{"title":"Structural equation modelling of risk factors influencing the success of building projects","authors":"O. Adedokun, T. Egbelakin","doi":"10.1108/jfm-01-2022-0002","DOIUrl":"https://doi.org/10.1108/jfm-01-2022-0002","url":null,"abstract":"\u0000Purpose\u0000Despite several research efforts tackling construction project risks globally, tertiary education building projects are not devoid of experiencing risks with cascading effects on projects. In the past decades, there has been increasing application of linear assessments of risks in construction risk management practices. However, this study aims to assess the influence of risk factors on the success of tertiary education building projects using a structural equation modelling approach. This study will further reinforce the risk factors that require attention because risk factors are not linear but interdependent.\u0000\u0000\u0000Design/methodology/approach\u0000A quantitative research method was undertaken in this study, where data collection was achieved via a structured questionnaire survey. In total, 452 questionnaires were administered to client representatives, consultants and contractors involved in executing tertiary education building projects across five public tertiary education institutions in Ondo State, Nigeria. Of 452 questionnaires, 279 were found usable for the analysis, implying a response rate of 61.73%. The Cronbach α test, average variances extracted and composite reliabilities values show high reliability and internal consistency of the instrument used for data gathering. Furthermore, the study adopted percentile, mean, correlation, regression analysis and structural equation modelling for analyzing the data collected upon which the study’s inferences were based.\u0000\u0000\u0000Findings\u0000The study found that three out of six criteria for measuring the success of tertiary education building projects were significantly affected by risk factors while using the structural equation modelling technique. With this non-linear method of assessment, completion to time was significantly impacted by environmental risk factors. In addition, safety performance was also significantly influenced by logistic, environmental and legal risk factors; furthermore, logistics, design and environmental risks significantly affected profit. However, completion to cost, standard/quality and end-user satisfaction was not significantly affected by the risk factors in tertiary education building projects.\u0000\u0000\u0000Research limitations/implications\u0000The quantitative data used for the analysis are limited to the tertiary education building projects from selected five tertiary education institutions in Ondo State; therefore, the results do not indicate all tertiary institutions in Nigeria. In addition, the findings are based on building projects that were procured through a competitive tendering arrangement only and thus considered a limitation for this study.\u0000\u0000\u0000Practical implications\u0000Not all the risks significantly influence the tertiary education building projects. Therefore, risk factors with a significant effect on the success indicators of tertiary education building projects should be prioritized for a successful project. While risk factors have not affected the completion to cost per ","PeriodicalId":46544,"journal":{"name":"Journal of Facilities Management","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2022-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49110863","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Odey Alshboul, Ali Shehadeh, O. Tatari, Ghassan Almasabha, Eman Saleh
{"title":"Multiobjective and multivariable optimization for earthmoving equipment","authors":"Odey Alshboul, Ali Shehadeh, O. Tatari, Ghassan Almasabha, Eman Saleh","doi":"10.1108/jfm-10-2021-0129","DOIUrl":"https://doi.org/10.1108/jfm-10-2021-0129","url":null,"abstract":"\u0000Purpose\u0000Efficient management of earthmoving equipment is critical for decision-makers in construction engineering management. Thus, the purpose of this paper is to prudently identify, select, manage and optimize the associated decision variables (e.g. capacity, number and speed) for trucks and loaders equipment to minimize cost and time objectives.\u0000\u0000\u0000Design/methodology/approach\u0000This paper addresses an innovative multiobjective and multivariable mathematical optimization model to generate a Pareto-optimality set of solutions that offers insights of optimal tradeoffs between minimizing earthmoving activity’s cost and time. The proposed model has three major stages: first, define all related decision variables for trucks and loaders and detect all related constraints that affect the optimization model; second, derive the mathematical optimization model and apply the multiobjective genetic algorithms and classify all inputs and outputs related to the mathematical model; and third, model validation.\u0000\u0000\u0000Findings\u0000The efficiency of the proposed optimization model has been validated using a case study of earthmoving activities based on data collected from the real-world construction site. The outputs of the conducted optimization process promise the model’s originality and efficiency in generating optimal solutions for optimal time and cost objectives.