An Extended Theory of Planned Behavior to Explain General Contractors’ Long-Term Cooperation Intentions in Construction Projects: Empirical Evidence from China
Abstract
:1. Introduction
2. Literature Review
2.1. Relationships between General Contractors and Subcontractors
2.2. Theory of Planned Behavior
3. Hypotheses and Theoretical Framework
3.1. Long-Term Cooperation (LTC)
3.2. Planned Behavior Theory Original Variables
3.2.1. Attitude towards Behavior (AB)
3.2.2. Subjective Norms (SNs)
3.2.3. Perceived Behavioral Control (PBC)
3.3. Extended Planned Behavior Theory Variable—Past Experience
4. Methodology
4.1. Questionnaire Design
4.2. Sampling and Data Collection
5. Data Analysis
5.1. Demographics and Descriptive Findings
5.2. Reliability and Validity Tests
5.3. Structural Model and Hypothesis Tests
6. Discussion and Implications
6.1. Impacts of Attitude, Subjective Norms and Perceived Behavior Control on Long-Term Cooperation Intention
6.2. Impacts of Past Experience on Attitude, Subjective Norms and Perceived Behavioral Control
6.3. Theoretical Implications
6.4. Practical Implications
6.5. Research Deficiencies and Prospects
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Gunduz, M.; Abdi, E.A. Motivational Factors and Challenges of Cooperative Partnerships between Contractors in the Construction Industry. J. Manag. Eng. 2020, 36, 04020018. [Google Scholar] [CrossRef]
- Martin, L.; Benson, L. Relationship quality in construction projects: A subcontractor perspective of principal contractor relationships. Int. J. Proj. Manag. 2021, 39, 633–645. [Google Scholar] [CrossRef]
- Olanrewaju, A.; Bong, M.Z.X.; Preece, C. Establishment of pre-qualification criteria for the selection of subcontractors by the prime constructors for building projects. J. Build. Eng. 2022, 45, 103644. [Google Scholar] [CrossRef]
- Dale, A.M.; Barrera, M.; Colvin, R.; Strickland, J.; Evanoff, B.A. Flow-down of safety from general contractors to subcontractors working on commercial construction projects. Saf. Sci. 2021, 142, 105353. [Google Scholar] [CrossRef]
- Assaad, R.; Elsayegh, A.; Ali, G.; Abdul Nabi, M.; El-adaway, I.H. Back-to-Back Relationship under Standard Subcontract Agreements: Comparative Study. J. Leg. Aff. Disput. Resolut. Eng. Constr. 2020, 12, 04520020. [Google Scholar] [CrossRef]
- Zhu, L.; Cheung, S.O. Equity gap in construction contracting: Identification and ramifications. Eng. Constr. Archit. Manag. 2022, 29, 262–286. [Google Scholar] [CrossRef]
- Zhang, Y.; Chen, Y.; Wang, Y.; Li, H. Dual-Attribution Model of Trust Development between Contracting Parties in Construction Projects: Psychological Perspective. J. Constr. Eng. Manag. 2021, 147, 04021161. [Google Scholar] [CrossRef]
- Manu, E.; Ankrah, N.; Chinyio, E.; Proverbs, D. Trust influencing factors in main contractor and subcontractor relationships during projects. Int. J. Proj. Manag. 2015, 33, 1495–1508. [Google Scholar] [CrossRef]
- Tan, Y.; Xue, B.; Cheung, Y.T. Relationships between main contractors and subcontractors and their impacts on main contractor competitiveness: An empirical study in Hong Kong. J. Constr. Eng. Manag. 2017, 143, 05017007. [Google Scholar] [CrossRef]
- Pal, R.; Wang, P.; Liang, X. The critical factors in managing relationships in international engineering, procurement, and construction (IEPC) projects of Chinese organizations. Int. J. Proj. Manag. 2017, 35, 1225–1237. [Google Scholar] [CrossRef]
