Applying User Interface Analytics to Identify Online Shop Performance Factors

Authors

DOI:

https://doi.org/10.24002/ijieem.v2i2.4797

Keywords:

Online shop, user interface, analytics, performance factors, regression

Abstract

The massive use of information systems and digital applications drives the growth of e-commerce, including online shops in marketplaces. However, some of the online shops are not successful. To improve their performance, the success factors of the online shops should be recognized. This study develops a model of online shop success factors. Unlike the other researches that use customer preference data from surveys, this study uses user interface analytics to develop the model. A marketplace operated in Indonesia was selected as the case study. The study begins with a scraping process of the data available at online shops' user interfaces in the marketplace. After data cleaning, outliers handling, and data clustering by product category, a series of multiple regression analyses are performed to get the model estimates. Eight variables are defined to develop the model, i.e., product price, percentage of responded chat, shop joining time in the marketplace, number of product types, number of raters, shop rating, shop reputation, and number of followers. The results of the multiple regression process show that the model estimate is specific for every product category. The final model can be used as a reference by the online shop sellers to develop their strategy to improve their shop performance. Moreover, the results also prove that user interface analytics is effective in estimating the performance factors of online shops in a marketplace.

Author Biographies

A. Bellanov, Universitas Atma Jaya Yogyakarta

Department of Industrial Engineering

Y. Suharyanti, Universitas Atma Jaya Yogyakarta

Department of Industrial Engineering

Y. Daryanto, Universitas Atma Jaya Yogyakarta

Department of Industrial Engineering

References

Andriawan, F. (2019, January 14). Aturan pajak e-commerce: Bagaimana dampaknya ke bisnis online? Paper Blog, Berita dan Event UMKM. Accessed on May 26, 2020 from https://www.paper.id/blog/berita-acara-umkm/aturan-pajak-ecommerce/

Aziza, R.F.A. (2019). Analisa usability desain user interface pada website Tokopedia menggunakan metode heuristics evaluation. Jurnal Tekno Kompak, 13(1), 7–11.

Brewer, P., & Sebby, A.G. (2021). The effect of online restaurant menus on consumers’ purchase intentions during the COVID-19 pandemic. International Journal of Hospitality Management, 94, 1-9.

CenterklikTM. (2021). 8 Alasan mengapa bisnis online Anda gagal. Centerklik. Accessed on September 10, 2021 from https://www.centerklik.com/alasan-bisnis-toko-online-gagal/

Chang, T.Y., Hsu, M.L., Kwon, J.S., Kusdhany, M.L.S., & Hong, G. (2021). Effect of online learning for dental education in Asia during the pandemic of COVID-19. Journal of Dental Sciences, in press.

Chen, J.V., Rhungrhuengsamrit, D., Rajkumar, T.M., & Yen, D.C. (2013). Success of electronic commerce web sites: A comparative study in two countries. Information & Management, 50(6), 344–355.

Dai, B., Forsythe, S., & Kwon, W.S. (2014). The impact of online shopping experience on risk perceptions and online purchase intentions: Does product category matter? Journal of Electronic Commerce Research, 15(1), 13–24.

Dannenberg, P., Fuchs, M., Riedler, T., & Wiedemann, C. (2020). Digital transition by Covid‐19 pandemic? The German food online retail. Tijdschrift voor Economische en Sociale Geografie, 111(3), 543–560.

Devi, L.K.I. (2019). Pengaruh kualitas produk, harga dan promosi terhadap keputusan pembelian pada marketplace Shopee: Studi kasus pada mahasiswa di Surabaya (Doctoral dissertation, UIN Sunan Ampel, Surabaya).

Dong, J., Chen, Y., Gu, A., Chen, J., Li, L., Chen, Q., Li., S. & Xun, Q. (2020). Potential trend for online shopping data based on the linear regression and sentiment analysis. Mathematical Problems in Engineering, 2020, 4591260.

Elseoud, M.S.A. (2014). Electronic commerce and economic growth in Saudi Arabia. International Journal of Economics Commerce and Management, 2(5), 1–16.

Falk, M. & Hagsten, E. (2015). E-commerce trends and impacts across Europe. International Journal of Production Economics, 170(A), 357–369.

Febrilia, I. & Warokka, A. (2021). Consumer traits and situational factors: Exploring the consumer’s online impulse buying in the pandemic time. Social Sciences & Humanities Open, 4(1), 1-8.

