A Comprehensive Approach to Capturing the Impact and Identifying Countermeasures of the COVID-19 Pandemic at Construction Sites in the Republic of Korea
Abstract
:1. Introduction
- What were the impacts of COVID-19 on construction sites in each country and what were the countermeasures?
- How severe were the impacts on Korean construction sites during the COVID-19 period, and what countermeasures were effective for site management?
- What problems existed in Korean construction site management during COVID-19 and what should be done to improve them?
- How can the countermeasures proposed in ROK during the COVID-19 period be effective for site management in the post-pandemic period?
2. Systematic Literature Review for Developing a Theoretical Framework
2.1. Search Strategy and Data Extraction Based on PRISMA
- Papers extracted based on the keywords in Table 1: 240 (Web of Science: 58, Scopus: 182)
- Total after excluding papers not written in English: 163 (Web of Science: 54, Scopus: 109)
- Nine overlapping papers were excluded: 154 (Web of Science: 54, Scopus: 100)
- After excluding papers unrelated to the construction industry and construction sites based on reading titles and abstracts, the total was: 56 (Web of Science: 20, Scopus: 36)
- The final number of papers analyzed while conducting qualitative assessments and literature reviews of full papers: 38 (Web of Science: 12, Scopus: 26)
2.2. Impact of COVID-19
2.2.1. Cluster 1: Workforce
2.2.2. Cluster 2: Management
2.2.3. Cluster 3: Hygiene and Safety
2.2.4. Cluster 4: Economic
2.3. COVID-19 Countermeasures
2.3.1. Cluster 1: Workforce
2.3.2. Cluster 2: Management
2.3.3. Cluster 3: Hygiene and Safety
2.3.4. Cluster 4: Economic
3. Research Method
3.1. Questionnaire and Interview Development
3.2. Data Collection
3.3. Data Analysis
3.3.1. Survey Result Analysis for Understanding Construction Site Impacts
3.3.2. Interview Content Analysis to Understand Construction Site Countermeasures
4. Results
4.1. Formatting Mathematical Components
4.2. Qualitative Analysis of Construction Site Manager Responses
4.2.1. Word Frequency Analysis
4.2.2. TF-IDF Analysis
4.2.3. Identification of Centrality and Network Analysis Results
5. Discussion
5.1. Contribution of Research
5.2. Practical Analysis
6. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Appendix A
Impacts | Factors with Descriptions | Reference | Questionnaire (Closed Question) | |
---|---|---|---|---|
Workforce | Workforce shortage | Decrease in work rates | Agyekum et al. [18] | Do you feel a substantial decrease in the work rate at the site? |
Workforce shortage due to suspended projects and the spreading of the virus | Bou Hatoum et al.; Assaad and El-adaway; Esa et al.; Bell et al.; Ekanayake et al.; Leontie et al. [21,22,23,28,29,32] | How often have you experienced a program being interrupted or understaffed due to the pandemic? | ||
The sudden outbreak of confirmed cases | Amoah et al. [8] | How often have you experienced difficulties due to the sudden occurrence of confirmed cases? | ||
Low worker productivity | Infected workers’ self-quarantine | King et al.; Esa et al.; Bou Hatoum et al. [23,29,31] | How often have you experienced difficulties of managing sites due to self-isolation? | |
Supervising telecommuting | Amoah et al.; Alsharef et al. [8,14] | Have you experienced inconveniences due to managing telecommuters? | ||
Collaboration difficulties | Alsharef et al.; Amoah et al.; Orzel and Wolniak [8,14,36] | Have you experienced a decrease in the efficiency and productivity ratio at the construction site due to collaboration difficulties? | ||
Management | Site management | Site monitoring | Amoah et al. [8] | Have you experienced increased monitoring difficulties while supervising sites? |
Lack of client support for presenting new technology | Yang et al. [43] | Have you experienced considerable difficulties communicating with clients due to a lack of familiarity with new technologies? | ||
Creating new plans as the situation changes | Salami et al. [40] | Have you experienced setting up a new progress schedule due to the number of confirmed cases or social distancing? | ||
Project suspensions | Increased government rules and restrictions | Bell et al.; Onubi et al.; Cheshmehzangi; Leontie et al.; Stride et al.; Bsisu; Esa et al. [1,3,22,24,25,29,32] | How often have you experienced difficulties with limited management practices in your country? (Social distancing, etc.) | |
Project delays due to orders from headquarters | Bou Hatoum et al. [23] | Have you had difficulties starting a project because it was interrupted or postponed by an order from the head office? | ||
Delays in inspections and securing permits | Alsharef et al.; Al-Mhdawi et al. [12,14] | How many times have you experienced business interruptions or delays caused by commands from headquarters? | ||
Reduced public projects and foreign investment | Alsharef et al.; King et al.; Ogunnusi et al. [14,31,34] | Have you experienced difficulties due to a lack of foreign investment or orders? | ||