- Ahmed, S.; El-Sayegh, S. Critical Review of the Evolution of Project Delivery Methods in the Construction Industry. Buildings 2021, 11, 11. [Google Scholar] [CrossRef]
- Wei, J.; Shi, S.; Xia, H. The integration of Building Information Modeling (BIM) and Integrated Project Delivery (IPD) in industrial buildings: Evidence from China. J. Comput. Methods Sci. Eng. 2021, 21, 1711–1726. [Google Scholar] [CrossRef]
- Shen, W.; Tang, W.; Wang, Y.; Duffield, C.F.; Hui, F.K.P.; Zhang, L. Managing Interfaces in Large-Scale Projects: The Roles of Formal Governance and Partnering. J. Constr. Eng. Manag. 2021, 147, 04021064. [Google Scholar] [CrossRef]
- Jang, S.; Jeong, Y.; Lee, G.; Kang, Y. Enhancing Subcontractors’ Participation in BIM-Based Design Coordination under a DBB Contract. J. Manag. Eng. 2019, 35, 04019022. [Google Scholar] [CrossRef]
- Ahn, S.; Shokri, S.; Lee, S.; Haas, C.T.; Haas, R.C.G. Exploratory Study on the Effectiveness of Interface-Management Practices in Dealing with Project Complexity in Large-Scale Engineering and Construction Projects. J. Manag. Eng. 2017, 33, 04016039. [Google Scholar] [CrossRef]
- Chen, Q.; Hall, D.M.; Adey, B.T.; Haas, C.T. Identifying enablers for coordination across construction supply chain processes: A systematic literature review. Eng. Constr. Archit. Manag. 2021, 28, 1083–1113. [Google Scholar] [CrossRef]
- Marinelli, M.; Salopek, M. Joint risk management and collaborative ethos. J. Eng. Des. Technol. 2020, 18, 343–361. [Google Scholar] [CrossRef]
- Polat, G. Subcontractor Selection Using the Integration of the AHP and Promethee Methods. J. Civ. Eng. Manag. 2016, 22, 1042–1054. [Google Scholar] [CrossRef]
- Yin, H.; Sun, A.; Liu, Q.; Chen, Z.; IOP. Research on Incentive Mechanism of General Contractor and Subcontractors Dynamic Alliance in Construction Project Based on Team Cooperation. In Proceedings of the International Symposium on Application of Materials Science and Energy Materials (SAMSE), Shanghai, China, 28–29 December 2018. [Google Scholar]
- Lee, J.K.; Han, S.H.; Jang, W.; Jung, W. “Win-win strategy” for sustainable relationship between general contractors and subcontractors in international construction projects. Ksce J. Civ. Eng. 2018, 22, 428–439. [Google Scholar] [CrossRef]
- Zhang, S.; Fu, Y.; Kang, F. How to foster contractors’ cooperative behavior in the Chinese construction industry: Direct and interaction effects of power and contract. Int. J. Proj. Manag. 2018, 36, 940–953. [Google Scholar] [CrossRef]
- Song, H.; Hou, J.; Tang, S. From contractual flexibility to contractor’s cooperative behavior in construction projects: The multiple mediation effects of ongoing trust and justice perception. Sustainability 2021, 13, 13654. [Google Scholar] [CrossRef]
- Lühr, G.J.; Bosch-Rekveldt, M.G.C.; Radujkovic, M. Key stakeholders’ perspectives on the ideal partnering culture in construction projects. Front. Eng. Manag. 2020, 9, 312–325. [Google Scholar] [CrossRef]
- Lee, H.-S.; Seo, J.; Park, M.; Ryu, H.-G.; Kwon, S.-S. Transaction-Cost-Based Selection of Appropriate General Contractor-Subcontractor Relationship Type. J. Constr. Eng. Manag. 2009, 135, 1232–1240. [Google Scholar] [CrossRef]
- Ajzen, I.; Fishbein, M. Questions raised by a reasoned action approach: Comment on Ogden. Health Psychol. 2004, 23, 431–434. [Google Scholar] [CrossRef] [PubMed]
- Ajzen, I. The theory of planned behaviour is alive and well, and not ready to retire: A commentary on Sniehotta, Presseau, and Araújo-Soares. Health Psychol. Rev. 2015, 9, 131–137. [Google Scholar] [CrossRef]