GlobalData, Plc. (2020). Indonesia’s e-commerce market continues to surge amid COVID-19 pandemic, says GlobalData. Global Data, Plc., Banking. Accessed on July 24, 2021 from https://www.globaldata.com/indonesias-e-commerce-market-continues-surge-amid-covid-19-pandemic-says-globaldata/

Guo, S., Wang, M., & Leskovec, J. (2011, June 5–9). The role of social networks in online shopping: Information passing, price of trust, and consumer choice. Proceedings of the 12th ACM Conference on Electronic Commerce, 157–166.

Hair Jr., J.F., Black, W.C., Babin, B.J., & Anderson, R.E. (2014). Multivariate data analysis (7th ed.). Harlow, England: Pearson Education, Ltd.

Hasan, S.R. (2013). Developing an online store for a startup apparel business [Bachelor thesis, Business Information Technology, Haaga-Helia University of Applied Sciences, Helsinki].

Hsu, T. & Tang, J. (2020). Development of hierarchical structure and analytical model of key factors for mobile app stickiness. Journal of Innovation & Knowledge, 5(1), 68–79.

IBM. (2021). IBM SPSS software. Accessed on April, 2021 from https://www.ibm.com/analytics/spss-statistics-software

Istiqomah, I., Hidayat, Z., & Jariah, A. (2019, July 6). Analisis pengaruh kepercayaan, iklan dan persepsi resiko terhadap keputusan pembelian di situs Shopee di Kota Lumajang. Proceedings of Progress Conference, 2(1), 557–563.

Kelvin. (2020). Usulan strategi peningkatan kesuksesan produk inovatif dengan model Kano berdasarkan informasi pada antarmuka e-marketplace (Undergraduate thesis, Industrial Engineering Department, Universitas Atma Jaya Yogyakarta, Yogyakarta).

Kementerian Hukum dan HAM RI. (2017). Peta Jalan Sistem Perdagangan Nasional Berbasis Elektronik (Road Map E-Commerce) Tahun 2017-2019. Accessed on July 24, 2021 from https://peraturan.go.id/common/dokumen/ln/2017/ps74-2017.pdf

Komiak, P., Komiak, S.Y.X., & Imhof, M. (2008). Conducting international business at eBay: The determinants of success of e-stores. Electronic Markets, 18(2), 187–204.

Kotler, P., Armstrong, G., & Opresnik, M.O. (2018). Principles of marketing (17th ed.). Harlow, England: Pearson Education, Ltd.

Kusumatrisna, A.L., Rosama, N.A., Syakilah, A., Wulandari, V.C., Untari, R., & Sutarsih, T. (2020). Statistik E-Commerce 2020. Statistics Indonesia, Catalog No. 8101004.

Kusumawardani, A., Rusli, M., & Rani, E.S. (2017). Pengembangan web online shop pada butik Azzalea Store. Kalbiscientia Jurnal Sains dan Teknologi, 4(2), 49–59.

LeGresley, B. (2014). Trust: A key success factor in the online retail industry [Master thesis, Faculty of Business Administration, Simon Fraser University, Burnaby].

Liu, S. (2013, June 8–9). An empirical study on e-commerce’s effect on economic growth. Proceedings of the 2013 International Conference on Education Technology and Management Science (ICETMS 2013), 81–84.

Maditinos, D.I. & Theodoridis, K. (2010). Satisfaction determinants in the Greek online shopping context. Information Technology & People, 23(4), 312–329.

Malehmir, F., Maeen, M., & Jahangir, M.R. (2017). A study on the interaction of motivations and online shopping experience in e-commerce success in Digikala Company. International Journal of Scientific Study, 5(5), 180–185.

Malisa, A.N. (2020). Analisis faktor penyebab kegagalan bisnis online: Studi pada mahasiswa Fakultas Ekonomi dan Bisnis Islam Universitas Islam Negeri Sunan Ampel Surabaya (Doctoral dissertation, UIN Sunan Ampel, Surabaya).

Mouratidis, K. & Papagiannakis, A. (2021). COVID-19, internet, and mobility: The rise of telework, telehealth, e-learning, and e-shopping. Sustainable Cities and Society, 74, 103182.

Mujiyana, M., & Elissa, I. (2013). Analisis faktor-faktor yang mempengaruhi keputusan pembelian via internet pada toko online. J@ti Undip: Jurnal Teknik Industri, 8(3), 143–152.

Muqoddas, A., Yogananti, A.F., & Bastian, H. (2020). Usability User Interface Desain pada Aplikasi Ecommerce (Studi Komparasi Terhadap Pengalaman Pengguna Shopee, Lazada, dan Tokopedia). Andharupa: Jurnal Desain Komunikasi Visual & Multimedia, 6(1), 73–82.