\u0000\u0000\u0000Originality/value\u0000This model provides the decision-maker with an efficient tool to select the optimal design variables to minimize the activity's time and cost.\u0000","PeriodicalId":46544,"journal":{"name":"Journal of Facilities Management","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2022-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48838060","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Contrivance interrelated building components and defects factors: qualitative survey approach on government buildings","authors":"Roslan Talib, Mohd Zailan Sulieman","doi":"10.1108/jfm-08-2021-0084","DOIUrl":"https://doi.org/10.1108/jfm-08-2021-0084","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>The purpose of this paper is to identify the key aspects of building defects performance cases in relation to the building components focusing on the government-owned buildings and to enhance government’s role to curb the building defects to reoccur.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>The qualitative research method approach was adopted with a total of 5,243 specific building defects identified and accumulated from actual building projects and provided feedback on the defects associated with the Government of Malaysia’s owned buildings.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>This paper statistically validates that building defects are a staid delinquent matter fronting the construction industry in Malaysia. This matter needs to be tacked by all the parties involved in the industry. This paper proposes a factual statistical statement that is proved to be a practical and suitable measurement in correcting building defects and preventing them from reoccurring.</p><!--/ Abstract__block -->\u0000<h3>Research limitations/implications</h3>\u0000<p>Future research could focus on developing a defect performance measurement on real projects now focusing on private buildings as well.</p><!--/ Abstract__block -->\u0000<h3>Practical implications</h3>\u0000<p>The defects performance statistical measurement is anticipated to prove the problematic rate of defects occurrence on government-owned structures, as the key elements on the national defect preventive strategy which have to be taken into account.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>The outcome of this paper is significant in its own right and serves as a platform for future research in this area.</p><!--/ Abstract__block -->","PeriodicalId":46544,"journal":{"name":"Journal of Facilities Management","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2022-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140107816","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Vuyokazi Precious Camngca, C. Amoah, Emma Ayesu-Koranteng
{"title":"Underutilisation of information communication and technology in the public sector construction project’s implementation","authors":"Vuyokazi Precious Camngca, C. Amoah, Emma Ayesu-Koranteng","doi":"10.1108/jfm-10-2021-0128","DOIUrl":"https://doi.org/10.1108/jfm-10-2021-0128","url":null,"abstract":"\u0000Purpose\u0000The construction industry’s daily processes demand heavy data usage and communication between project participants to meet client requirements. Thus, the application of information technology in project implementation has been increasing in the construction sector (CS) lately. However, the same cannot be seen in public sectors responsible for implementing government projects in South Africa. This study aimed to investigate the causes and effects of the underutilisation of information communication technology (ICT) in the building section of a public sector in a municipality in South Africa.\u0000\u0000\u0000Design/methodology/approach\u0000A qualitative approach was adopted for the study, using a public sector in one of the municipalities as a case study. Face-to-face interviews were conducted among the building unit workers, using unstructured interview questions. The data collected were analysed using the ATLAS.ti software.\u0000\u0000\u0000Findings\u0000The findings indicate a lack of understanding of existing and newly available ICT software and hardware technology among staff within the building technology due to lack of digitalisation in construction projects implementation, inadequate system upgrades, lack of adequate ICT resources, lack of financial resources for internet and software application subscriptions and lack of ICT training leading. The issues mentioned above have led to the outsourcing of projects professionals, slow pace of electronic emails, untrained professionals, usage of different and unlicensed software, resulting in the underutilisation of ICT within the whole building section. This change also adversely affects all officials, especially the junior officials who have graduated using the most recent ICT technology during their studies.