- Feng, G.; Hao, S.; Li, X. Relationship Orientation, Justice Perception, and Opportunistic Behavior in PPP Projects: An Empirical Study From China. Front. Psychol. 2021, 12, 635447. [Google Scholar] [CrossRef]
- Liu, C.; Cao, J.; Wu, G.; Zhao, X.; Zuo, J. Interenterprise Collaboration Network in International Construction Projects: Evidence from Chinese Construction Enterprises. J. Manag. Eng. 2022, 38, 05021018. [Google Scholar] [CrossRef]
- Aagaard, A.; Eskerod, P.; Madsen, E.S. Key drivers for informal project coordination among sub-contractors: A case study of the offshore wind energy sector. Int. J. Manag. Proj. Bus. 2015, 8, 222–240. [Google Scholar] [CrossRef]
- Deep, S.; Gajendran, T.; Jefferies, M. Factors influencing power and dependence for collaboration among construction project participants. J. Leg. Aff. Disput. Resolut. Eng. Constr. 2020, 12, 06520001. [Google Scholar] [CrossRef]
- Tang, Y.; Chen, Y.; Arditi, D.; Meng, F. Effects of the General Contractor’s Governance Capabilities and Project Goals on the Organizational Arrangement of Subcontracting. IEEE Trans. Eng. Manag. 2021, 70, 1724–1737. [Google Scholar] [CrossRef]
- Wu, G.; Zhao, X.; Zuo, J. Relationship between project’s added value and the trust–conflict interaction among project teams. J. Manag. Eng. 2017, 33, 04017011. [Google Scholar] [CrossRef]
- Ujene, A.O.; Edike, U.E. Relationships among internal stakeholders in construction projects: A cognitive evaluation for sustainable team integration in Nigeria. Int. J. Constr. Manag. 2015, 15, 71–81. [Google Scholar] [CrossRef]
- Rostiyanti, S.F.; Hansen, S.; Ponda, T.N. Cause and effect of conditional payments provision to subcontractors. J. Leg. Aff. Disput. Resolut. Eng. Constr. 2020, 12, 04519045. [Google Scholar] [CrossRef]
- Tang, Y.; Wang, G.; Li, H.; Cao, D. Dynamics of collaborative networks between contractors and subcontractors in the construction industry: Evidence from national quality award projects in China. J. Constr. Eng. Manag. 2018, 144, 05018009. [Google Scholar] [CrossRef]
- Eom, S.-J.; Kim, S.-C.; Jang, W.-S. Paradigm shift in main contractor-subcontractor partnerships with an e-procurement framework. Ksce J. Civ. Eng. 2015, 19, 1951–1961. [Google Scholar] [CrossRef]
- Chiang, Y.-H. Subcontracting and its ramifications: A survey of the building industry in Hong Kong. Int. J. Proj. Manag. 2009, 27, 80–88. [Google Scholar] [CrossRef]
- White, H.; Marasini, R. Management of interface between main contractor and subcontractors for successful project outcomes. J. Eng. Proj. Prod. Manag. 2014, 4, 36–50. [Google Scholar] [CrossRef]
- Aibinu, A.A.; Ofori, G.; Ling, F.Y. Explaining cooperative behavior in building and civil engineering projects’ claims process: Interactive effects of outcome favorability and procedural fairness. J. Constr. Eng. Manag. 2008, 134, 681–691. [Google Scholar] [CrossRef]
- Liu, J.; Yang, P.; Xia, B.; Skitmore, M. Effect of Perceived Justice on Subcontractor Willingness to Cooperate: The Mediating Role of Relationship Value. J. Constr. Eng. Manag. 2017, 143, 04017062. [Google Scholar] [CrossRef]
- Chalker, M.; Loosemore, M. Trust and productivity in Australian construction projects: A subcontractor perspective. Eng. Constr. Archit. Manag. 2016, 23, 192–210. [Google Scholar] [CrossRef]