Nagoro, E.M. (2020). Usulan perbaikan pengelolaan toko online di marketplace berdasarkan identifikasi faktor sukses dari informasi pada antarmuka marketplace (Undergraduate thesis, Industrial Engineering Department, Universitas Atma Jaya Yogyakarta, Yogyakarta).

Nugroho, A.J. (2018). Faktor-faktor yang berpengaruh pada kesuksesan produk dan toko online di Tokopedia (Undergraduate thesis, Industrial Engineering Department, Universitas Atma Jaya Yogyakarta, Yogyakarta).

Octoparse. (2020). Easy Web Scraping for Anyone. Octopus Data, Inc. Accessed on February–March, 2021 from https://www.octoparse.com/

Qu, L., & Chen, Y. (2014). The impact of e-commerce on China’s economic growth. WHICEB 2014 Proceedings, 101.

Ratnasari, A.D. (2017). Analisis faktor-faktor yang mempengaruhi keberhasilan usaha bisnis online shop di Kota Samarinda. Jurnal Administrasi Bisnis, 5(1), 122–124.

Rouibah, K. (2014, January 7-9). E-shopping success dimensions: An empirical study in Kuwait. Proceedings of the 2014 International Conference on Industrial Engineering and Operations Management. 948–958.

Sahney, S. (2008). Critical success factors in online retail: An application of Quality Function Deployment and Interpretive Structural Modeling. International Journal of Business and Information, 3(1), 144–163.

Sanchez-Diaz, I., Vural, C.A., & Halldórsson, Á. (2021). Assessing the inequalities in access to online delivery services and the way COVID-19 pandemic affects marginalization. Transport Policy, 109, 24–36.

Shaflee, M.M. & Bazargan, N.A. (2018). Behavioral customer loyalty in online shopping: The role of e-service quality and e-recovery. Journal of Theoretical and Applied Electronic Commerce Research, 13(1), 26–38.

Sharma, A., Adhikary, A., & Borah, S.B. (2020). Covid-19′s impact on supply chain decisions: Strategic insights from NASDAQ 100 firms using Twitter data. Journal of Business Research, 117, 443–449.

Shopee. (2021a). Menjadi Penjual Star Shopee. Shopee: Program Star Shopee. Accessed on July 26, 2021 from

Shopee. (2021b). Product and shop ratings. Shopee: Customer satisfaction. Accessed on July 26, 2021 from https://seller.shopee.com.my/edu/article/315

Shopee. (2021c). Product catalogue. Shopee. Accessed on February–March, 2021 from https://shopee.co.id/

Siagian, H. dan Cahyono, E. (2014). Analisis website quality, trust dan loyalty pelanggan online shop. Jurnal Manajemen Pemasaran, 8(2), 55–61.

Souissay, V.S., Rokhmawati, R.I., & Az-Zahra, H.M. (2019). Perbaikan user interface dan analisis perbandingan hasil pada website Lazada.co.id dengan menggunakan usability testing dan system usability scale (SUS) questionnaire. Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer, 3(4), 3505–3512.

Statista (2021b). Number of internet users in Indonesia from 2015 to 2025. Statista: Statistics. Accessed on July 24, 2021 from https://www.statista.com/statistics/254456/number-of-internet-users-in-indonesia/

Statista. (2021a). Number of internet users in the Asia Pacific region as of January 2021, by country. Statista: Statistics. Accessed on July 24, 2021 from https://www.statista.com/statistics/265153/number-of-internet-users-in-the-asia-pacific-region/

Statistics Indonesia. (2021). [2010 Version] GDP at 2010 Version (Billion Rupiahs), 2021. Accessed on July 24, 2021 from https://www.bps.go.id/indicator/11/65/1/-2010-version-gdp-at-2010-version.html

Tamba, C.M. (2020). Usulan strategi penigkatan kesuksesan produk bagi pelaku bisnis produk fungsional berdasarkan informasi pada antarmuka marketplace (Undergraduate thesis, Industrial Engineering Department, Universitas Atma Jaya Yogyakarta, Yogyakarta).

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Published

2020-12-13

How to Cite

Bellanov, A., Suharyanti, Y., & Daryanto, Y. (2020). Applying User Interface Analytics to Identify Online Shop Performance Factors. International Journal of Industrial Engineering and Engineering Management, 2(2), 49–60. https://doi.org/10.24002/ijieem.v2i2.4797

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