\u0000\u0000\u0000Research limitations/implications\u0000The building department of only one public sector was used for the study; therefore, the findings may not be generalisable. The case study public sector’s name is withheld for confidentiality purposes.\u0000\u0000\u0000Practical implications\u0000Adequate change management and continuous development, combined with the allocation of proper resources, would be necessary for all staff members. Enormous investments had to be made in the ICT equipment by providing a sufficient budget in the building section of the public sectors. The building section within public sectors should provide change management to all aged skills staff by attending seminars to learn new ICT technology applied within its work environment.\u0000\u0000\u0000Originality/value\u0000The study established the causes of the underutilisation of ICT in the CS, especially in the public work departments and municipalities, and how this contributes to service delivery.\u0000","PeriodicalId":46544,"journal":{"name":"Journal of Facilities Management","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2022-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41287339","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The effect of COVID-19 on Indian stock market volatility: can economic package control the uncertainty?","authors":"Nenavath Sreenu, Ashis Kumar Pradhan","doi":"10.1108/jfm-12-2021-0162","DOIUrl":"https://doi.org/10.1108/jfm-12-2021-0162","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>The stock market has shown fluctuating degrees of volatility because of the recent COVID-19 pandemic in India. The present research aims to investigate the effect of the COVID-19 on the stock market volatility, and whether the economic package can control the market volatility or not, measured by a set of certain sector-level economic features and factors such as resilience variables.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>We examine the correlation matrix, basic volatility model and robustness tests to determine the sector-level economic features and macroeconomic factors helpful in diminishing the volatility rising because of the COVID-19.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The outcomes of this study are significant as policymakers and financial analysts can apply these economic factors to set policy replies to handle the unexpected fluctuation in the stock market in sequence to circumvent any thinkable future financial crisis.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>The originality of the paper is to measure the variables affecting the stock market volatility due to COVID-19, and understand the impact of capital market macroeconomic variables and dummy variables to theoretically explain the COVID-19 impact on stock market volatility.</p><!--/ Abstract__block -->","PeriodicalId":46544,"journal":{"name":"Journal of Facilities Management","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2022-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139103038","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Implementing the lean demolition of municipality buildings using fuzzy partial least squares technique","authors":"H. Vosoughifar, S. Farzadi, SZ. Hosseininejad","doi":"10.1108/jfm-10-2021-0120","DOIUrl":"https://doi.org/10.1108/jfm-10-2021-0120","url":null,"abstract":"\u0000Purpose\u0000Lean management has been used in various constructions around the world for more than a quarter of a century, and it is an important factor in the construction of new projects. In relation to demolition management, only standards and codes and general principles of demolition of specific buildings were evaluated. The purpose of this study is providing relation between lean management on demolition processes of municipality buildings evaluated.\u0000\u0000\u0000Design/methodology/approach\u0000This study investigates the lean demolition of demolished and renovated buildings in a metropolitan area that can be extended to all cities. In the first stage, the effective factors in the demolition of the building based on lean management were identified through a valid questionnaire based on the valid Delphi approach. Social, economic and environmental considerations were considered in designing the appropriate questionnaire.\u0000\u0000\u0000Findings\u0000The modified approach between the fuzzy method and partial least squares was used to evaluate important variables. All of the modified processes were developed in MATLAB by the authors of this paper. The results show that customer-focused degradation parameter has the weakest effect and waste removal variable has the most effect on lean management.\u0000\u0000\u0000Originality/value\u0000Statistical results show that there is no significant difference between the effect of lean management on variables such as demolition time, quality and type of construction (p < 0.05).