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Exploring Key Quality Indicators (KQIS) in Green Office Buildings Through Pareto Analysis Cover

Exploring Key Quality Indicators (KQIS) in Green Office Buildings Through Pareto Analysis

Open Access
|Jul 2023

Figures & Tables

Figure 1.

Six main groups of 37 quality indicators (Source: Elaborated by the authors)
Six main groups of 37 quality indicators (Source: Elaborated by the authors)

Figure 2.

Pareto chart for all 37 QIs (Vital Few: key Quality Indicators – kQIs) (Source: Elaborated by the authors)
Pareto chart for all 37 QIs (Vital Few: key Quality Indicators – kQIs) (Source: Elaborated by the authors)

Categorization of 37 quality indicators (QIs) for green office buildings [Elaborated by the authors]

Quality IndicatorsSources
INDOOR ENVIRONMENTAL QUALITY
Indoor Thermal Quality
Overall perceived thermal qualityGeng et al., 2020; Kim & Kim, 2020; Altomonte et al., 2019; Lee et al., 2019; Khoshbakht et al., 2018; Sant’Anna et al., 2018; Altomonte et al., 2017; Fieldson&Sodagar, 2017; Lin et al., 2016; Sediso&Lee, 2016; Pei et al., 2015; Gou et al., 2014; Liang et al., 2014; Schiavon&Altomonte, 2014; Altomonte&Schiavon, 2013; Gou et al., 2013; Gou&Lau, 2013; Menadue et al., 2013; Newsham et al., 2013; Deuble&de Dear, 2012; Frontczak et al., 2012; Gou et al., 2012a; Gou et al., 2012b; Gou et al., 2012c; Hodgson, 2008; Lee, 2011; Monfared&Sharples, 2011; Brown et al., 2010; Lee&Guerin., 2010.
Temperature in winterPastore&Andersen, 2019; Sant’Anna et al., 2018; Khoshbakht et al., 2018; Liu et al., 2018; Fieldson&Sodagar, 2017; Pei et al., 2015; Gou et al., 2014; Agha-Hossein et al., 2013; Gou et al., 2013; Gou&Lau, 2013; Menadue et al., 2013; Gou et al., 2012a; Gou et al., 2012b; Gou et al., 2012c; Armitage et al., 2011; Brown et al., 2010.
Temperature in summerPastore&Andersen, 2019; Sant’Anna et al., 2018; Khoshbakht et al., 2018; Liu et al., 2018; Fieldson&Sodagar, 2017; Pei et al., 2015; Gou et al., 2014; Agha-Hossein et al., 2013; Gou et al., 2013; Gou&Lau, 2013; Menadue et al., 2013; Gou et al., 2012a; Gou et al., 2012b; Gou et al., 2012c; Armitage et al., 2011; Brown et al., 2010.
Temperature in transition seasonsLiu et al., 2018; Sant’Anna et al., 2018; Fieldson&Sodagar, 2017; Pei et al., 2015.
Temperature stability in winterKhoshbakht et al., 2018; Gou & Lau, 2013; Menadue et al., 2013; Armitage et al., 2011.
Temperature stability in summerKhoshbakht et al., 2018; Gou & Lau, 2013; Menadue et al., 2013; Armitage et al., 2011.
HumidityGeng et al., 2020; Lee et al., 2019; Liu et al., 2018; Sant’Anna et al., 2018; Fieldson&Sodagar, 2017; Liang et al., 2014; Menadue et al., 2013; Armitage et al., 2011; Monfared&Sharples, 2011.
Indoor Air Quality
Overall perceived air quality(air cleanliness, freshness, dryness, odours etc.)Geng et al., 2020; Kim&Kim, 2020; Altomonte et al., 2019; Lee et al., 2019; Pastore&Andersen, 2019; Khoshbakht et al., 2018; Liu et al., 2018; Sant’Anna et al., 2018; Altomonte et al., 2017; Fieldson&Sodagar, 2017; Lin et al., 2016; Sediso&Lee, 2016; Pei et al., 2015; Liang et al., 2014; Schiavon&Altomonte, 2014; Altomonte&Schiavon 2013; Agha-Hossein et al., 2013; Menadue et al., 2013; Newsham et al., 2013; Deuble&de Dear, 2012; Frontczak et al., 2012; Armitage et al., 2011; Hodgson, 2008; Lee, 2011; Monfared&Sharples, 2011; Brown et al., 2010; Lee&Guerin, 2010.
Air quality in winterGou et al., 2014; Gou et al., 2013; Menadue et al., 2013; Gou et al., 2012a; Gou et al., 2012b; Gou et al., 2012c; Lee, 2011; Brown et al., 2010.
Air quality in summerGou et al., 2014; Gou et al., 2013; Menadue et al., 2013; Gou et al., 2012a; Gou et al., 2012b; Gou et al., 2012c; Lee, 2011; Brown et al., 2010.
Air movement/ventilationKim&Kim, 2020; Altomonte et al., 2019; Lee et al., 2019; Khoshbakht et al., 2018; Sant’Anna et al., 2018; Fieldson&Sodagar, 2017.
