382-395. DOI : 10.1108/JFMM-07-2018-0099 
  14. Farrant, L., Olsen, S. I., & Wangel, A. (2010). Environmental benefits from reusing clothes. International Journal of Life Cycle Assessment, 15, 726-736. https://doi.org/10.1007/s11367-010-0197-y 
  15. Gong, Z. C., Park, S. S., & Wang, S. H. (2021). A study on chinese consumers' use characteristics on second-hand trading platform: Focused on idle fish(Xianyu). Journal of International Area Studies, 25(2), 251-280. http://doi.org/10.18327/jias.2021.4.25.2.251c 
  16. Guiot, D., & Roux, D. (2010) A second-hand shoppers' motivation scale: antecedents, consequences and implications for retailers. Journal of Retailing, 86, 355-371. https://doi.org/10.1016/j.jretai.2010.08.002 
  17. Hwang, E. S. (2022, February 15). They sell used clothes in department stores? Distributor's War of 'Serving Used'. Weekly Chosun. Retrieved July 1, 2023, from http://weekly.chosun.com/news/articleView.html?idxno=18905 
  18. Huh, K. O. (2004). The effect of eonsumers' environmental conservation behavior on the purchase of pro-environmental and used products. Journal of the Korean Home Economics Association, 42(9), 85-97. 
  19. Jang, S. B. (2016). The relationship between national curriculum deliberation, policy framing, and media: A case study of the 2015 national mathematics curriculum reform. The Journal of Curriculum Studies, 34(1), 29-49. UCI : I410-ECN-0102-2017-370-000074179  10-ECN-0102-2017-370-000074179
  20. Jang, Y. Y., Choi, H. J., Ofori, H., & Han, S. L. (2022). Effects of consumption values of secondhand clothes on evaluation criteria and purchase intention: Cross-national comparisons of Korean and Ghanaian consumers. International Business Education Review, 19(3), 1-22. https://doi.org/10.38115/asgba.2022.19.3.1 
  21. Jeon, H. J., & Ahn, C. K. (2016). A study on eecognition of model for non-face channel growth of insurance company using social network analysis and hierarchical linear model. Korean Insurance Journal, 105, 1-28. http://dx.doi.org/10.17342/KIJ.2016.105.1 
  22. Jiang, C. X. (2022). A study on the structural relationship among the characteristics of second-hand luxury good trading platforms, trust, and the intention to use (Unpublished master's thesis). Kyung Hee University, Seoul, Korea. 
  23. Jung, S. K. (2023, June 26). "I like what other people used to wear" MZ to buy clothes in line...Department stores also open secondhand stores. Maeilgyungje, Retrieved November 7, 2023, from https://www.mk.co.kr/news/business/10769056 
  24. Kang, Y. H., & Oh, S. H. (2010, July 8). 10 years of Gucci 'Like New'... The mending company is busy. Hankookgyungje. Retrieved November 5, 2023, from https://www.hankyung.com/article/2010070858591 
  25. Kim, D. E. (2022, January 16). "Experience rather than ownership" distributor resell market surges, Why?. Aju Korea Daily. Retrieved July 5, 2023, from https://www.ajunews.com/view/20220114133553977 
  26. Kim, D. H., & Kim, M. S. (2013). Perception, purchase behaviors of and the buying motives toward secondhand clothing products. The Research Journal of the Costume Culture, 21(3), 324-337. https://doi.org/10.7741/rjcc.2013.21.3.324 
  27. Kim, H. B., & Lee, H. K. (2022). Changes in the perception of secondhand fashion consumption in the post-pandemic era. Fashion & Textile Research Journal, 24 (1), 66-80. https://doi.org/10.5805/SFTI.2022.24.1.66 
  28. Kim, H. S. (2019). The effect of consumption value of shopping secondhand clothes online on continuance usage intention of purchased item-The moderating effect of gender and age-. Journal of the Korean Society of Design Culture, 25(4), 91-104. https://doi.org/10.18208/ksdc.2019.25.4.91 
  29. Kim, H. R., Shin, H. W., Rhee, J. U., O, S. H., & Kim, T. I. (2004). The study on consumer in second hand luxury market. Journal of Fashion Business, 8(2), 15-25. https://doi.org/G704-001042.2004.8.2.008  1042.2004.8.2.008
  30. Kim, J. M. (2021). The effect of used goods trade APP users' usage motivation on purchase intention and repurchase intention-Focusing on the carrot market users. Journal of Communication Design, 74, 8-18. https://doi.org/10.25111/jcd.2021.74.01 
  31. Kim, K. M. (2017). The effect on the cstomer's satisfaction and loyalty to purchase motivations of used-luxury goods (Unpublished master's thesis). Ewha Womans University, Seoul, Korea. 