Contractual and legal | Additional contractual, legal, and insurance aspects | Assaad and El-adaway; Orzeł and Wolniak [21,36] | How difficult is it to conduct business due to the additional laws and insurance regulations? | |
Unable to secure contracts | Amoah et al. [8] | Do you often struggle to obtain additional contracts? | ||
Hygiene and safety | Site safety | Excessive action due to virus concerns | Bou Hatoum et al. [23] | How often have you experienced work inconveniences due to concerns regarding the spread of the virus while conducting on-site management? |
Restriction of outsider access | Raoufi and Fayey [37] | Have you ever felt uncomfortable with prohibiting outsiders from accessing the site? | ||
Hygiene | Disinfection measures | Raoufi and Fayey; Assaad and El-adaway [21,37] | Have you experienced difficulties implementing quarantine measures like machine and on-site disinfection? | |
Quarantine equipment | Agyekum et al. [18] | Have you experienced difficulties due to the installation of quarantine facilities like heat detection cameras? | ||
Economic | Added technology deployment costs | High technology costs | Yang et al. [43] | How many new quarantine-related technologies have you used that resulted in additional costs? |
Disrupted supply chains | Increase in material costs | Agyekum et al.; Al-Mhdawi et al.; Esa et al. [12,18,29] | How difficult is the rising cost of materials due to closed borders or trade challenges? | |
Supply chain suspension due to subcontractors and material shortages | Agyekim et al.; Assaad and El-adaway; King et al.; Esa et al.; Ling et al.; Alsharef et al.; Bou Hatoum et al. [7,14,18,21,23,29,31] | How often have you experienced a business interruption due to a lack of material supplies caused by interruptions in the supply chain of subcontractors and materials on site? | ||
Revenue loss | The short-term impact of revenue loss | Aigbavboa et al. [11] | Have you experienced a significant loss of revenue on-site? | |
Excess costs due to economic deterioration and project suspension | Bou Hatoum et al. [23] | Have you experienced economic downturns, cost overruns to recover from project disruption, or financial impacts? | ||
Payment delays, additional cost payments | Alsharef et al.; Agyekum et al. [14,18] | Have you experienced material price increases, payment delays, and additional payments? |
Countermeasures | Factors with Description | Related Impact Factors from Table A1 | Reference | Interview Questions (Open Questions) | |
---|---|---|---|---|---|
Workforce | Education | Educating the workforce to deal with the virus | Workforce shortages due to project suspensions; the spreading of the virus; the sudden outbreak of confirmed cases | Agyekum et al.; Jones et al.; Araya [10,18,19] | How have safety education methods for workers changed? |
Working from home | Changes in job situations due to telecommuting | Supervising telecommuting | Oo and Lim; Chih et al.; Orzeł and Wolniak; Ogunnusi et al. [26,34,35,36] | How are you responding to the changing environment, such as telecommuting? | |
Improved technology to better collaborate between partners (innovative ways to communicate remotely) | Collaboration difficulties; decreased work rates | Alsharef et al.; Raoufi and Fayek [14,37] | What improved infrastructure have you provided to facilitate collaboration between telecommuters and the construction site? What are the challenges pertaining to site management? | ||
Self-quarantine care | Self-quarantine for workers who fall ill | Infected workers’ self-quarantine | Salami et al.; Chih et al.; Orzeł and Wolniak; Ogunnusi et al. [26,34,36,40] | How do you manage the site when a worker is suddenly absent? | |
Inform employees of possible virus exposure so they can quarantine | The sudden outbreak of confirmed cases; Infected workers’ self-quarantine | Bou Hatoum et al. [23] | How do you manage self-quarantined workers? | ||
Management and progression of psychological care for workers | Infected workers’ self-quarantine | Tong et al. [42] | How do you provide psychological care for full-time workers? | ||
Management | Site management | Regular checks on the site and closing of the site to non-business visitors | Increased government rules and restrictions; site monitoring; restricting outsider access | Agyekum et al.; Stiles et al.; Yang et al.; Orzeł and Wolniak; [3,18,36,42] | How are you conducting on-site inspections and managing access? |
Cleaning spaces for common use | Restriction of outsider access | Pamidimukkala and Kermanshachi [44] | How are you inspecting on-site access? | ||
Regular monitoring of public health and government announcements | Delays in inspections and securing permits; additional contractual, legal and insurance aspects | Raoufi and Fayek; Onubi et al. [1,37] | How do you conduct regular hygiene and safety inspections in adherence to government guidelines? | ||