- Kumaraswamy, M.M.; Matthews, J.D. Improved subcontractor selection employing partnering principles. J. Manag. Eng. 2000, 16, 47–57. [Google Scholar] [CrossRef]
- Ng, S.T.; Tang, Z. Labour-intensive construction sub-contractors: Their critical success factors. Int. J. Proj. Manag. 2010, 28, 732–740. [Google Scholar] [CrossRef]
- El-Kholy, A.M. A new technique for subcontractor selection by adopting choosing by advantages. Int. J. Constr. Manag. 2022, 22, 1171–1193. [Google Scholar] [CrossRef]
- Wan, C.; Shen, G.Q.; Choi, S. Experiential and instrumental attitudes: Interaction effect of attitude and subjective norm on recycling intention. J. Environ. Psychol. 2017, 50, 69–79. [Google Scholar] [CrossRef]
- Hsieh, P.-J. Physicians’ acceptance of electronic medical records exchange: An extension of the decomposed TPB model with institutional trust and perceived risk. Int. J. Med. Inform. 2015, 84, 1–14. [Google Scholar] [CrossRef]
- Liu, Q.; Xu, N.; Jiang, H.; Wang, S.; Wang, W.; Wang, J. Psychological driving mechanism of safety citizenship behaviors of construction workers: Application of the theory of planned behavior and norm activation model. J. Constr. Eng. Manag. 2020, 146, 04020027. [Google Scholar] [CrossRef]
- Ogden, J. Some problems with social cognition models: A pragmatic and conceptual analysis. Health Psychol. 2003, 22, 424–428. [Google Scholar] [CrossRef]
- Bagot, K.L.; Masser, B.M.; White, K.M. Using an Extended Theory of Planned Behavior to Predict a Change in the Type of Blood Product Donated. Ann. Behav. Med. 2015, 49, 510–521. [Google Scholar] [CrossRef]
- Jing, P.; Huang, H.; Ran, B.; Zhan, F.; Shi, Y. Exploring the Factors Affecting Mode Choice Intention of Autonomous Vehicle Based on an Extended Theory of Planned Behavior—A Case Study in China. Sustainability 2019, 11, 1155. [Google Scholar] [CrossRef]
- Wei, W.; Gu, C.; Yang, C. Examining the Influence of Moral Norms on Dockless Shared Bicycle Users’ Parking Behavior-An Exploratory Study Based on the Theory of Planned Behavior. Systems 2022, 10, 11. [Google Scholar] [CrossRef]
- Wang, D.; Jiang, S.W.; Liu, B.S.; Li, X.J.; Yuan, X.H. Research on Antecedents of Residents’ Willingness to Cooperate in Urban Regeneration Projects: Based on an Extended Theory of Planned Behavior (TPB) Model. Buildings 2022, 12, 1251. [Google Scholar] [CrossRef]
- Masukujjaman, M.; Wang, C.K.; Alam, S.S.; Lin, C.Y.; Ho, Y.H.; Siddik, A. Green Home Buying Intention of Malaysian Millennials: An Extension of Theory of Planned Behaviour. Buildings 2023, 13, 9. [Google Scholar] [CrossRef]
- Arvola, A.; Vassallo, M.; Dean, M.; Lampila, P.; Saba, A.; Lahteenmaki, L.; Shepherd, R. Predicting intentions to purchase organic food: The role of affective and moral attitudes in the Theory of Planned Behaviour. Appetite 2008, 50, 443–454. [Google Scholar] [CrossRef]
- Richetin, J.; Perugini, M.; Conner, M.; Adjali, I.; Hurling, R.; Sengupta, A.; Greetham, D. To reduce and not to reduce resource consumption? That is two questions. J. Environ. Psychol. 2012, 32, 112–122. [Google Scholar] [CrossRef]
- Wu, C.; Wang, F.; Zou, P.X.W.; Fang, D. How safety leadership works among owners, contractors and subcontractors in construction projects. Int. J. Proj. Manag. 2016, 34, 789–805. [Google Scholar] [CrossRef]
- Ajzen, I. The theory of planned behavior. Organ. Behav. Hum. Decis. Process. 1991, 50, 179–211. [Google Scholar] [CrossRef]
- Ajzen, I.; Fishbein, M. Attitude-behavior relations: A theoretical analysis and review of empirical research. Psychol. Bull. 1977, 84, 888–918. [Google Scholar] [CrossRef]
