Loading…
Assessing the Impact of Data Sciences and Smart Technologies in Air Conditioning Project Management: A Delphi Method Analysis within the Construction Industry
The integration of data sciences and smart technologies in the construction industry, particularly in air conditioning project management, is an important area of research. This study employs the Delphi Method to explore this integration, surveying 40 experts in construction management. Participants...
Saved in:
Published in: | Buildings (Basel) 2023-10, Vol.13 (10), p.2581 |
---|---|
Main Authors: | , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
cited_by | |
---|---|
cites | cdi_FETCH-LOGICAL-c373t-72f1618eccbc759926900f38e5ab9f675c6036cc6704b577b1367cd7498008c73 |
container_end_page | |
container_issue | 10 |
container_start_page | 2581 |
container_title | Buildings (Basel) |
container_volume | 13 |
creator | Ali, Bashar Mahmood Akkaş, Mehmet |
description | The integration of data sciences and smart technologies in the construction industry, particularly in air conditioning project management, is an important area of research. This study employs the Delphi Method to explore this integration, surveying 40 experts in construction management. Participants were meticulously selected based on a set of inclusion criteria related to age, educational qualifications, and field experience. The study tests five hypotheses, each scrutinized through a score-based Delphi analysis. The findings are mixed and shed new light on several dimensions of air conditioning project management. For instance, the study refutes the commonly held belief that the location of air conditioning projects significantly impacts worker safety. It also challenges the assumption that exceeding international safety standards like ISO leads to cost savings. On the other hand, the study validates the significance of global safety standards and the undeniable role of data sciences and smart technologies in enhancing human safety in the air conditioning industry. These findings not only challenge existing models, but also open avenues for further research. They indicate a complex interplay between safety, cost-effectiveness, and technological integration in air conditioning project management. The study suggests a shift towards data-driven decision-making and underscores the need for international safety standards, particularly in an era marked by rapid technological advancements and globalization. |
doi_str_mv | 10.3390/buildings13102581 |
format | article |
fullrecord | <record><control><sourceid>gale_doaj_</sourceid><recordid>TN_cdi_doaj_primary_oai_doaj_org_article_4282942a09ba4210b1532d65972a3fe4</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><galeid>A771912272</galeid><doaj_id>oai_doaj_org_article_4282942a09ba4210b1532d65972a3fe4</doaj_id><sourcerecordid>A771912272</sourcerecordid><originalsourceid>FETCH-LOGICAL-c373t-72f1618eccbc759926900f38e5ab9f675c6036cc6704b577b1367cd7498008c73</originalsourceid><addsrcrecordid>eNplks-KFDEQxhtRcFn3AbwFPM-aP51Ox1szq-vALgq7nkM6qXRn6EnGJI3My_isZhwRweSQykfVL_WFapq3BN8yJvH7cfWL9WHKhBFMeU9eNFcUC77hDMuX_8Svm5uc97iunlPK26vm55Az5FyLUZkB7Q5HbQqKDt3potGT8RAMZKSDRU8HnQp6BjOHuMTJV9kHNPiEtjFYX3wMZ8zXFPdQGY866AkOEMoHNKA7WI6zR49Q5mjREPRyyj6jH77MFXJ-ukJySas5c9Au2LXeTm-aV04vGW7-nNfNt08fn7efNw9f7nfb4WFjmGBlI6gjHenBmNEILiXtJMaO9cD1KF0nuOkw64zpBG5HLsRIWCeMFa3s61cYwa6b3YVro96rY_LV60lF7dVvIaZJVfPeLKBa2lPZUo3lqFtK8Eg4o7bjUlDNHLSV9e7COqb4fYVc1D6uqTrOivY9rQ1jImvW7SVr0hXqg4slaVO3hYM3MYDzVR-EIJJQKmgtIJcCk2LOCdzfNglW5zFQ_40B-wVVaqdk</addsrcrecordid><sourcetype>Open Website</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2882373019</pqid></control><display><type>article</type><title>Assessing the Impact of Data Sciences and Smart Technologies in Air Conditioning Project Management: A Delphi Method Analysis within the Construction Industry</title><source>Publicly Available Content (ProQuest)</source><creator>Ali, Bashar Mahmood ; Akkaş, Mehmet</creator><creatorcontrib>Ali, Bashar Mahmood ; Akkaş, Mehmet</creatorcontrib><description>The integration of data sciences and smart technologies in the construction industry, particularly in air conditioning project management, is an important area of research. This study employs the Delphi Method to explore this integration, surveying 40 experts in construction management. Participants were meticulously selected based on a set of inclusion criteria related to age, educational qualifications, and field experience. The study tests five hypotheses, each