DOI QR코드

DOI QR Code

A Decade of Shifting Consumer Laundry Needs Through Text Mining Analysis

텍스트마이닝을 통한 10년간 소비자 세탁행동 요구의 변화

  • Habin Kim (Research Institute of Human Ecology, Seoul National University)
  • 김하빈 (서울대학교, 생활과학연구소)
  • Received : 2024.04.30
  • Accepted : 2024.05.18
  • Published : 2024.05.30

Abstract

In recent years, consumer clothing behaviors have undergone significant changes due to global phenomena such as climate change, pandemics, and advances in IT technology. Laundry behaviors closely connected to how consumers handle clothes and their clothing lifecycle have also experienced considerable transformations. However, research on laundry behavior has been limited despite its importance in understanding consumer clothing habits. This study employed text mining analysis of social data spanning the past decade to explore overall trends in consumer laundry behavior, aiming to understand key topics of interest and changes over time. Through LDA topic modeling analysis, nine topics were identified. They were grouped into subjects, targets, methods, and reasons related to laundry. Analyzing relative frequencies of keywords for each topic group revealed evolving consumer laundry behavior in response to societal changes. Over time, laundry behavior showed a dispersal of agents and locations, increased diversification of laundry targets, and a growing interest in various methods and reasons for doing laundry. This research sheds light on the broader context of laundry behavior, offering a more comprehensive understanding of consumer attitudes and perceptions than previous studies. It underscores the significance of laundry as a daily, socio-cultural aspect of our lives. Additionally, this study identifies changing customer values and suggests improvements and strategic branding for laundry services, providing practical implications.