  32. Kim, S. A. (2023, May 23). The salty tech 'used transaction' brought about by the end of ownership. BIZ.HANKOOK. Retrieved June 9, 2023, from http://www.bizhankook.com/bk/article/25683 
  33. Kim, S. H. (2022, November 28). Now, the used clothes market is the trend..Increasing value consumption for the environment. CIVICnews. Retrieved July 15, 2023, from http://www.civicnews.com/news/articleView.html?idxno=34652 
  34. Ko, E. J. (2022). Purchase motives of preloved luxury fashion (Unpublished master's thesis). Hanyang University, Seoul, Korea. 
  35. Kostat. (2023). Annual Consumer Price Trends 2022. Kostat. Retrieved October 31, 2023, from https://www.kostat.go.kr/board.es?mid=b70203010000&bid=213&act=view&list_no=422823 
  36. Lang, C., Armstrong, C. M., & Brannon, L. A. (2013) Drivers of clothing disposal in the US: An exploration of the role of personal attributes and behaviors in frequent disposal. International Journal of Consumer Studies, 37, 706-714. https://doi.org/10.1111/ijcs.12060 
  37. Lee, C. W. (2021). Analysis of change in support issues for the realize educational equity for students with disabilities (Unpublished master's thesis). Korea National University of Education, Chung-Buk, Korea. 
  38. Lee, J. A. (2022, August 3). From collecting used clothing to conditioning...The evolving 're-commerce platform' wings. Heraldgyungje. Retrieved November 1, 2023, from http://news.heraldcorp.com/view.php?ud=20220803000501 
  39. Lee, J. Y. (2011). Motives and behaviors for sales and purchase of second-hand luxury fashion brands (Unpublished master's thesis). Konkuk University, Seoul, Korea. 
  40. Lee, K. N., & Jeon, G. H. (2018). A study on improvement of used-goods market platform using blockchain. Journal of Digital Convergence, 16(9), 133-145. https://doi.org/10.14400/JDC.2018.16.9.133 
  41. Lee, S. H. (2021). The effects of individuals' style clarity and consumption values on clothing reuse intention from the perspective of the circular economy (Unpublished master's thesis). Konkuk University, Seoul, Korea. 
  42. Lee, S. H. (2023, June 16). Hanwha's limited edition trading platform 'Airstack' ends. ChonsunBiz. Retrieved July 28, 2023, from https://biz.chosun.com/distribution/channel/2023/06/16/B2CTYEVON5FYRGAYUTJCESRUCQ/ 
  43. Lee, S. H., & Cho, S. J. (2010, October 28). Luxury flea markets have grown beyond recognition. Seoulgyungje. Retrieved November 2, 2023, fromhttps://v.daum.net/v/20101028112919624?f=o 
  44. Lee, S. S. (2014). A content analysis of journal articles using the language network analysis methods. Journal of the Korean Society for Information Management, 31(4), 49-68. https://doi.org/10.3743/KOSIM.2014.31.4.049 
  45. Lee, T. K. (2020). Domestic research trend of internet of things based on keyword frequency and centrality analysis. The Journal of the Korea Contents Association, 20(12), 23-35. 
  46. Lin, Y. Z. (2021). A comparative study on the influence factors on the intention of continuous use of local-based and nationwide-based online second-hand trading platforms-focused on "Danggeun Market" and "Junggonara". (Unpublished master's thesis). Seoul National University, Seoul, Korea. 
  47. Min, K. H. (2022, December 2). Naver Cream will raise commission fee next year...Start to improve profitability on resell platform. Etnews. Retrieved September 29, 2023, from https://www.etnews.com/20221202000125 
  48. Na, K. J., Kwon, M. T., & Wang, X. C. (2021). A Study on second-hand luxury goods buying behaviors of chinese consumers in online stores. A Journal of Brand Design Association of Korea, 19(1), 283-292. https://doi.org/10.18852/bdak.2021.19.1.283 
  49. Park, H. H., & Choo, T. G. (2011). The comparison of consumer characteristics according to purchasing experience of secondhand fashion goods. Fashion & Textile research Journal, 13(6), 909-916. https://doi.org/10.5805/KSCI.2011.13.6.909 
  50. Park, K. E. (2020). A study on consumers' experience in C2C secondhand goods transaction (Unpublished master's thesis). Ewha Womans University, Seoul, Korea. 
  51. Park, M. J. (2015). The effect of consumer benefit and risk perception on secondhand baby products (Unpublished master's thesis). Seoul National University, Seoul, Korea. 
  52. Park, S. A., Park, J. O., & Lee, J. Y. (2014). The influence of environmental consciousness and socially responsible clothing consumption attitude on perceived consequences of fast fashion. The Research Journal of the Costume Culture, 22(2), 225-239. https://doi.org/10.7741/rjcc.2014.22.2.225 
  53. Park, Y. J., Lee, B. S., Kim, B. S., & Lee, A. R. (2017). Factors influencing online secondhand-good repurchase intention at "Junggonara" from cost-benefit perspective. The e-Business Studies, 18(1), 123-140. https://doi.org/10.20462/TeBS.2017.02.18.1.123 
  54. Pavlou, P. A., Liang, H., & Xue, Y. (2007). Understanding and mitigating uncertainty in online exchange relationships: A principal-agent perspective. MIS Quarterly, 105-136. 