scrutinized through a score-based Delphi analysis. The findings are mixed and shed new light on several dimensions of air conditioning project management. For instance, the study refutes the commonly held belief that the location of air conditioning projects significantly impacts worker safety. It also challenges the assumption that exceeding international safety standards like ISO leads to cost savings. On the other hand, the study validates the significance of global safety standards and the undeniable role of data sciences and smart technologies in enhancing human safety in the air conditioning industry. These findings not only challenge existing models, but also open avenues for further research. They indicate a complex interplay between safety, cost-effectiveness, and technological integration in air conditioning project management. The study suggests a shift towards data-driven decision-making and underscores the need for international safety standards, particularly in an era marked by rapid technological advancements and globalization.</description><identifier>ISSN: 2075-5309</identifier><identifier>EISSN: 2075-5309</identifier><identifier>DOI: 10.3390/buildings13102581</identifier><language>eng</language><publisher>Basel: MDPI AG</publisher><subject>Air conditioning ; Alternative energy sources ; Analysis ; building business ; Construction industry ; Construction management ; Cooling ; Coronaviruses ; Decision making ; Delphi method ; Energy consumption ; Energy efficiency ; Globalization ; Green buildings ; Heat ; Humidity ; HVAC ; Indoor air quality ; Industrial project management ; Integration ; intelligent data analyzing ; International economic relations ; Methods ; Microorganisms ; Occupational safety ; Project management ; Safety ; Sound ; Surveys ; Temperature ; thermal comfort ; Ventilation ; VOCs ; Volatile organic compounds</subject><ispartof>Buildings (Basel), 2023-10, Vol.13 (10), p.2581</ispartof><rights>COPYRIGHT 2023 MDPI AG</rights><rights>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/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c373t-72f1618eccbc759926900f38e5ab9f675c6036cc6704b577b1367cd7498008c73</cites><orcidid>0000-0002-1380-7837</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2882373019/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2882373019?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>314,776,780,25732,27903,27904,36991,44569,74872</link.rule.ids></links><search><creatorcontrib>Ali, Bashar Mahmood</creatorcontrib><creatorcontrib>Akkaş, Mehmet</creatorcontrib><title>Assessing the Impact of Data Sciences and Smart Technologies in Air Conditioning Project Management: A Delphi Method Analysis within the Construction Industry</title><title>Buildings (Basel)</title><description>The integration of data sciences and smart technologies in the construction industry, particularly in air conditioning project management, is an important area of research. This study employs the Delphi Method to explore this integration, surveying 40 experts in construction management. Participants were meticulously selected based on a set of inclusion criteria related to age, educational qualifications, and field experience. The study tests five hypotheses, each scrutinized through a score-based Delphi analysis. The findings are mixed and shed new light on several dimensions of air conditioning project management. For instance, the study refutes the commonly held belief that the location of air conditioning projects significantly impacts worker safety. It also challenges the assumption that exceeding international safety standards like ISO leads to cost savings. On the other hand, the study validates the significance of global safety standards and the undeniable role of data sciences and smart technologies in enhancing human safety in the air conditioning industry. These findings not only challenge existing models, but also open avenues for further research. They indicate a complex interplay between safety, cost-effectiveness, and technological integration in air conditioning project management. The study suggests a shift towards data-driven decision-making and underscores the need for international safety standards, particularly in an era marked by rapid technological advancements and globalization.