\u0000","PeriodicalId":46544,"journal":{"name":"Journal of Facilities Management","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2022-04-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48097187","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Exploring the impact of the physical work environment on service employees: an analysis of literature","authors":"Pinalba Schilleci","doi":"10.1108/jfm-09-2021-0099","DOIUrl":"https://doi.org/10.1108/jfm-09-2021-0099","url":null,"abstract":"\u0000Purpose\u0000The recent COVID-19 emergency has brought to light issues connected to physical work environment, particularly to offices and to its impact on service employees’ internal responses, behaviors and outcomes. As the topic is characterized by fragmented theoretical approaches as well as a lack in consolidated empirical research, this study aims at providing a clear understanding of the main – as well as the most recent – issues debated in academic literature today.\u0000\u0000\u0000Design/methodology/approach\u0000The study is a systematic literature review. Specifically, 124 papers, retrieved by Scopus, Web of Science and EBSCOhost research databases, are here systematically analyzed.\u0000\u0000\u0000Findings\u0000The main findings are connected to the prevalence of studies investigating employees’ satisfaction and productivity as main outcomes, the increasing attention by academics to new workplace designs, characterized by peculiar attributes such as flexibility and nonterritoriality, and finally, the lower interest in nonoffice working environments.\u0000\u0000\u0000Originality/value\u0000The review sheds light on the current knowledge of the relation between physical work environment and service employees to identify the main issues debated in academic literature and make suggestions for further research. First, the need to explore aspects of the physical work environment and employees’ outcomes that have not been adequately studied. Second, the relevance to investigate the above relation in public sector. Moreover, the importance of careful planning of the physical and virtual work environment in the context of the COVID-19 emergency.\u0000","PeriodicalId":46544,"journal":{"name":"Journal of Facilities Management","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2022-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42530164","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Selecting the right location for sports facilities using analytical hierarchy process","authors":"E. E. Erturan-Ogut, Ufuk Kula","doi":"10.1108/jfm-09-2021-0103","DOIUrl":"https://doi.org/10.1108/jfm-09-2021-0103","url":null,"abstract":"\u0000Purpose\u0000This study aims to adapt analytical hierarchy process (AHP) for choosing the optimal location for sport facilities. The location of a sports facility contributes significantly to its potential success or failure. Therefore, factors affecting such location-related decisions must be carefully studied and prioritized in a systematic fashion.\u0000\u0000\u0000Design/methodology/approach\u0000This study develops a seven-step framework which may be used to decide on a location from among several alternatives. Through an extensive literature review, this study first determines the factors affecting sports facility location selection and then applies AHP steps by asking several sports facility owners and managers to assess importance of the criteria.\u0000\u0000\u0000Findings\u0000This study determined the sport facility location selection factors as “ease of access,” “facility features,” “financial issues,” “neighborhood” and “market,” and further divided each factor into its subfactors. To illustrate the framework of using AHP as a tool to select the right location for sport facilities, we chose three candidate locations and scored them according to the calculated weight scores of the criteria, identifying the strengths and weaknesses of each location.\u0000\u0000\u0000Practical implications\u0000This study provides several managerial implications that may guide sport facility investors in choosing the right location.\u0000\u0000\u0000Social implications\u0000This study presents a method to evaluate different factors for different actors of sport industry in a systematic way. Private investors can use the method for securing sufficient number of potential customers in a well-selected location. Government institutions and public policymakers can use the method, possibly with different sets of factors, to decide on the location of public sports facilities to maximize the number of visitors or to reach disadvantaged or underserved populations.\u0000\u0000\u0000Originality/value\u0000This framework of AHP method can help private and public investors and policymakers evaluate and make the optimal decision for choosing sports facility locations. This study contributes both to sport management theory and practice as well as to operation management literature. This study also refined the scattered factors in the literature of selecting a sport facility site in a more understandable and adaptable way.