  55. Perry, A., & Chung, T. (2016). Understand attitude-behavior gaps and benefit-behavior connections in Eco-Apparel. Journal of Fashion Marketing and Management, 20(1), 105-119. https://doi.org/10.1108/JFMM1 
  56. Reiley, K., & DeLong, M. (2011). A consumer vision for sustainable fashion practice. The Journal of Design, Creative Process & the Fashion Industry, 3 (1), 63-83. https://doi.org/10.2752/175693811X12925927157054 
  57. Roux, D., & Guiot, D. (2008). Measuring second-hand shopping motives, antecedents and consequences. Recherche et Applications en Marketing, 23, 64-84. https://doi.org/10.1177/205157070802300404 
  58. Schultz, P. W., Gouveia, V. V., Cameron, L. D., Tankha, G., Schmuck, P., & Franvek, M. (2005). Values and their relationship to environmental concern and conservation behavior. Journal of Cross-Cultural Psychology, 36, 457-475. https://doi.org/10.1177/0022022105275962 
  59. Seok, H. J., & Kim, I. S. (2005). Attitudes inward clothing and green store usage, followed by green store user's consciousness of the environment. Journal of the Korean Home Economics Association, 43(6), 171-182. 
  60. Seoulgyungje (2010, October 28). Used luxury market "I don't envy department stores". Seoulgyungje. Retrieved November 1, 2023, from https://sedaily.com/NewsView/1HLNHC8J4E 
  61. Shin, E. J., & Koh, A. R. (2021). A Study on the changes in consumer perceptions of the relationship between ethical consumption and consumption value: Focusing on analyzing ethical consumption and consumption value keyword changes using big data. Human Ecology Research, 59(2), 245-259. http://doi.org/10.6115/fer.2021.01 
  62. Shin, Y. S. (2022, October 24). Will the used fashion and fashion industry be a new future.. What's the task?. Straightnews. Retrieved November 2, 2023, from https://www.straightnews.co.kr/news/articleView.html?idxno=218584 
  63. Song, J. S. (2011, June 22). Exploration - "Dreamsham", a used luxury shop. localnaeil. Retrieved November 2, 2023, from https://www.localnaeil.com/News/View/477397 
  64. Song, Y. J. (2020). The influence of heuristic-systematic information processing leads on perceived risk and transaction intentions in online used goods transactions. Journal of Consumer Policy Studies, 51(1), 51-77. https://doi.org/10.15723/jcps.51.1.202004.51 
  65. Sung, Y. J. (2023, February 24). Eco-friendly, growing second-hand clothing market...Fast fashion companies at a crossroads. The Chosun Ilbo. Retrieved September 11, 2023, from https://www.chosun.com/economy/weeklybiz/2022/07/14/JZRZSEF6ZFE6JOGAJG3TMXRABY/?utm_source=naver&utm_medium=referral&utm_campaign=naver-news 
  66. Textom. (2023). Textom SV manual. Textom. Retrieved September 29, 2023, from https://console.textom.co.kr/analyze/5327/D 
  67. Xu, Y., Chen, Y., Burman, R., & Zhao, H. (2014). Second-hand clothing consumption: A cross-cultural comparison between American and Chinese young consumers. International Journal of Consumer Studies, 38(6), 670-677. http://doi.org/10.1111/ijcs.12139 
  68. Yoo, H. J. (2006). Investigation into consumers' shopping experiences in internet used-item markets - Focused on I-baby -. Human Ecology Research, 44(4), 175-190. UCI: I410-ECN-0102-2009-590-000442889 
  69. Yoo, J. Y. (2022. June 6). The magic of the dress she wore…The Cannes red carpet has become a "green carpet." The JoongAng. Retrieved November 1, 2023, from https://www.joongang.co.kr/article/25076935 
  70. Yoo, M. I., & Ahn, H. J. (2001). A study on the recycling of clothing behavior. Journal of Consumption Culture, 4(1), 107-126. 
  71. Yu, Y. L., & Baek, S. G. (2016). Issue analysis of the related mass media's news articles on the 2015 revised national curriculum using automated text analysis. The Journal of Curriculum and Evaluation, 19(3), 127-156. UCI : G704-001275.2016.19.3.003  https://doi.org/10.29221/jce.2016.19.3.127
  72. Zervas, G., Proserpio, D., & Byers, J. W. (2017). The rise of the sharing economy: Estimating the impact of Airbnb on the hotel industry. Journal of Marketing Research, 54 (5), 687-705. https://doi.org/10.1509/jmr.15.0204