</description><subject>Air conditioning</subject><subject>Alternative energy sources</subject><subject>Analysis</subject><subject>building business</subject><subject>Construction industry</subject><subject>Construction management</subject><subject>Cooling</subject><subject>Coronaviruses</subject><subject>Decision making</subject><subject>Delphi method</subject><subject>Energy consumption</subject><subject>Energy efficiency</subject><subject>Globalization</subject><subject>Green buildings</subject><subject>Heat</subject><subject>Humidity</subject><subject>HVAC</subject><subject>Indoor air quality</subject><subject>Industrial project management</subject><subject>Integration</subject><subject>intelligent data analyzing</subject><subject>International economic relations</subject><subject>Methods</subject><subject>Microorganisms</subject><subject>Occupational safety</subject><subject>Project management</subject><subject>Safety</subject><subject>Sound</subject><subject>Surveys</subject><subject>Temperature</subject><subject>thermal comfort</subject><subject>Ventilation</subject><subject>VOCs</subject><subject>Volatile organic compounds</subject><issn>2075-5309</issn><issn>2075-5309</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNplks-KFDEQxhtRcFn3AbwFPM-aP51Ox1szq-vALgq7nkM6qXRn6EnGJI3My_isZhwRweSQykfVL_WFapq3BN8yJvH7cfWL9WHKhBFMeU9eNFcUC77hDMuX_8Svm5uc97iunlPK26vm55Az5FyLUZkB7Q5HbQqKDt3potGT8RAMZKSDRU8HnQp6BjOHuMTJV9kHNPiEtjFYX3wMZ8zXFPdQGY866AkOEMoHNKA7WI6zR49Q5mjREPRyyj6jH77MFXJ-ukJySas5c9Au2LXeTm-aV04vGW7-nNfNt08fn7efNw9f7nfb4WFjmGBlI6gjHenBmNEILiXtJMaO9cD1KF0nuOkw64zpBG5HLsRIWCeMFa3s61cYwa6b3YVro96rY_LV60lF7dVvIaZJVfPeLKBa2lPZUo3lqFtK8Eg4o7bjUlDNHLSV9e7COqb4fYVc1D6uqTrOivY9rQ1jImvW7SVr0hXqg4slaVO3hYM3MYDzVR-EIJJQKmgtIJcCk2LOCdzfNglW5zFQ_40B-wVVaqdk</recordid><startdate>20231001</startdate><enddate>20231001</enddate><creator>Ali, Bashar Mahmood</creator><creator>Akkaş, Mehmet</creator><general>MDPI AG</general><scope>AAYXX</scope><scope>CITATION</scope><scope>8FD</scope><scope>8FE</scope><scope>8FG</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>ATCPS</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>BHPHI</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FR3</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>KR7</scope><scope>L.-</scope><scope>L6V</scope><scope>M7S</scope><scope>PATMY</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PTHSS</scope><scope>PYCSY</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0002-1380-7837</orcidid></search><sort><creationdate>20231001</creationdate><title>Assessing the Impact of Data Sciences and Smart Technologies in Air Conditioning Project Management: A Delphi Method Analysis within the Construction Industry</title><author>Ali, Bashar Mahmood ; Akkaş, Mehmet</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c373t-72f1618eccbc759926900f38e5ab9f675c6036cc6704b577b1367cd7498008c73</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Air conditioning</topic><topic>Alternative energy sources</topic><topic>Analysis</topic><topic>building business</topic><topic>Construction industry</topic><topic>Construction management</topic><topic>Cooling</topic><topic>Coronaviruses</topic><topic>Decision making</topic><topic>Delphi method</topic><topic>Energy consumption</topic><topic>Energy efficiency</topic><topic>Globalization</topic><topic>Green buildings</topic><topic>Heat</topic><topic>Humidity</topic><topic>HVAC</topic><topic>Indoor air quality</topic><topic>Industrial project management</topic><topic>Integration</topic><topic>intelligent data analyzing</topic><topic>International economic relations</topic><topic>Methods</topic><topic>Microorganisms</topic><topic>Occupational safety</topic><topic>Project management</topic><topic>Safety</topic><topic>Sound</topic><topic>Surveys</topic><topic>Temperature</topic><topic>thermal comfort</topic><topic>Ventilation</topic><topic>VOCs</topic><topic>Volatile organic compounds</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ali, Bashar Mahmood</creatorcontrib><creatorcontrib>Akkaş, Mehmet</creatorcontrib><collection>CrossRef</collection><collection>Technology Research Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>Materials Science & Engineering Collection</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>Agricultural & Environmental Science Collection</collection><collection>ProQuest Central Essentials</collection><collection>AUTh Library subscriptions: ProQuest Central</collection><collection>Technology Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>Engineering Research Database</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>Civil Engineering Abstracts</collection><collection>ABI/INFORM Professional Advanced</collection><collection>ProQuest