- Taylor, S.; Todd, P. Understanding Household Garbage Reduction Behavior: A Test of an Integrated Model. J. Public Policy Mark. 1995, 14, 192–204. [Google Scholar] [CrossRef]
- Xie, X.H.; Wang, R.B.; Gou, Z.H. Incorporating motivation and execution into healthy building rating systems based on the theory of planned behaviour (TPB). Build. Environ. 2022, 222, 109452. [Google Scholar] [CrossRef]
- Moshood, T.D.; Adeleke, A.Q.; Nawanir, G.; Mahmud, F. Ranking of human factors affecting contractors’ risk attitudes in the Malaysian construction industry. Soc. Sci. Humanit. Open 2020, 2, 100064. [Google Scholar] [CrossRef]
- Chen, M.-F.; Tung, P.-J. Developing an extended Theory of Planned Behavior model to predict consumers’ intention to visit green hotels. Int. J. Hosp. Manag. 2014, 36, 221–230. [Google Scholar] [CrossRef]
- Peng, L.; Chan, A.H. Exerting explanatory accounts of safety behavior of older construction workers within the theory of planned behavior. Int. J. Environ. Res. Public Health 2019, 16, 3342. [Google Scholar] [CrossRef] [PubMed]
- Chen, Y.Q.; Zhang, Y.B.; Liu, J.Y.; Mo, P. Interrelationships among Critical Success Factors of Construction Projects Based on the Structural Equation Model. J. Manag. Eng. 2012, 28, 243–251. [Google Scholar] [CrossRef]
- Lee, M.-C. Explaining and predicting users’ continuance intention toward e-learning: An extension of the expectation–confirmation model. Comput. Educ. 2010, 54, 506–516. [Google Scholar] [CrossRef]
- Hsu, M.-H.; Yen, C.-H.; Chiu, C.-M.; Chang, C.-M. A longitudinal investigation of continued online shopping behavior: An extension of the theory of planned behavior. Int. J. Hum.-Comput. Stud. 2006, 64, 889–904. [Google Scholar] [CrossRef]
- Hu, J.; Tang, K.; Qian, X.; Sun, F.; Zhou, W. Behavioral change in waste separation at source in an international community: An application of the theory of planned behavior. Waste Manag. 2021, 135, 397–408. [Google Scholar] [CrossRef]
- Han, H.; Hsu, L.-T.; Sheu, C. Application of the Theory of Planned Behavior to green hotel choice: Testing the effect of environmental friendly activities. Tour. Manag. 2010, 31, 325–334. [Google Scholar] [CrossRef]
- Khoso, A.R.; Md Yusof, A. Extended review of contractor selection in construction projects. Can. J. Civ. Eng. 2020, 47, 771–789. [Google Scholar] [CrossRef]
- Mahmoudi, A.; Javed, S.A. Performance Evaluation of Construction Sub-Contractors using Ordinal Priority Approach. Eval. Program Plan. 2021, 91, 102022. [Google Scholar] [CrossRef]
- De Silva, D.G.; Kosmopoulou, G.; Lamarche, C. Survival of contractors with previous subcontracting experience. Econ. Lett. 2012, 117, 7–9. [Google Scholar] [CrossRef]
- Wang, J.; Yuan, H. Factors affecting contractors’ risk attitudes in construction projects: Case study from China. Int. J. Proj. Manag. 2011, 29, 209–219. [Google Scholar] [CrossRef]
- Lee, H.-Y.; Shiue, F.-J.; Zheng, M.-C.; Chang, Y.-C. Integrating value estimation and simulation for contractor selection. Autom. Constr. 2020, 119, 103340. [Google Scholar] [CrossRef]
- Khoso, A.R.; Yusof, A.M.; Chen, Z.-S.; Skibniewski, M.J.; Chin, K.-S.; Khahro, S.H.; Sohu, S. Comprehensive analysis of state-of-the-art contractor selection models in construction environment-A critical review and future call. Socio-Econ. Plan. Sci. 2022, 79, 101137. [Google Scholar] [CrossRef]
