Conceptual Estimation of Construction Costs Using the Multistep Ahead Approach

dc.contributor.author Onur Dursun
dc.contributor.author Christian Stoy
dc.contributor.author Stoy, Christian
dc.contributor.author Dursun, Onur
dc.date SEP
dc.date.accessioned 2025-10-06T16:22:27Z
dc.date.issued 2016
dc.description.abstract Providing accurate forecasts of construction costs at the conceptual phases of building projects is vital since they form an objective benchmark for the subsequent evaluation of project performance. Previous works adopted a conventional approach in which a restricted set of macro project determinants which are available in the preplanning phase was employed towards direct estimation of construction costs. Aiming to reduce the prediction error in conceptual estimates the current study adopts a novel approach from the domain of forecasting. This multistep ahead (MSA) approach relies on the idea of using several cascaded estimations to predict future values. Accordingly building element quantities were estimated as the first step. In the second step estimated quantities were combined with the existing set of inputs to achieve a higher accuracy in construction cost prediction. In order to test the hypotheses of interest 657 building projects from Germany were analyzed using linear regression and artificial neural network methods. Conclusive evidence suggests that the MSA approach significantly outperforms the prediction accuracy of the conventional practice. To the best of authors' investigation the current study is the first to offer such a cascaded estimation approach. Therefore further empirical evidence is necessary prior to generalizing applicability of the MSA approach in construction cost estimation.
dc.identifier.doi 10.1061/(ASCE)CO.1943-7862.0001150
dc.identifier.issn 0733-9364
dc.identifier.issn 1943-7862
dc.identifier.scopus 2-s2.0-84982245300
dc.identifier.uri http://dx.doi.org/10.1061/(ASCE)CO.1943-7862.0001150
dc.identifier.uri https://gcris.yasar.edu.tr/handle/123456789/7376
dc.identifier.uri https://doi.org/10.1061/(ASCE)CO.1943-7862.0001150
dc.language.iso English
dc.publisher ASCE-AMER SOC CIVIL ENGINEERS
dc.relation.ispartof Journal of Construction Engineering and Management
dc.rights info:eu-repo/semantics/closedAccess
dc.source JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT
dc.subject Preplanning, Cost estimation, Multistep ahead approach, Regression, Neural networks, Cost and schedule
dc.subject REGRESSION-ANALYSIS, BUILDING-PROJECTS, MODELS
dc.subject Cost and Schedule
dc.subject Regression
dc.subject Multistep Ahead Approach
dc.subject Preplanning
dc.subject Neural Networks
dc.subject Cost Estimation
dc.title Conceptual Estimation of Construction Costs Using the Multistep Ahead Approach
dc.type Article
dspace.entity.type Publication
gdc.author.id Dursun, Onur/0000-0002-5787-162X
gdc.author.scopusid 36894455100
gdc.author.scopusid 14827043200
gdc.author.wosid Stoy, Christian/A-4733-2011
gdc.author.wosid Dursun, Onur/AAJ-5375-2020
gdc.bip.impulseclass C4
gdc.bip.influenceclass C4
gdc.bip.popularityclass C4
gdc.coar.type text::journal::journal article
gdc.collaboration.industrial false
gdc.description.department
gdc.description.departmenttemp [Dursun, Onur] Yasar Univ, Fac Architecture, TR-35100 Izmir, Turkey; [Stoy, Christian] Univ Stuttgart, Inst Construct Econ, D-70174 Stuttgart, Germany
gdc.description.issue 9
gdc.description.publicationcategory Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
gdc.description.volume 142
gdc.description.woscitationindex Science Citation Index Expanded
gdc.identifier.openalex W2297143647
gdc.identifier.wos WOS:000383131000009
gdc.index.type WoS
gdc.index.type Scopus
gdc.oaire.diamondjournal false
gdc.oaire.impulse 6.0
gdc.oaire.influence 3.4387952E-9
gdc.oaire.isgreen true
gdc.oaire.popularity 1.4775377E-8
gdc.oaire.publicfunded false
gdc.oaire.sciencefields 0502 economics and business
gdc.oaire.sciencefields 05 social sciences
gdc.oaire.sciencefields 0211 other engineering and technologies
gdc.oaire.sciencefields 02 engineering and technology
gdc.openalex.collaboration International
gdc.openalex.fwci 5.5675
gdc.openalex.normalizedpercentile 0.96
gdc.openalex.toppercent TOP 10%
gdc.opencitations.count 35
gdc.plumx.crossrefcites 18
gdc.plumx.mendeley 128
gdc.plumx.scopuscites 51
gdc.scopus.citedcount 51
gdc.virtual.author Dursun, Onur
gdc.wos.citedcount 38
person.identifier.orcid Dursun- Onur/0000-0002-5787-162X
publicationissue.issueNumber 9
publicationvolume.volumeNumber 142
relation.isAuthorOfPublication 306245b0-fd6c-4ea5-b2d3-d17f30cd8e63
relation.isAuthorOfPublication.latestForDiscovery 306245b0-fd6c-4ea5-b2d3-d17f30cd8e63
relation.isOrgUnitOfPublication ac5ddece-c76d-476d-ab30-e4d3029dee37
relation.isOrgUnitOfPublication.latestForDiscovery ac5ddece-c76d-476d-ab30-e4d3029dee37

Files