IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v11y2019i20p5831-d278635.html
   My bibliography  Save this article

Sustainable Construction Safety Knowledge Sharing: A Partial Least Square-Structural Equation Modeling and A Feedforward Neural Network Approach

Author

Listed:
  • Rita Yi Man Li

    (Department of Economics and Finance/HKSYU Real Estate and Economics Research Lab/Sustainable Real Estate Research Centre, Hong Kong Shue Yan University, Hong Kong, China)

  • Beiqi Tang

    (Department of Economics and Finance/HKSYU Real Estate and Economics Research Lab/Sustainable Real Estate Research Centre, Hong Kong Shue Yan University, Hong Kong, China)

  • Kwong Wing Chau

    (Department of Real Estate and Construction, The University of Hong Kong, Hong Kong, China)

Abstract

Most studies focused on the introduction of new technologies have not investigated the psychological factors affecting the willingness to use them or conducted empirical studies to explore whether willingness and actual construction safety knowledge-sharing behavior are associated with fewer construction incidents. We conducted face-to-face and LinkedIn open-ended interviews as well as a global survey to study the willingness and actual behavior to share construction knowledge via social software Web 2.0, Internet of Things (IoT) and mobile apps. Then, the Partial Least Square-Structural Equation Model (PLS-SEM) for willingness and actual knowledge-sharing behavior, as well as the Multilayer Perceptron (MLP) Neural Network were used to illustrate the effect of various factors on predicting the willingness to share knowledge via Web 2.0, mobile apps and IoT. Results of the interviews found that practitioners use IoT for knowledge sharing, mainly because they do not want to fall behind the curve. PLS-SEM and MLP revealed that practitioners share construction safety knowledge are not driven by safety-related reasons such as safety awareness enhancement but perceived organization support from their companies. Employees who agree that their organization cared about their employees’ well-being was the strongest predictor in influencing people’s decision to use tools for knowledge sharing. Moreover, many respondents claimed that factors such as monetary rewards have little impact on motivating people to use tools for knowledge sharing.