Innovation in Project Management | Managing other project risks | Unable to secure contracts, project delays due to orders from headquarters; the short-term impact of revenue loss | Aigbavboa et al. [11] | In addition to on-site health and hygiene, what risks were perceived after COVID-19? | |
Plan rescheduling to reflect the impacts of COVID-19 | Create new plans as the situation changes | Salami et al. [40] | If your project site is shut down unexpectedly, how would you handle situations like on-site labor costs and process changes? | ||
Improved project management efficiency through the introduction of new technologies (BIM, virtualization, simulation, AI) | Lack of client support for presenting new technology | Ling et al.; Baraibar et al.; Ebekozien and Aigbavboa; Ogunnusi et al.; Araya; Araya and Sierra; Nnaji et al.; [7,9,11,19,20,27,34] | What new technologies have you introduced to manage and increase efficiency? | ||
Hygiene and safety | Hygiene protocols | Face shields, sanitizers, disinfectants, gloves, face masks, etc. | Quarantine equipment | Agyekum et al.; Salami et al. [18,40] | How do you install and manage hygiene protocols to improve hygiene? |
Introduction of new hygiene protocols, including site cleaning | Excessive action due to virus concerns | Salami et al.; Jagun et al.; Stride et al. [3,30,40] | How do things like cleaning change because of the new social distancing and sanitation laws? | ||
Establishment of new safety policies | New safety policies adopted in the construction industry | Excessive action due to virus concerns; additional contractual, legal, and insurance aspects | Aigbavboa et al. [11] | Were any new safety measures introduced? | |
Economic | Delivery of materials | Use of local suppliers rather than higher-risk international suppliers | Reduced number of public projects and foreign investment; supply chain suspension due to subcontractors and material shortages; increase in material costs | Raoufi and Fayek [37] | How are you handling project delays caused by delayed material delivery from overseas suppliers? Have you increased your contracts with domestic companies? |
Contracts and insurance | Establish additional contractual, legal, and insurance aspects | Excess costs due to economic deterioration and project suspension; payment delays and additional cost payments | Assaad and El-adaway [21] | How are additional contracts, insurance-related items, or compensation negotiated? | |
Additional costs due to installing new technology | Introduction of new technologies for hygiene and management, such as sensing devices and environmental sensors | High technology costs | Leontie et al.; Orzeł and Wolniak; Nnaji et al. (2022) [9,32,36] | How do you deal with the additional cost of introducing sensors? |
References
- Onubi, H.O.; Hassan, A.S.; Yusof, N.A.; Bahdad, A.A.S. Moderating effect of project size on the relationship between COVID-19 safety protocols and economic performance of construction projects. Eng. Constr. Archit. 2022, 30, 2206–2230. [Google Scholar] [CrossRef]
- Park, S.J.; Lee, K.T.; Im, J.B.; Kim, J.H. The need for smart architecture caused by the impact of COVID-19 upon architecture and city: A systematic literature review. Sustainability 2022, 14, 7900. [Google Scholar] [CrossRef]
- Stride, M.; Renukappa, S.; Suresh, S.; Egbu, C. The effects of COVID-19 pandemic on the UK construction industry and the process of future-proofing business. Constr. Innov. 2021, 23, 105–128. [Google Scholar] [CrossRef]
- Kukoyi, P.O.; Simpeh, F.; Adebowale, O.J.; Agumba, J.N. Managing the risk and challenges of COVID-19 on construction sites in Lagos, Nigeria. J. Eng. Des. Technol. 2021, 20, 99–144. [Google Scholar] [CrossRef]
- Lee, K.T.; Im, J.B.; Park, S.J.; Kim, J.H. Conceptual framework to support personalized indoor space design decision-making: A systematic literature review. Buildings 2022, 12, 716. [Google Scholar] [CrossRef]
- Kim, S.; Kong, M.; Choi, J.; Han, S.; Baek, H.; Hong, T. Feasibility analysis of COVID-19 response guidelines at construction sites in South Korea using CYCLONE in terms of cost and time. J. Manag. Eng. 2021, 37, 04021048. [Google Scholar] [CrossRef]
- Ling, F.Y.; Zhang, Z.; Yew, A.Y. Impact of COVID-19 pandemic on demand, output, and outcomes of construction projects in Singapore. J. Manag. Eng. 2022, 38, 04021097. [Google Scholar] [CrossRef]
- Amoah, C.; Bamfo-Agyei, E.; Simpeh, F. The COVID-19 pandemic: The woes of small construction firms in Ghana. Smart Sustain. 2021, 11, 1099–1115. [Google Scholar] [CrossRef]
- Nnaji, C.; Jin, Z.; Karakhan, A. Safety and health management response to COVID-19 in the construction industry: A perspective of fieldworkers. Process Saf. Environ. Prot. 2022, 159, 477–488. [Google Scholar] [CrossRef]
- Jones, W.; Gibb, A.G.; Chow, V. Adapting to COVID-19 on construction sites: What are the lessons for long-term improvements in safety and worker effectiveness? J. Eng. Des. Technol. 2021, 20, 66–85. [Google Scholar] [CrossRef]
- Aigbavboa, C.O.; Aghimien, D.O.; Thwala, W.D.; Ngozwana, M.N. Unprepared industry meet pandemic: COVID-19 and the South Africa construction industry. J. Eng. Des. Technol. 2021, 20, 183–200. [Google Scholar] [CrossRef]