Keywords

References

  1. Ajzen, I., & Fishbein, M. (1975). A bayesian analysis of attribution processes. Psychological Bulletin, 82(2), 261. doi:10.1037/h0076477
  2. Agostino, D., Arnaboldi, M., & Lema, M. D. (2021). New development: COVID-19 as an accelerator of digital transformation in public service delivery. Public Money & Management, 41(1), 69-72. doi:10.1080/09540962.2020.1764206
  3. Annaldewar, B. N., Jadhav, N. C., & Jadhav, A. C. (2021). Impact of COVID-19 on sustainability in textile & clothing sectors. Environmental Sustainability and Sustainable Development Goals, 93-116. doi:10.1007/978-981-16-3860-2_4
  4. Bae, J. S., Cho, E. Y., & Park, E. H.(2001). Behavior on clothes care of female consumers by lifestyle groups. Journal of the Korean Home Economics Association, 39(6), 1-13.
  5. Callon, M., Courtial, J. P., Turner, W. A., & Bauin, S. (1983). From translations to problematic networks : An introduction to co-word analysis. Social Science Information, 22(2), 191-235. doi:10.1177/053901883022002003
  6. Ceballos, D. M., Fellows, K. M., Evans, A. E., Janulewicz, P. A., Lee, E. G., & Whittaker, S. G. (2021). Perchloroethylene and dry cleaning: It's time to move the industry to safer alternatives. Frontiers in Public Health, 9, 638082. doi:10.3389/fpubh.2021.638082
  7. Cheewapattananukul, N., Saengnoree, A., & Deebhijarn, S. (2023). Laundry care products consumer loyalty: A structural equation model analysis. Journal of Namibian Studies: History Politics Culture, 34, 4575-4609.
  8. Cho, J. H.(2023. November 10). '한국패션시장 규모 2024년 51조 3천억'['Korean fashion market size: KRW 51.3 trillion in 2024']. ITNK, Retrieved April 10, 2024, from https://www.itnk.co.kr/news/articleView.html?idxno=72482
  9. Douglas, M. (2003). Ritual Uncleanliness. Culture: Critical Concepts in Sociology, (297). London: Routledge.
  10. Febriyan, A., & Putro, U. S. (2023, October). Effect influencing factor toward brand loyalty in online platform laundry service. In Conference Proceedings International Conference on Education Innovation and Social Science (pp. 650-656). Indonesia: OJS/PKP.
  11. Gatersleben, B., & Vlek, C. (1998). Household consumption, quality of life, and environmental impacts: A psychological perspective and empirical study. In A. J. M. Schoot Uiterkamp, & K. J. Noorman (Eds.), Green households? (pp. 141 - 183). London: Routledge.
  12. Godin, L., Laakso, S., & Sahakian, M. (2020). Doing laundry in consumption corridors: Wellbeing and everyday life. Sustainability: Science, Practice and Policy, 16(1), 99-113. doi:10.1080/15487733.2020.1785095
  13. Hadinata, T., Aima, H., & Syah, T. Y. R. (2023). Financial planning PT. Luxury indah jaya "premium laundry services". Journal of Social Science, 4(6), 2345-2445. doi:10.46799/jss.v4i6.723
  14. Han, J., Kang, J. H., & Lee, Y. J. (2021). 'O2O 세탁 서비스 이용자의 라이프스타일과 서비스 관련 지각 및 태도 분석'[Analysis of O2O laundry service users' lifestyle and service-related perceptions and attitudes]. In Conference Proceedings Korean Society of Consumer Studies, (pp. 87-92). Seoul: Korean Society of Consumer Studies.
  15. Hong, P., Ahn, N. Y., & Jung, E. (2023). Linkage role of ICT and big data in COVID-19: A case of Korea's digital and social communication practices. Journal of Information, Communication and Ethics in Society, 21(2), 161-180. doi:10.1108/jices-02-2022-0020
  16. Jack, T. (2013). Nobody was dirty: Intervening in inconspicuous consumption of laundry routines. Journal of Consumer Culture, 13(3), 406-421. doi:10.1177/1469540513485272
  17. Jelodar, H., Wang, Y., Yuan, C., Feng, X., Jiang, X., Li, Y., & Zhao, L. (2019). Latent dirichlet allocation (LDA) and topic modeling: Models, applications, a survey. Multimedia Tools and Applications, 78, 15169-15211. doi:10.1007/s11042-018-6894-4
  18. Jeon, M. J. (2023, Feburary 20). 옷이 일회용이 되어버린 시대, 패스트 패션에 대한 고찰[An era in which clothes have become disposable: a look at fast fashion]. Environmental News, Retrieved March 10, 2024 from https://www.fksm.co.kr/m/view.php?idx=61894&mcode=.
  19. Ju, J., & Shim, J. (2023). Analysis of washing needs of consumers using text mining : Focusing on Q&A from Naver's knowledge-in. Korean Journal of Human Ecology, 32(5), 609-620, doi:10.5934/kjhe.2023.32.5.609
  20. Kang, M. H. (2020). Influences of continuance intention and past behavior on active users' knowledge sharing continuance and frequency: Naver knowledge-in case. Knowledge Management Research, 21(3), 67-87. doi:10.15813/kmr.2020.21.3.004
  21. Kim, K. H. (2023). '가전에서 스마트 홈 솔루션으로, LG전자 'UP 가전 2.0' 공개'['From home appliances to smart home solutions, LG electronics unveils 'UP home appliances 2.0']. YONHAP NEWS. Retrieved March 10, 2024 from https://www.yna.co.kr/view/AKR20230725031200003?input=1195m
  22. Kim, M. S.(2024, April 03). '1인.맞벌이 가구'덕에 사상최대 실적 쓴 크린토피아[Cleantopia achieves record-high performance thanks to 'single-person and dual-income households']. News 1. Retrieved April 10, 2024 from https://www.news1.kr/articles/?5371444
  23. Kim, T. M. (2015). Study on the laundry behavior according to the number of household and the type of washer. The Research Journal of the Costume Culture, 23(6), 1082-1096.
  24. Koo, Y. S. (2023). Trend analysis on clothing care system of consumer from big data. The Korean Fashion and Textile Research Journal, 22(5), 639-649. doi:10.5805/sfti.2020.22.5.639
  25. Kostat (2023, December 12). 2023 통계로 보는 1인가구 [One-person household according to 2023 statistics], Kostat. Retrieved January 5, 2024 form https://kostat.go.kr/board.es?mid=a10301010000&bid=10820&list_no=428414&act=view&mainXml=Y