Suggested Citation

  • Rita Yi Man Li & Beiqi Tang & Kwong Wing Chau, 2019. "Sustainable Construction Safety Knowledge Sharing: A Partial Least Square-Structural Equation Modeling and A Feedforward Neural Network Approach," Sustainability, MDPI, vol. 11(20), pages 1-18, October.
    • Handle: RePEc:gam:jsusta:v:11:y:2019:i:20:p:5831-:d:278635
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/11/20/5831/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/11/20/5831/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Liran Einav & Jonathan Levin & Igor Popov & Neel Sundaresan, 2014. "Growth, Adoption, and Use of Mobile E-Commerce," American Economic Review, American Economic Association, vol. 104(5), pages 489-494, May.
    2. Rita Yi Man Li & Kwong Wing Chau & Frankie Fanjie Zeng, 2019. "Ranking of Risks for Existing and New Building Works," Sustainability, MDPI, vol. 11(10), pages 1-26, May.
    3. Maryam Sanaei & Amy Nicole Javernick-Will & Paul Chinowsky, 2013. "The influence of generation on knowledge sharing connections and methods in construction and engineering organizations headquartered in the US," Construction Management and Economics, Taylor & Francis Journals, vol. 31(9), pages 991-1004, September.
    4. Rita Yi Man Li & Sun Wah Poon, 2011. "Using Web 2.0 To Share Knowledge Of Construction Safety: The Fable Of Economic Animals," Economic Affairs, Wiley Blackwell, vol. 31(1), pages 73-79, March.
    5. Hyunsoo Kim & Sangwon Han, 2018. "Accuracy Improvement of Real-Time Location Tracking for Construction Workers," Sustainability, MDPI, vol. 10(5), pages 1-16, May.
    6. Chung-Ho Su & Ting-Wen Cheng, 2019. "A Sustainability Innovation Experiential Learning Model for Virtual Reality Chemistry Laboratory: An Empirical Study with PLS-SEM and IPMA," Sustainability, MDPI, vol. 11(4), pages 1-24, February.
    7. Mi Jin Noh & Kyung Tag Lee, 2016. "An analysis of the relationship between quality and user acceptance in smartphone apps," Information Systems and e-Business Management, Springer, vol. 14(2), pages 273-291, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Marchel Bentoy & Marlon Mata & Jayson Bayogo & Roel Vasquez & Rose Mary Almacen & Samantha Shane Evangelista & Charldy Wenceslao & Jannen Batoon & Maria Diana Lauro & Kafferine Yamagishi & Gamaliel Go, 2022. "Complex Cause-Effect Relationships of Social Capital, Leader-Member Exchange, and Safety Behavior of Workers in Small-Medium Construction Firms and the Moderating Role of Age," Sustainability, MDPI, vol. 14(19), pages 1-24, September.
    2. Zuzhen Ji & Dirk Pons & Zhouyang Su & Zichong Lyu & John Pearse, 2022. "Integrating Occupational Health and Safety Risk and Production Economics for Sustainable SME Growth," Sustainability, MDPI, vol. 14(21), pages 1-19, November.
    3. Shilu Sun & Tiantian Li & Hong Ma & Rita Yi Man Li & Kostas Gouliamos & Jianming Zheng & Yan Han & Otilia Manta & Ubaldo Comite & Teresa Barros & Nelson Duarte & Xiao-Guang Yue, 2020. "Does Employee Quality Affect Corporate Social Responsibility? Evidence from China," Sustainability, MDPI, vol. 12(7), pages 1-19, March.
    4. Albert P. C. Chan & Yang Yang & Tracy N. Y. Choi & Janet Mayowa Nwaogu, 2022. "Characteristics and Causes of Construction Accidents in a Large-Scale Development Project," Sustainability, MDPI, vol. 14(8), pages 1-25, April.
    5. Mulatu Fekadu Zerihun, 2021. "Agroforestry Practices in Livelihood Improvement in the Eastern Cape Province of South Africa," Sustainability, MDPI, vol. 13(15), pages 1-13, July.
    6. Christopher M. Anierobi & Dickson M. Nwalusi & Kingsley O. Efobi & Kelechi I. Nwosu & Nneka C. Nwokolo & Eziyi O. Ibem, 2023. "Urban Housing Inequality and the Nature of Relationship Between Formal and Informal Settlements in Enugu Metropolis, Nigeria," SAGE Open, , vol. 13(3), pages 21582440231, August.
    7. Liyun Zeng & Rita Yi Man Li, 2021. "Tourist Satisfaction, Willingness to Revisit and Recommend, and Mountain Kangyang Tourism Spots Sustainability: A Structural Equation Modelling Approach," Sustainability, MDPI, vol. 13(19), pages 1-20, September.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. José Anson & Mauro Boffa, 2018. "Consumer Arbitrage in Cross-Border E-commerce," RSCAS Working Papers 2018/17, European University Institute.
    2. Sewoong Hwang & Zoonky Lee & Jonghyuk Kim, 2019. "Real-Time Pedestrian Flow Analysis Using Networked Sensors for a Smart Subway System," Sustainability, MDPI, vol. 11(23), pages 1-16, November.
    3. José Alberto Martínez-González & Carmen D. Álvarez-Albelo, 2021. "Influence of Site Personalization and First Impression on Young Consumers’ Loyalty to Tourism Websites," Sustainability, MDPI, vol. 13(3), pages 1-17, January.