- Al-Mhdawi, M.K.S.; Brito, M.P.; Nabi, M.A.; El-Adaway, M.I.H.; Onggo, B.S. Capturing the impact of COVID-19 on construction projects in developing countries: A case study of Iraq. J. Manag. Eng. 2022, 38, 05021015. [Google Scholar] [CrossRef]
- Kim, S.; Lee, M.; Yu, I.; Son, J. Key initiatives for digital transformation, green new deal and recovery after COVID-19 within the construction industry in Korea. Sustainability 2022, 14, 8726. [Google Scholar] [CrossRef]
- Alsharef, A.; Banerjee, S.; Uddin, S.J.; Albert, A.; Jaselskis, E. Early impacts of the COVID-19 pandemic on the United States construction industry. Int. J. Environ. Res. Public Health 2021, 18, 1559. [Google Scholar] [CrossRef]
- Iqbal, M.; Ahmad, N.; Waqas, M.; Abrar, M. COVID-19 pandemic and construction industry: Impacts, emerging construction safety practices, and proposed crisis management. Braz. J. Oper. Prod. Manag. 2021, 18, 1–17. [Google Scholar] [CrossRef]
- Kim, H.J.; Kim, J.H.; Im, J.B. Forecasting offline retail sales in the COVID-19 pandemic period: A case study of a complex shopping mall in South Korea. Buildings 2023, 13, 627. [Google Scholar] [CrossRef]
- Baraibar, J.M.; Escobal-Marcos, I.; Prendes-Gero, M.B.; Guerrero-Miguel, D.J. Innovation trends in underground works: The example of the Arnotegi Tunnel in Bilbao. Designs 2022, 6, 30. [Google Scholar] [CrossRef]
- Agyekum, K.; Kukah, A.S.; Amudjie, J. The impact of COVID-19 on the construction industry in Ghana: The case of some selected firms. J. Eng. Des. Technol. 2021, 20, 222–244. [Google Scholar] [CrossRef]
- Araya, F. Modeling the spread of COVID-19 on construction workers: An agent-based approach. Safety Sci. 2021, 133, 105022. [Google Scholar] [CrossRef]
- Araya, F.; Sierra, L. Influence between COVID-19 impacts and project stakeholders in Chilean construction projects. Sustainability 2021, 13, 10082. [Google Scholar] [CrossRef]
- Assaad, R.; El-adaway, I.H. Guidelines for responding to COVID-19 pandemic: Best practices, impacts, and future research directions. J. Manag. Eng. 2021, 37, 06021001. [Google Scholar] [CrossRef]
- Bell, J.; Chan, H.; Chan, M.; Moon, S. COVID-19 and construction: Impact analysis on construction performance during two infection waves in Victoria, Australia. Sustainability 2022, 14, 2580. [Google Scholar] [CrossRef]
- Hatoum, M.B.; Faisal, A.; Nassereddine, H.; Sarvari, H. Analysis of COVID-19 concerns raised by the construction workforce and development of mitigation practices. Front. Built Environ. 2021, 7, 66. [Google Scholar] [CrossRef]
- Bsisu, K.A.D. The impact of COVID-19 pandemic on Jordanian civil engineers and construction industry. Int. J. Eng. Res. Technol. 2020, 13, 828–830. [Google Scholar] [CrossRef]
- Cheshmehzangi, A. Revisiting the built environment: 10 potential development changes and paradigm shifts due to COVID-19. J. Urban Manag. 2021, 10, 166–175. [Google Scholar] [CrossRef]
- Chih, Y.Y.; Hsiao, C.Y.L.; Zolghadr, A.; Naderpajouh, N. Resilience of organizations in the construction industry in the face of COVID-19 disturbances: Dynamic capabilities perspective. J. Manag. Eng. 2022, 38, 04022002. [Google Scholar] [CrossRef]
- Ebekozien, A.; Aigbavboa, C. COVID-19 recovery for the Nigerian construction sites: The role of the fourth industrial revolution technologies. Sustain. Cities Soc. 2021, 69, 102803. [Google Scholar] [CrossRef] [PubMed]
- Ekanayake, E.M.A.C.; Shen, G.; Kumaraswamy, M.; Owusu, E.K. A fuzzy synthetic evaluation of vulnerabilities affecting supply chain resilience of industrialized construction in Hong Kong. Eng. Constr. Archit. 2021, 29, 2358–2381. [Google Scholar] [CrossRef]
- Esa, M.B.; Ibrahim, F.S.B.; Kamal, E.B. COVID-19 pandemic lockdown: The consequences towards project success in Malaysian construction industry. City 2020, 25, 2. [Google Scholar] [CrossRef]
- Jagun, Z.T.; Nyakuma, B.B.; Daud, D.; Samsudin, S. Property development during the COVID-19 pandemic: Challenges and outlook in Malaysia. Environ. Sci. Pollut. Res. 2022, 29, 85717–85726. [Google Scholar] [CrossRef]
- King, S.S.; Rahman, R.A.; Fauzi, M.A.; Haron, A.T. Critical analysis of pandemic impact on AEC organizations: The COVID-19 case. J. Eng. Des. Technol. 2022, 20, 358–383. [Google Scholar] [CrossRef]
- Leontie, V.; Maha, L.G.; Stoian, I.C. COVID-19 pandemic and its effects on the usage of information technologies in the construction industry: The case of Romania. Buildings 2022, 12, 166. [Google Scholar] [CrossRef]
- Boukar, A.M.; Mbock, O.; Kilolo, J.M.M. The impacts of the COVID-19 pandemic on employment in Cameroon: A general equilibrium analysis. Afr. Dev. Rev. 2021, 33, S88–S101. [Google Scholar]
- Ogunnusi, M.; Omotayo, T.; Hamma-Adama, M.; Awuzie, B.O.; Egbelakin, T. Lessons learned from the impact of COVID-19 on the global construction industry. J. Eng. Des. Technol. 2021, 20, 299–320. [Google Scholar] [CrossRef]