Engineering Collection</collection><collection>Engineering Database</collection><collection>Environmental Science Database</collection><collection>Publicly Available Content (ProQuest)</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>Engineering collection</collection><collection>Environmental Science Collection</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Buildings (Basel)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ali, Bashar Mahmood</au><au>Akkaş, Mehmet</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Assessing the Impact of Data Sciences and Smart Technologies in Air Conditioning Project Management: A Delphi Method Analysis within the Construction Industry</atitle><jtitle>Buildings (Basel)</jtitle><date>2023-10-01</date><risdate>2023</risdate><volume>13</volume><issue>10</issue><spage>2581</spage><pages>2581-</pages><issn>2075-5309</issn><eissn>2075-5309</eissn><abstract>The integration of data sciences and smart technologies in the construction industry, particularly in air conditioning project management, is an important area of research. This study employs the Delphi Method to explore this integration, surveying 40 experts in construction management. Participants were meticulously selected based on a set of inclusion criteria related to age, educational qualifications, and field experience. The study tests five hypotheses, each scrutinized through a score-based Delphi analysis. The findings are mixed and shed new light on several dimensions of air conditioning project management. For instance, the study refutes the commonly held belief that the location of air conditioning projects significantly impacts worker safety. It also challenges the assumption that exceeding international safety standards like ISO leads to cost savings. On the other hand, the study validates the significance of global safety standards and the undeniable role of data sciences and smart technologies in enhancing human safety in the air conditioning industry. These findings not only challenge existing models, but also open avenues for further research. They indicate a complex interplay between safety, cost-effectiveness, and technological integration in air conditioning project management. The study suggests a shift towards data-driven decision-making and underscores the need for international safety standards, particularly in an era marked by rapid technological advancements and globalization.</abstract><cop>Basel</cop><pub>MDPI AG</pub><doi>10.3390/buildings13102581</doi><orcidid>https://orcid.org/0000-0002-1380-7837</orcidid><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 2075-5309 |
ispartof | Buildings (Basel), 2023-10, Vol.13 (10), p.2581 |
issn | 2075-5309 2075-5309 |
language | eng |
recordid | cdi_doaj_primary_oai_doaj_org_article_4282942a09ba4210b1532d65972a3fe4 |
source | Publicly Available Content (ProQuest) |
subjects | Air conditioning Alternative energy sources Analysis building business Construction industry Construction management Cooling Coronaviruses Decision making Delphi method Energy consumption Energy efficiency Globalization Green buildings Heat Humidity HVAC Indoor air quality Industrial project management Integration intelligent data analyzing International economic relations Methods Microorganisms Occupational safety Project management Safety Sound Surveys Temperature thermal comfort Ventilation VOCs Volatile organic compounds |
title | Assessing the Impact of Data Sciences and Smart Technologies in Air Conditioning Project Management: A Delphi Method Analysis within the Construction Industry |
url | http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-26T23%3A48%3A50IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-gale_doaj_&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Assessing%20the%20Impact%20of%20Data%20Sciences%20and%20Smart%20Technologies%20in%20Air%20Conditioning%20Project%20Management:%20A%20Delphi%20Method%20Analysis%20within%20the%20Construction%20Industry&rft.jtitle=Buildings%20(Basel)&rft.au=Ali,%20Bashar%20Mahmood&rft.date=2023-10-01&rft.volume=13&rft.issue=10&rft.spage=2581&rft.pages=2581-&rft.issn=2075-5309&rft.eissn=2075-5309&rft_id=info:doi/10.3390/buildings13102581&rft_dat=%3Cgale_doaj_%3EA771912272%3C/gale_doaj_%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c373t-72f1618eccbc759926900f38e5ab9f675c6036cc6704b577b1367cd7498008c73%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2882373019&rft_id=info:pmid/&rft_galeid=A771912272&rfr_iscdi=true |