- Zhang, S.B.; Fu, Y.F.; Gao, Y.; Zheng, X.D. Influence of Trust and Contract on Dispute Negotiation Behavioral Strategy in Construction Subcontracting. J. Manag. Eng. 2016, 32, 04016001. [Google Scholar] [CrossRef]
- Fornell, C.; Larcker, D.F. Evaluating Structural Equation Models with Unobservable Variables and Measurement Error. J. Mark. Res. 1981, 18, 39–50. [Google Scholar] [CrossRef]
- Fornell, C. A Second Generation of Multivariate Analysis: Methods; Praeger: Westport, CT, USA, 1982. [Google Scholar]
- Zheng, X.; Lu, Y.; Le, Y.; Li, Y.; Fang, J. Formation of interorganizational relational behavior in megaprojects: Perspective of the extended theory of planned behavior. J. Manag. Eng. 2018, 34, 04017052. [Google Scholar] [CrossRef]
- Gloukhovtsev, A. Don’t give me attitude: Can perceptions of social norms, behavioral control and moral intensity help bridge the attitude-behavior gap in ethical consumer behavior? J. Microbiol. Methods 2014, 23, 169–182. [Google Scholar]
- Phua, F.T. When is construction partnering likely to happen? An empirical examination of the role of institutional norms. Constr. Manag. Econ. 2006, 24, 615–624. [Google Scholar] [CrossRef]
- Głodziński, E. Performance measurement embedded in organizational project management of general contractors operating in Poland. Meas. Bus. Excell. 2021, 25, 271–286. [Google Scholar] [CrossRef]
- Wang, Y.; Chen, Y.; Fu, Y.; Zhang, W. Do prior interactions breed cooperation in construction projects? The mediating role of contracts. Int. J. Proj. Manag. 2017, 35, 633–646. [Google Scholar] [CrossRef]
Constructs | ID | Measuring Item | Source |
---|---|---|---|
Attitude towards the behavior (AB) | AB1 | Subcontractor can meet progress requirements of general contractor | [3,8,61,72] |
AB2 | Subcontractor can meet quality requirements of general contractor | ||
AB3 | Subcontractor can help general contractor establish favorable brand image | ||
AB4 | Cooperating with subcontractors can help general contractor consolidate local market, increasing market share | ||
AB5 | Subcontractor can achieve trust and commitment with general contractor | ||
Perceived behavioral control (PBC) | PBC1 | General contractor has sufficient ability to clear role positioning and interface division by cooperating with subcontractors. | [3,8,61,72] |
PBC2 | General contractors have sufficient ability to share risks and benefits with subcontractors. | ||
PBC3 | General contractors have sufficient ability to communicate and cooperate with subcontractors. | ||
PBC4 | General contractors have sufficient capacity to manage subcontractors. | ||
PBC5 | General contractors have sufficient capacity to ensure project successful by cooperating. | ||
Subjective norm (SN) | SN1 | Cooperation with subcontractors is conforming to the law. | [3,8,61,72] |
SN2 | Subcontractors have qualified engineering projects qualifications. | ||
SN3 | Other similar projects establish a good relationship with subcontractors. | ||
SN4 | General contractor company puts forward requirements for selecting subcontractors. | ||
SN5 | The proprietor puts forward requirements for the selection of subcontractors. | ||
Past experience (PE) | PE1 | Subcontractor has a good reputation and performance in the industry. | [2,69,70,73,74] |
PE2 | Subcontractor has completed work well in the past experience. | ||
PE3 | Subcontractor has always been able to give good suggestions that brought additional benefits to general contractors’ projects. | ||