\u0000","PeriodicalId":46544,"journal":{"name":"Journal of Facilities Management","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2022-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49587716","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A two-stage solution approach for unequal area facility layout problem with bi-directional relaxed flexible bay structure","authors":"Irappa Basappa Hunagund, Madhusudanan Pillai, Kempaiah U.N.","doi":"10.1108/jfm-09-2021-0097","DOIUrl":"https://doi.org/10.1108/jfm-09-2021-0097","url":null,"abstract":"\u0000Purpose\u0000The purpose of this article is to develop a bi-directional relaxed flexible bay structure (BRFBS) in the layout for the unequal area facility layout problems (UA-FLPs) and test the suitability of the proposed approach using literature data.\u0000\u0000\u0000Design/methodology/approach\u0000This research adopts a two-stage solution approach for UA-FLPs to form BRFBS in the layout. The solution to UA-FLPs is carried out in discrete space. The proposed heuristic method optimises the layout plan for minimising the material handling cost (MHC), and also, it indirectly optimises the space utilisation by reducing the empty space in the layout. The first stage of layout design assumes that all facilities are equal in size and uses quadratic assignment problem (QAP) model. QAP is solved with a simulated annealing heuristic method. In the second stage, a heuristic method is proposed to find the optimum width for each bay and the dimension for facilities. The proposed heuristic method is tested with numerical data available in the literature. Results are compared with the results obtained by layout planning software, and with the simulated annealing algorithm for flexible bay structure (SA-FBS) heuristic procedure for continuous space UA-FLPs.\u0000\u0000\u0000Findings\u0000The proposed two-stage solution approach gives the BRFBS for the UA-FLPs. BRFBS helps to create proper aisle structure in the layout plan. The layout configuration and solution of the proposed method is better than the layout planning software solution and SA-FBS solution. The application of the proposed heuristic method to case data gave lesser MHC, better space utilisation and better aisle formation than the existing layout.\u0000\u0000\u0000Research limitations/implications\u0000The proposed approach has the limitation that it can be applied only to UA-FLPs solved in discrete space. When the UA-FLPs are solved in continuous space, then it is not possible to make application of this approach to form bi-directional relaxed flexible bays in the layout plan.\u0000\u0000\u0000Practical implications\u0000Most of the modern industries are automated, and they use material handling equipment (MHE) like automated guided vehicles (AGVs). Design of layout plans that help to create proper aisle structure for AGV’s in the layout plan is a challenging to the researchers. The BRFBS configuration is more suitable in the flexible manufacturing system where AGVs are used for material transportation.\u0000\u0000\u0000Originality/value\u0000This paper proposes a novel two-stage heuristic method for solving the UA-FLPs in discrete space. The proposed approach generates a BRFBS in the layout plan. The BRFBS helps to create a proper aisle structure suitable for better material handling operations. Hence, this type of layout helps in easy interaction of the MHE (e.g. AGVs) with the boundaries of the facilities touching the aisle.\u0000","PeriodicalId":46544,"journal":{"name":"Journal of Facilities Management","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2022-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41580969","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Obtaining the effects of unobservable firm-specific characteristics on cost stickiness by the one-way error component regression model","authors":"A. Shirzad","doi":"10.1108/jfm-10-2021-0110","DOIUrl":"https://doi.org/10.1108/jfm-10-2021-0110","url":null,"abstract":"\u0000Purpose\u0000This research attempts to obtain the effect of unobservable firm-specific characteristics on selling, general and administrative (SG&A) cost stickiness by using panel data.\u0000\u0000\u0000Design/methodology/approach\u0000For this purpose, first, the authors describe the one-way error component regression model in panel data and presented that unobservable individual effect how could be estimated. Then the authors tested this panel data’s ability by estimating the effect of unobservable firm-specific characteristics on SG&A stickiness.\u0000\u0000\u0000Findings\u0000The authors find, for 195 firm-year of the industrial sector over 5 years, the SG&A costs increase on average at a rate of 0.76% per 1% increase in sales but decrease only 0.51% per 1% decrease in sales. In addition, the authors find that the unobservable characteristics of each company have different effects on SG&A cost stickiness.\u0000\u0000\u0000Originality/value\u0000As the present study is the pioneer study on describe the one-way error component regression model in panel data and presented the unobservable individual effects. The findings of this study can contribute to the realm of this study and the related literature.\u0000","PeriodicalId":46544,"journal":{"name":"Journal of Facilities Management","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48272408","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}