  26. Kruschwitz, A., Karle, A., Schmitz, A., & Stamminger, R. (2014). Consumer laundry practices in Germany. International Journal of Consumer Studies, 38(3), 265-277. doi:10.1111/ijcs.12091
  27. Laitala, K., Boks, C., & Klepp, I. G. (2011). Potential for environmental improvements in laundering. International Journal of Consumer Studies, 35(2), 254-264. doi:10.1111/j.1470-6431.2010.00968.x
  28. Laitala, K., Klepp, I. G., Kettlewell, R., & Wiedemann, S. (2020). Laundry care regimes: Do the practices of keeping clothes clean have different environmental impacts based on the fibre content?. Sustainability, 12(18), 7537. doi:10.3390/su12187537
  29. Lee, H. S., Lee, J. K., Kim, S. K., & Lee, H. J.(2003). A study on the laundry behavior of university students. Journal of Home Economics Education Research, 16(3), 147-161.
  30. Lee, S. Y., & Shim, H. S. (2021). Clothing management behavior and care label use of college students. The Korean Fashion and Textile Research Journal, 23(6), 852-859. doi:10.5805/SFTI.2021.23.6.852
  31. Miilunpalo, S. M., & Raisanen, R. (2019). Clean laundry with pure conscience: A study on laundry practices among Finnish consumers. International Journal of Consumer Studies, 43(2), 153-165. doi:10.1111/ijcs.12493
  32. Moon, D., Amasawa, E., & Hirao, M. (2020). Consumer motivation and environmental impact of laundry machine-sharing: Analysis of surveys in Tokyo and Bangkok. Sustainability, 12(22), 9756. doi:10.3390/su12229756
  33. Moon, H. K., & Kim, S. W. (2022). Consumer characteristics and acceptance intention according to consumers' perceived risk of smart washing machines. The Korean Society of Costume, 72(2), 75-95. doi:10.7233/jksc.2022.72.2.075
  34. Moon, H., K., & Kim, S. W. (2023). What do smart home appliance users expect from smart washing machines? : A qualitative exploration of predictive expectations for smart washing machines. Journal of the Korean Society of Clothing and Textiles, 47(1), 85-109. doi:10.5850/jksct.2023.47.1.85
  35. Moon, T. H., Chae, Y., Lee, D. S., Kim, D. H., & Kim, H. G. (2021). Analyzing climate change impacts on health, energy, water resources, and biodiversity sectors for effective climate change policy in South Korea. Scientific Reports, 11(1), 18512.
  36. Mylan, J., & Southerton, D. (2018). The social ordering of an everyday practice: The case of laundry. Sociology, 52(6), 1134-1151. doi:10.1177/0038038517722932
  37. Olander, F., & Thogersen, J. (1995). Understanding of consumer behaviour as a prerequisite for environmental protection. Journal of Consumer Policy, 18, 345-385. doi:10.1007/bf01024160
  38. Olivera-La Rosa, A., Chuquichambi, E. G., & Ingram, G. P. (2020). Keep your (social) distance: Pathogen concerns and social perception in the time of COVID-19. Personality and Individual Differences, 166, 110200. doi:10.1016/j.paid.2020.110200
  39. Pakula, C., & Stamminger, R. (2010). Electricity and water consumption for laundry washing by washing machine worldwide. Energy Efficiency, 3, 365-382. doi:10.1007/s12053-009-9072-8
  40. Pink, S. (2005). Dirty laundry. Everyday practice, sensory engagement and the constitution of identity. Social Anthropology, 13(3), 275-290. doi:10.1111/j.1469-8676.2005.tb00391.x
  41. Pink, S., Mackley, K. L., & Morosanu, R. (2015). Hanging out at home: Laundry as a thread and texture of everyday life. International Journal of Cultural Studies, 18(2), 209-224. doi:10.1177/1367877913508461
  42. Poiesz, T. B., & Robben, H. S. (1996). Advertising effects under different combinations of motivation, capacity, and opportunity to process information. Advances in Consumer Research, 23(1).
  43. Rawal, Y. S., Pal, S., Bagchi, P., & Dani, R. (2020). Hygiene and safety: A review of the hotel industry in the era of COVID-19 pandemic. Bioscience Biotechnology Research Communications, 13(10), 79-83.
  44. Roh. E. K. (2019). A study on the washing and satisfaction of newborn clothing : Focused on innerwear. The Korean Fashion and Textile Research Journal, 21(2), 237-243. doi:10.5805/SFTI.2019.21.2.237
  45. Salloum, S. A., Al-Emran, M., & Shaalan, K. (2017). Mining social media text: Extracting knowledge from Facebook. International Journal of Computing and Digital, 6(2), 73-81. doi:10.12785/ijcds/060203
  46. Seong, H. Y., & Lee, J. S. (2010). The effect of washing machine type on the behavior of clothing management and consumer satisfaction. The Korean Fashion and Textile Research Journal, 12(3), 389-397. doi:10.5805/ksci.2010.12.3.389
  47. Shen, L., & Wilkoff, S. (2022). Cleanliness is next to income: The impact of COVID-19 on short-term rentals. Journal of Regional Science, 62(3), 799-829. doi:10.1111/jors.12581
  48. Stern, P. C. (1992). Psychological dimensions of global environmental change. Annual Review of Psychology, 43(1), 269-302. doi:10.1146/annurev.psych.43.1.269
  49. Watson, V. (2014). African urban fantasies: Dreams or nightmares?. Environment and Urbanization, 26(1), 215-231. doi:10.1177/0956247813513705
  50. Wee, J., Lee, Y. J., & Jung, H. J. (2021). A study on sustainable laundry behavior-comparison between Korean and European consumers. Journal of the Korean Society of Clothing and Textiles, 45(3), 525-545. doi:10.5850/jksct.2021.45.3.525
  51. Yates, L., & Evans, D. (2016). Dirtying linen: Re-evaluating the sustainability of domestic laundry. Environmental Policy and Governance, 26(2), 101-115. doi:10.1002/eet.1704