- Oo, B.L.; Lim, B.T.H. Changes in job situations for women workforce in construction during the COVID-19 pandemic. Constr. Econ. Build. 2021, 21, 34–57. [Google Scholar] [CrossRef]
- Orzeł, B.; Wolniak, R. Digitization in the design and construction industry—Remote work in the context of sustainability: A study from Poland. Sustainability 2022, 14, 1332. [Google Scholar] [CrossRef]
- Raoufi, M.; Fayek, A.R. New modes of operating for construction organizations during the COVID-19 pandemic: Challenges, actions, and future best practices. J. Manag. Eng. 2022, 38, 04021091. [Google Scholar] [CrossRef]
- Rehman, M.S.U.; Shafiq, M.T.; Afzal, M. Impact of COVID-19 on project performance in the UAE construction industry. J. Eng. Des. Technol. 2021, 20, 245–266. [Google Scholar]
- Rokooei, S.; Alvanchi, A.; Rahimi, M. Perception of COVID-19 impacts on the construction industry over time. Cogent. Eng. 2022, 9, 2044575. [Google Scholar] [CrossRef]
- Salami, B.A.; Ajayi, S.O.; Oyegoke, A.S. Coping with the COVID-19 pandemic: An exploration of the strategies adopted by construction firms. J. Eng. Des. Technol. 2021, 20, 159–182. [Google Scholar] [CrossRef]
- Stiles, S.; Golightly, D.; Ryan, B. Impact of COVID-19 on health and safety in the construction sector. Hum. Factors Ergon. Manuf. 2021, 31, 425–437. [Google Scholar] [CrossRef] [PubMed]
- Tong, R.; Wang, L.; Cao, L.; Zhang, B.; Yang, X. Psychosocial factors for safety performance of construction workers: Taking stock and looking forward. Eng. Constr. Archit. 2021, 30, 944–962. [Google Scholar] [CrossRef]
- Yang, Y.; Chan, A.P.; Shan, M.; Gao, R.; Bao, F.; Lyu, S.; Zhang, Q.; Guan, J. Opportunities and challenges for construction health and safety technologies under the COVID-19 pandemic in Chinese construction projects. Int. J. Environ. Res. Public Health 2021, 18, 13038. [Google Scholar] [CrossRef] [PubMed]
- Pamidimukkala, A.; Kermanshachi, S. Impact of COVID-19 on field and office workforce in construction industry. Proj. Leadersh. Soc. 2021, 2, 100018. [Google Scholar] [CrossRef]
- Roopa, S.; Rani, M.S. Questionnaire designing for a survey. J. Indian Orthod. Soc. 2021, 46, 273–277. [Google Scholar] [CrossRef]
- Biernacki, P.; Waldorf, D. Snowball sampling: Problems and techniques of chain referral sampling. Sociol. Methods Res. 1981, 10, 141–163. [Google Scholar] [CrossRef]
- Lee, K.T.; Kim, M.S.; Kim, H.J.; Kim, J.H. A model to predict occupational safety and health management expenses in construction applying multi-variate regression analysis and deep neural network. J. Archit. Inst. Korea 2021, 37, 217–226. [Google Scholar]
- Othman, A.A.; Hassan, T.M.; Pasquire, C.L. Analysis of factors that drive brief development in construction. Eng. Constr. Archit. Manag. 2005, 12, 69–87. [Google Scholar] [CrossRef]
- Gündüz, M.; Nielsen, Y.; Özdemir, M. Quantification of delay factors using the relative importance index method for construction projects in Turkey. J. Manag. Eng. 2013, 29, 133–139. [Google Scholar] [CrossRef]
- Hair, J.F.; Black, W.C.; Babin, B.J.; Anderson, R.E. Canonical correlation: A supplement to multivariate data analysis. In Multivariate Data Analysis: A Global Perspective, 7th ed.; Pearson Prentice Hall Publishing: Upper Saddle River, NJ, USA, 2010. [Google Scholar]
- Janjić, V.; Todorović, M.; Jovanović, D. Key success factors and benefits of Kaizen implementation. Eng. Manag. J. 2020, 32, 98–106. [Google Scholar] [CrossRef]
- Creswell, J.W.; Poth, C.N. Qualitative Inquiry and Research Design: Choosing among Five Approaches; Sage Publications: Thousand Oaks, CA, USA, 2007. [Google Scholar]
- Lee, K.-T.; Ahn, H.; Kim, J.-H. Project coordinators’ perceptions according to the organization structure to reduce communication risks in multinational projects. KSCE J. Civ. Eng. 2023, 27, 915–929. [Google Scholar] [CrossRef]
- Jones-Diette, J.S.; Dean, R.S.; Cobb, M.; Brennan, M.L. Validation of text-mining and content analysis techniques using data collected from veterinary practice management software systems in the UK. Prev. Vet. Med. 2019, 167, 61–67. [Google Scholar] [CrossRef]
- Rose, J.; Lennerholt, C. Low cost text mining as a strategy for qualitative researchers. Electron. J. Bus. Res. Methods 2017, 15, 2–16. [Google Scholar]
- Hacking, C.; Verbeek, H.; Hamers, J.P.; Aarts, S. Comparing text mining and manual coding methods: Analysing interview data on quality of care in long-term care for older adults. PLoS ONE 2023, 18, e0292578. [Google Scholar] [CrossRef] [PubMed]
- Mayring, P. Qualitative content analysis. A Companion Qual. Res. 2004, 1, 159–176. [Google Scholar]
- Zhou, S.; Ng, S.T.; Lee, S.; Xu, F.J.; Yang, Y. A domain knowledge incorporated text mining approach for capturing user needs on BIM applications. Eng. Constr. Archit. 2019, 27, 458–482. [Google Scholar] [CrossRef]
- Golafshani, N. Understanding reliability and validity in qualitative research. Qual. Rep. 2003, 8, 597–607. [Google Scholar] [CrossRef]
- Bar-Hillel, Y. The Mechanization of Literature Searching; National Physical Laboratory: London, UK, 1958. [Google Scholar]