PE4 | Subcontractor is similar to general contractors’ corporate organizational culture. | ||
Long-term cooperation intention (LTC) | LTC1 | General contractors hope to maintain long-term cooperation with subcontractor | [5,8,9,35,75] |
LTC2 | General contractors are willing to give preferential conditions | ||
LTC3 | General contractors are willing to invest more resources to maintain long-term cooperative relationship in future cooperation |
Feature | Classification | Quantity | Proportion |
---|---|---|---|
Education | Junior college and below | 38 | 23.0% |
Bachelor | 69 | 41.8% | |
Master and above | 58 | 35.2% | |
Work experience | 1–5 years | 43 | 26.1% |
6–10 years | 42 | 25.5% | |
10–15 years | 45 | 27.3% | |
Over 16 years | 35 | 21.2% | |
Management position | Senior manager | 39 | 14.7% |
General manager | 68 | 41.2% | |
Technical personnel | 58 | 35.2% | |
Number of projects participating as main contractors | 1–3 | 72 | 43.6% |
4–6 | 58 | 35.2% | |
7–9 | 25 | 9.4% | |
Over 10 | 10 | 6.1% |
Group | Construct | Cronbach’α |
---|---|---|
Attitude towards the behavior | AB | 0.779 |
Perceived behavioral control | PBC | 0.734 |
Subjective norms | SN | 0.768 |
Past experience | PE | 0.801 |
Long-term cooperation intention | LTC | 0.809 |
Group | No. | Factor Load | AVE | CR |
---|---|---|---|---|
AB | AB1 | 0.525 | 0.597 | 0.833 |
AB2 | 0.832 | |||
AB3 | 0.856 | |||
AB4 | 0.823 | |||
AB5 | 0.811 | |||
PBC | PBC1 | 0.678 | 0.765 | 0.845 |
PBC2 | 0.751 | |||
PBC3 | 0.863 | |||
PBC4 | 0.589 | |||
PBC5 | 0.605 | |||
SN | SN1 | 0.512 | 0.614 | 0.819 |
SN2 | 0.745 | |||
SN3 | 0.781 | |||
SN4 | 0.746 | |||
SN5 | 0.691 | |||
PE | PE1 | 0.611 | 0.589 | 0.766 |
PE2 | 0.592 | |||
PE3 | 0.746 | |||
PE4 | 0.721 | |||
LTC | LTC1 | 0.811 | 0.834 | 0.841 |
LTC2 | 0.912 | |||
LTC3 | 0.872 |
Group | AT | PBC | SN | PE | IN |
---|---|---|---|---|---|
AT | 0.779 | ||||
PBC | 0.453 | 0.878 | |||
SN | 0.464 | 0.345 | 0.723 | ||
PE | 0.272 | 0.224 | 0.235 | 0.871 | |
LTC | 0.592 | 0.545 | 0.425 | 0.288 | 0.751 |
Hypothesis of Path | Path Coefficient | t-Value | Explanation |
---|---|---|---|
H1: AB→LTC | 0.447 | 5.727 | Supported |
H2: SN→LTC | 0.328 | 4.331 | Supported |
H3: PBC→LTC | 0.542 | 6.972 | Supported |
H4: PE→AB | 0.157 | 2.377 | Supported |
H5: PE→SN | 0.132 | 1.235 | Not supported |
H6: PB→PBC | 0.467 | 6.472 | Supported |
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Liu, X.; Liu, D.; Xu, M. An Extended Theory of Planned Behavior to Explain General Contractors’ Long-Term Cooperation Intentions in Construction Projects: Empirical Evidence from China. Sustainability 2023, 15, 7072. https://doi.org/10.3390/su15097072
Liu X, Liu D, Xu M. An Extended Theory of Planned Behavior to Explain General Contractors’ Long-Term Cooperation Intentions in Construction Projects: Empirical Evidence from China. Sustainability. 2023; 15(9):7072. https://doi.org/10.3390/su15097072
Chicago/Turabian StyleLiu, Xun, Dexin Liu, and Mengyu Xu. 2023. "An Extended Theory of Planned Behavior to Explain General Contractors’ Long-Term Cooperation Intentions in Construction Projects: Empirical Evidence from China" Sustainability 15, no. 9: 7072. https://doi.org/10.3390/su15097072
APA StyleLiu, X., Liu, D., & Xu, M. (2023). An Extended Theory of Planned Behavior to Explain General Contractors’ Long-Term Cooperation Intentions in Construction Projects: Empirical Evidence from China. Sustainability, 15(9), 7072. https://doi.org/10.3390/su15097072