    4. Yoon-Soo Shin & Junhee Kim, 2022. "A Vision-Based Collision Monitoring System for Proximity of Construction Workers to Trucks Enhanced by Posture-Dependent Perception and Truck Bodies’ Occupied Space," Sustainability, MDPI, vol. 14(13), pages 1-13, June.
    5. José Alberto Martínez-González & Eduardo Parra-López & Almudena Barrientos-Báez, 2021. "Young Consumers’ Intention to Participate in the Sharing Economy: An Integrated Model," Sustainability, MDPI, vol. 13(1), pages 1-21, January.
    6. Aqib Habib & Muhammad Irfan & Mohsin Shahzad, 2022. "Modeling the enablers of online consumer engagement and platform preference in online food delivery platforms during COVID-19," Future Business Journal, Springer, vol. 8(1), pages 1-18, December.
    7. Hea In Lee & Il Young Choi & Hyun Sil Moon & Jae Kyeong Kim, 2020. "A Multi-Period Product Recommender System in Online Food Market based on Recurrent Neural Networks," Sustainability, MDPI, vol. 12(3), pages 1-14, January.
    8. Martin Quinn & Miguel Godinho de Matos & Christian Peukert, 2022. "The Welfare Effects of Mobile Internet Access - Evidence from Roam-Like-at-Home," CESifo Working Paper Series 9612, CESifo.
    9. Amoah John & Nutakor Felix & Li Jinke & Jibril Abdul Bashiru & Sanful Benjamin & Odei Michael Amponsah, 2021. "Antecedents of social media usage intensity in the financial sector of an emerging economy: a Pls-Sem Algorithm," Management & Marketing, Sciendo, vol. 16(4), pages 387-406, December.
    10. Mikel Perales Jarillo & Luis Pedraza & Pablo Moreno Ger & Elvira Bocos, 2019. "Challenges of Online Higher Education in the Face of the Sustainability Objectives of the United Nations: Carbon Footprint, Accessibility and Social Inclusion," Sustainability, MDPI, vol. 11(20), pages 1-15, October.
    11. Lara Stocchi & Naser Pourazad & Nina Michaelidou & Arry Tanusondjaja & Paul Harrigan, 2022. "Marketing research on Mobile apps: past, present and future," Journal of the Academy of Marketing Science, Springer, vol. 50(2), pages 195-225, March.
    12. Liu, Feng & Zhao, Shaoqiong & Li, Yang, 2017. "How many, how often, and how new? A multivariate profiling of mobile app users," Journal of Retailing and Consumer Services, Elsevier, vol. 38(C), pages 71-80.
    13. Boda Liu & Bin Yang & Jianzhuang Xiao & Dayu Zhu & Binghan Zhang & Zhichen Wang & Miaosi Dong, 2021. "Review of Optimization Dynamically Applied in the Construction and the Application Potential of ICT," Sustainability, MDPI, vol. 13(10), pages 1-18, May.
    14. Yang, Seungmi & Kwon, Youngsun, 2021. "Estimating the effects of Covid-19 and 5G in the submarkets of internet and mobile shopping," 23rd ITS Biennial Conference, Online Conference / Gothenburg 2021. Digital societies and industrial transformations: Policies, markets, and technologies in a post-Covid world 238061, International Telecommunications Society (ITS).
    15. Murni Zarina Mohamed Razali & Rossilah Jamil, 2023. "Sustainability Learning in Organizations: Integrated Model of Learning Approaches and Contextual Factors," SAGE Open, , vol. 13(1), pages 21582440231, February.
    16. Laura Reinhart & Mary Kate Naatus, 2017. "Groupon, m-commerce and mobile apps: Perceptions of small business owners and consumers," Business & Entrepreneurship Journal, SCIENPRESS Ltd, vol. 6(1), pages 1-3.
    17. Yu-Meng Luo & Wei Liu & Xiao-Guang Yue & Marc A. Rosen, 2020. "Sustainable Emergency Management Based on Intelligent Information Processing," Sustainability, MDPI, vol. 12(3), pages 1-4, February.
    18. Abdullatif I. R. ALHUDAITHY, 2019. "The Impact of Supermarkets’ Mobile Application on Saudi Customer’s Behavior during the Buying Decision Process," Expert Journal of Marketing, Sprint Investify, vol. 7(1), pages 77-91.
    19. José Alberto Martínez-González & Carmen Dolores Álvarez-Albelo & Javier Mendoza-Jiménez & Urszula Kobylinska, 2022. "Predicting the Entrepreneurial Behaviour of Starting Up a New Company: A Regional Study Using PLS-SEM and Data from the Global Entrepreneurship Monitor," Mathematics, MDPI, vol. 10(5), pages 1-25, February.
    20. María del Carmen Rey-Merchán & Jesús M. Gómez-de-Gabriel & Antonio López-Arquillos & Juan A. Fernández-Madrigal, 2021. "Virtual Fence System Based on IoT Paradigm to Prevent Occupational Accidents in the Construction Sector," IJERPH, MDPI, vol. 18(13), pages 1-17, June.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:11:y:2019:i:20:p:5831-:d:278635. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.