- Popescu, I. 11. Word frequency and position in sentence. In Word Frequency Studies; De Gruyter Mouton: Berlin, Germany; New York, NY, USA, 2009; pp. 203–230. [Google Scholar] [CrossRef]
- Goel, S.; Chengalur-Smith, I.N. Metrics for characterizing the form of security policies. J. Strateg. Inf. Syst. 2010, 19, 281–295. [Google Scholar] [CrossRef]
- Toosi, H.; Ghaaderi, M.A.; Shokrani, Z. Comparative study of academic research on project management in Iran and the World with text mining approach and TF–IDF method. Eng. Constr. Archit. Manag. 2022, 29, 1553–1583. [Google Scholar] [CrossRef]
- Paik, J.H. A novel TF-IDF weighting scheme for effective ranking. In Proceedings of the 36th International ACM SIGIR Conference on Research and Development in Information Retrieval, Dublin, Ireland, 28 July 28–1 August 2013; pp. 343–352. [Google Scholar]
- Qaiser, S.; Ali, R. Text mining: Use of TF-IDF to examine the relevance of words to documents. Int. J. Comput. Appl. 2018, 181, 25–29. [Google Scholar] [CrossRef]
- Salton, G.; McGill, M.J. Introduction to Modern Information Retrieval; McGraw-Hill: New York, NY, USA, 1983. [Google Scholar]
- Zheng, X.; Le, Y.; Chan, A.P.; Hu, Y.; Li, Y. Review of the application of social network analysis (SNA) in construction project management research. Int. J. Proj. Manag. 2016, 34, 1214–1225. [Google Scholar] [CrossRef]
- Pan, X.; Zhong, B.; Wang, X.; Xiang, R. Text mining-based patent analysis of BIM application in construction. J. Civ. Eng. Manag. 2021, 2, 303–315. [Google Scholar] [CrossRef]
- Duan, P.; Goh, Y.M.; Zhou, J. The impact of COVID-19 pandemic on construction safety in China and the US: A comparative study. Saf. Sci. 2023, 161, 106076. [Google Scholar] [CrossRef] [PubMed]
- Carlsen, L.; Bruggemann, R. The 17 United Nations’ sustainable development goals: A status by 2020. Int. J. Sustain. Dev. World Ecol. 2022, 29, 219–229. [Google Scholar] [CrossRef]
- Lee, K.T.; Lee, J.M.; Kim, J.H. Guidelines to support negotiation for sustainable international development based on hierarchical roles and responsibilities of project-based organizations. J. Manag. Eng. 2023, 37, 04021043. [Google Scholar] [CrossRef]
Name of Electronic Database | Advanced Search Code |
---|---|
Web of Science | TS = (COVID-19 AND construction industry AND impact) AND AK = (impact AND construction site) |
Scopus | (TITLE-ABS-KEY(COVID-19) AND TITLE-ABS-KEY (construction AND industry) AND TITLE-ABS-KEY (impact AND construction site)) |
Title | Reference | Journal |
---|---|---|
The impact of COVID-19 on the construction industry in Ghana: The case of some selected firms | Agyekum et al. [18] | Journal of Engineering, Design and Technology |
Unprepared industry meet pandemic: COVID-19 and the South Africa construction industry | Aigbavboa et al. [11] | Journal of Engineering, Design and Technology |
Capturing the impact of COVID-19 on construction projects in developing countries: A case study of Iraq | Al-Mhdawi et al. [12] | Journal of Management in Engineering |
Early impacts of the COVID-19 pandemic on the United States construction industry | Alsharef et al. [14] | International Journal of Environmental Research and Public Health |
The COVID-19 pandemic: The woes of small construction firms in Ghana | Amoah et al. [8] | Smart and Sustainable Built Environment |
Modeling the spread of COVID-19 on construction workers: An agent-based approach | Araya [19] | Safety Science |
Modeling working shifts in construction projects using an agent-based approach to minimize the spread of COVID-19 | Araya [19] | Journal of Building Engineering |
Influence between COVID-19 impacts and project stakeholders in Chilean construction projects | Araya and Sierra [20] | Sustainability |
Guidelines for responding to COVID-19 pandemic: Best practices, impacts, and future research directions | Assaad and El-adaway [21] | Journal of Management in Engineering |
Innovation trends in underground works: The example of the Arnotegi Tunnel in Bilbao | Baraibar et al. [17] | Designs |
COVID-19 and construction: Impact analysis on construction performance during two infection waves in Victoria, Australia | Bell et al. [22] | Sustainability |
Analysis of COVID-19 concerns raised by the construction workforce and development of mitigation practices | Bou Hatoum et al. [23] | Frontiers in Built Environment |
The impact of COVID-19 pandemic on Jordanian civil engineers and construction industry | Bsisu [24] | International Journal of Engineering Research and Technology |
Revisiting the built environment: 10 potential development changes and paradigm shifts due to COVID-19 | Cheshmehzangi [25] | Journal of Urban Management |
Resilience of organizations in the construction industry in the face of COVID-19 disturbances: Dynamic capabilities perspective | Chihh et al. [26] | Journal of Management in Engineering |
COVID-19 recovery for the Nigerian construction sites: The role of the fourth industrial revolution technologies | Ebekozien and Aigbavboa [27] | Sustainable Cities and Society |
A fuzzy synthetic evaluation of vulnerabilities affecting supply chain resilience of industrialized construction in Hong Kong | Ekanayake et al. [28] | Engineering, Construction and Architectural Management |
COVID-19 pandemic lockdown: The consequences towards project success in Malaysian construction industry | Esa et al. [29] | City |
COVID-19 pandemic and construction industry: Impacts, emerging construction safety practices, and proposed crisis management | Iqbal et al. [15] | Brazilian Journal of Operations & Production Management |
Property development during the COVID-19 pandemic: Challenges and outlook in Malaysia | Jagun et al. [30] | Environmental Science and Pollution Research |
Adapting to COVID-19 on construction sites: What are the lessons for long-term improvements in safety and worker effectiveness? | Jones et al. [10] | Journal of Engineering, Design and Technology |
Critical analysis of pandemic impact on AEC organizations: The COVID-19 case | King et al. [31] | Journal of Engineering, Design and Technology |
COVID-19 pandemic and its effects on the usage of information technologies in the construction industry: The case of Romania | Leontieh et al. [32] | Buildings |
Impact of COVID-19 pandemic on demand, output, and outcomes of construction projects in Singapore | Ling et al. [7] | Journal of Management in Engineering |
The impacts of the COVID-19 pandemic on employment in Cameroon: A general equilibrium analysis | Madai Boukar et al. [33] | African Development Review |
Safety and health management response to COVID-19 in the construction industry: A perspective of fieldworkers | Nnaji et al. [9] | Process Safety and Environmental Protection |
Lessons learned from the impact of COVID-19 on the global construction industry | Ogunnusi et al. [34] | Journal of Engineering, Design and Technology |
Moderating effect of project size on the relationship between COVID-19 safety protocols and economic performance of construction projects | Ogunnusi et al. [1] | Engineering, Construction and Architectural Management |
Changes in job situations for women workforce in construction during the COVID-19 pandemic | Oo and Lim [35] | Construction Economics and Building |
Digitization in the design and construction industry—Remote work in the context of sustainability: A study from Poland | Orzeł and Wolniak [36] | Sustainability |
New modes of operating for construction organizations during the COVID-19 pandemic: Challenges, actions, and future best practices | Raoufi and Fayek [37] | Journal of Management in Engineering |
Impact of COVID-19 on project performance in the UAE construction industry | Rehman et al. [38] | Journal of Engineering, Design and Technology |
Perception of COVID-19 impacts on the construction industry over time | Rokooei et al. [39] | Cogent Engineering |
Coping with the COVID-19 pandemic: An exploration of the strategies adopted by construction firms | Salami et al. [40] | Journal of Engineering, Design and Technology |
Impact of COVID-19 on health and safety in the construction sector | Stiles et al. [41] | Human Factors and Ergonomics in Manufacturing & Service Industries |
The effects of COVID-19 pandemic on the UK construction industry and the process of future-proofing business | Stride et al. [3] | Construction Innovation |
Psychosocial factors for safety performance of construction workers: Taking stock and looking forward | Tong et al. [42] | Engineering, Construction and Architectural Management |
Opportunities and challenges for construction health and safety technologies under the COVID-19 pandemic in Chinese construction projects | Yang et al. [43] | International Journal of Environmental Research and Public Health |
Cluster | Main Topic | Other Keywords |
---|---|---|
Cluster 1 | Workforce | Workforce, change, telecommuting, collaboration, education, productivity, self-quarantine |
Cluster 2 | Management | Construction management, quality, project management, BIM, site management, supply chain management, strategy, psychological factor |
Cluster 3 | Hygiene and safety | Hygiene management, occupational safety, policy, site safety, technology introduction, protocol, equipment, implementation |
Cluster 4 | Economic | Economic shortcomings, contract, material delivery, cost, insurance, financial crisis, small construction firm |
Survey Participants | Interview Participants | ||||||
---|---|---|---|---|---|---|---|
Career | n | Number of Sites Managed during COVID-19 | N | Career | n | Number of Sites Managed during COVID-19 | n |
Less than 10 years | 19 | 1 site | 21 | Less than 10 years | 6 | 1 site | 4 |
2 sites | 35 | 2 sites | 6 | ||||
More than 10 years | 45 | 3 or more sites | 8 | More than 10 years | 9 | 3 or more sites | 5 |
Total | 64 | Total | 64 | Total | 15 | Total | 15 |
Group | Category | Cronbach’s Alpha | ||
---|---|---|---|---|
Factor | Category | Overall | ||
Workforce | Workforce shortage | 0.757 | 0.874 | 0.917 |
Workers’ low productivity | 0.833 | |||
Management | Site management | 0.707 | 0.840 | |
Project suspensions | 0.703 | |||
Contractual and legal | 0.929 | |||
Hygiene and safety | Site safety | 0.884 | 0.883 | |
Hygiene-related | 0.795 | |||
Technology deployment costs | - | |||
Economic | Disrupted supply chains | 0.799 | 0.891 | |
Revenue loss | 0.761 |
Group | Category | Factor | Mean | Standard Deviation | RII | Rank |
---|---|---|---|---|---|---|
Workforce | Workforce shortage | Decrease in work rates | 3.781 | 0.926 | 0.756 | 4 |
Workforce shortage due to project suspensions and the virus spread | 3.672 | 0.969 | 0.734 | 5 | ||
The sudden outbreak of confirmed cases | 3.891 | 0.903 | 0.778 | 1 | ||
Low worker productivity | Infected workers’ self-quarantine | 3.609 | 1.070 | 0.722 | 7 | |
Supervising telecommuting | 3.547 | 1.045 | 0.709 | 10 | ||
Difficulties in collaboration | 3.844 | 0.833 | 0.769 | 2 | ||
Management | Site management | Site monitoring | 3.578 | 0.880 | 0.716 | 9 |
Lack of client support for new technology | 2.938 | 0.788 | 0.588 | 21 | ||
Creating new plans as the situation changes | 3.391 | 0.822 | 0.678 | 12 | ||
Project suspensions | Increased rules and restrictions from the government | 3.516 | 0.661 | 0.703 | 11 | |
Project delays due to orders from headquarters | 2.578 | 0.981 | 0.516 | 24 | ||
Delays in inspections and securing permits | 3.234 | 0.897 | 0.647 | 16 | ||
Reduced number of public projects and foreign investment | 2.484 | 1.075 | 0.497 | 25 | ||
Contractual and legal | Additional contractual, legal, and insurance aspects | 2.797 | 0.955 | 0.559 | 22 | |
Inability to secure contracts | 2.703 | 0.979 | 0.541 | 23 | ||
Hygiene and safety | Site safety | Excessive action due to virus concerns | 3.609 | 0.721 | 0.722 | 7 |
Restriction of outsider access | 3.844 | 0.814 | 0.769 | 2 | ||
Hygiene | Disinfection measures | 3.281 | 0.960 | 0.656 | 14 | |
Quarantine equipment | 3.219 | 0.819 | 0.644 | 18 | ||
Technology deployment costs | High technology costs | 3.156 | 0.870 | 0.631 | 19 | |
Economic | Disrupted supply chains | Material cost increase | 3.672 | 0.811 | 0.734 | 5 |
Supply chain suspension due to subcontractors and material shortages | 3.234 | 1.027 | 0.647 | 16 | ||
Revenue loss | Short-term impact of revenue loss | 3.359 | 0.855 | 0.672 | 13 | |
Excess costs due to economic downturns and project suspension | 3.047 | 0.926 | 0.609 | 20 | ||
Payment delays, additional cost payments | 3.250 | 0.791 | 0.650 | 15 |
Group | Words | Degree Centrality | Closeness Centrality | Eigenvector Centrality |
---|---|---|---|---|
Cluster 1 (Workforce) | Management | 72 | 0.0278 | 1 |
SNS | 44 | 0.02 | 0.781 | |
Communication | 30 | 0.0175 | 0.452 | |
Conference | 30 | 0.0175 | 0.595 | |
Check | 26 | 0.0169 | 0.454 | |
Staffing | 24 | 0.0167 | 0.453 | |
Isolation | 24 | 0.0167 | 0.438 | |
Environment | 18 | 0.0159 | 0.447 | |
Telecommuting | 18 | 0.0159 | 0.447 | |
Cooperation | 18 | 0.0159 | 0.447 | |
Smartphone | 12 | 0.0127 | 0.369 | |
Negotiation | 12 | 0.0127 | 0.369 | |
Cluster 2 (Management) | Regular | 76 | 0.0263 | 1 |
Check | 50 | 0.0196 | 0.703 | |
Mask | 38 | 0.0175 | 0.613 | |
Sanitizer | 30 | 0.0164 | 0.4 | |
Interruption | 24 | 0.0156 | 0.395 | |
Staffing | 24 | 0.0156 | 0.395 | |
Contract | 22 | 0.0154 | 0.352 | |
Shortage | 22 | 0.0154 | 0.352 | |
Ordering company | 22 | 0.0154 | 0.352 | |
Increase | 22 | 0.0154 | 0.352 | |
Recognize | 22 | 0.0154 | 0.352 | |
Cluster 3 (Hygiene and safety) | Regular | 33 | 0.0789 | 1 |
System | 31 | 0.068 | 0.99 | |
Education | 31 | 0.0672 | 0.94 | |
Check | 30 | 0.0667 | 0.703 | |
Sanitizer | 30 | 0.0667 | 0.703 | |
Disinfection | 30 | 0.0667 | 0.703 | |
Temperature | 30 | 0.0667 | 0.703 | |
Always | 24 | 0.0548 | 0.535 | |
Enforce | 23 | 0.0532 | 0.535 | |
Hygiene | 22 | 0.0526 | 0.789 | |
Cluster 4 (Economic) | Transparent | 18 | 0.111 | 1 |
Design | 8 | 0.0714 | 0.675 | |
Change | 8 | 0.0714 | 0.675 | |
Occupational Safety and Health Management Expenses (OSHME) | 8 | 0.0714 | 0.675 | |
Policy | 8 | 0.0714 | 0.675 | |
Contract | 6 | 0.0667 | 0.403 | |
Extension | 6 | 0.0667 | 0.403 | |
Equipment | 4 | 0.0625 | 0.287 | |
Support for domestic companies | 4 | 0.0625 | 0.287 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Jang, J.-H.; Hong, R.-L.; Lee, K.-T.; Kim, J.-H. A Comprehensive Approach to Capturing the Impact and Identifying Countermeasures of the COVID-19 Pandemic at Construction Sites in the Republic of Korea. Buildings 2024, 14, 30. https://doi.org/10.3390/buildings14010030
Jang J-H, Hong R-L, Lee K-T, Kim J-H. A Comprehensive Approach to Capturing the Impact and Identifying Countermeasures of the COVID-19 Pandemic at Construction Sites in the Republic of Korea. Buildings. 2024; 14(1):30. https://doi.org/10.3390/buildings14010030
Chicago/Turabian StyleJang, Jae-Ho, Rong-Lu Hong, Kyung-Tae Lee, and Ju-Hyung Kim. 2024. "A Comprehensive Approach to Capturing the Impact and Identifying Countermeasures of the COVID-19 Pandemic at Construction Sites in the Republic of Korea" Buildings 14, no. 1: 30. https://doi.org/10.3390/buildings14010030