Indoor Lighting Quality
Overall perceived lighting qualityGeng et al., 2020; Kim & Kim, 2020; Lee et al., 2019; Pastore&Andersen, 2019; Khoshbakht et al., 2018; Altomonte et al., 2017; Lin et al., 2016; Sediso&Lee, 2016; Pei et al., 2015; Liang et al., 2014; Schiavon&Altomonte, 2014; Altomonte&Schiavon 2013; Gou et al., 2013; Hirning et al., 2013; Newsham et al., 2013; Deuble&de Dear, 2012; Frontczak et al., 2012; Gou et al., 2012b; Gou et al., 2012c; Hodgson, 2008; Monfared&Sharples, 2011; Brown et al., 2010; Lee&Guerin., 2010.
Natural lighting (daylight)Altomonte et al., 2019;Lee et al., 2019;Khoshbakht et al., 2018; Liu et al., 2018; Sant’Anna et al., 2018; Fieldson&Sodagar, 2017; Gou et al., 2014; Agha-Hossein et al., 2013; Altomonte &Schiavon 2013; Menadue et al., 2013; Gou et al., 2012a; Gou et al., 2012c; Armitage et al., 2011.
Artificial lightingAltomonte et al., 2019; Lee et al., 2019; Khoshbakht et al., 2018; Liu et al., 2018; Sant’Anna et al., 2018; Fieldson&Sodagar, 2017; Gou et al., 2014; Agha-Hossein et al., 2013; Altomonte&Schiavon 2013; Menadue et al., 2013; Gou et al., 2012a; Gou et al., 2012c; Armitage et al., 2011.
Glare from natural lightingKhoshbakht et al., 2018; Gou et al., 2014; Liang et al., 2014; Hirning et al., 2013; Menadue et al., 2013; Newsham et al., 2013; Armitage et al., 2011; Monfared&Sharples, 2011; Gou et al., 2012a; Gou et al., 2012c.
Glare from artificial lightKhoshbakht et al., 2018; Gou et al., 2014; Liang et al., 2014; Hirning et al., 2013; Menadue et al., 2013; Newsham et al., 2013; Armitage et al., 2011; Monfared&Sharples, 2011, Gou et al., 2012a; Gou et al., 2012c.
Indoor Acoustic Quality
Overall acoustic qualityLee et al., 2019; Pastore&Andersen, 2019; Liu et al., 2018; Khoshbakht et al., 2018; Sant’Anna et al., 2018; Altomonte et al., 2017; Fieldson&Sodagar, 2017; Lin et al., 2016; Sediso&Lee, 2016; Pei et al., 2015; Schiavon&Altomonte, 2014; Agha-Hossein et al., 2013; Altomonte&Schiavon 2013; Gou et al., 2013; Menadue et al., 2013; Newsham et al.,2013; Gou et al., 2012c; Frontczak et al., 2012; Armitage et al., 2011; Hodgson, 2008; Brown et al., 2010.
Noise from insideKhoshbakht et al., 2018; Gou et al., 2014; Liang et al., 2014; Gou et al., 2012a; Gou et al., 2012c; Hodgson, 2008.
Noise from colleaguesKhoshbakht et al., 2018; Gou et al., 2014; Gou et al., 2012a; Gou et al., 2012c; Hodgson, 2008.
Noise from outsideKhoshbakht et al., 2018; Gou et al., 2014; Liang et al., 2014; Gou et al., 2012a; Gou et al., 2012c; Hodgson, 2008.
Unwanted interruptionsKhoshbakht et al., 2018; Gou et al., 2014; Menadue et al., 2013; Gou et al., 2012a; Gou et al., 2012c; Hodgson, 2008.
PERSONAL CONTROL
Personal control on temperatureGeng et al., 2020; Altomonte et al., 2019; Lee et al., 2019; Pastore&Andersen, 2019;Liu et al., 2018; Pei et al., 2015; Agha-Hossein et al., 2013; Deuble&de Dear, 2012; Gou et al., 2012a; Gou et al., 2012b; Armitage et al., 2011; Monfared&Sharples, 2011, Brown et al., 2010; Lee&Guerin., 2010.
Personal control on lightingGeng et al., 2020; Lee et al., 2019; Pastore&Andersen, 2019; Agha-Hossein et al., 2013; Gou et al., 2012; Armitage et al., 2011; Monfared&Sharples, 2011; Brown et al., 2010; Lee&Guerin., 2010.
Personal control on ventilation (in terms of natural, mechanical or mixed ventilation systems)Geng et al., 2020; Kim&Kim, 2020; Lee et al., 2019; Pastore&Andersen, 2019; Deuble&de Dear, 2012; Gou et al., 2012a; Gou et al., 2012b; Armitage et al., 2011; Monfared&Sharples, 2011; Brown et al., 2010; Lee&Guerin, 2010.
Personal control on noisePastore&Andersen, 2019; Agha-Hossein et al., 2013; Gou et al., 2012; Armitage et al., 2011; Brown et al., 2010.
WORKSPACE DESIGN QUALITY
Spatial layout/Office type (Enclosed-private, enclosed-shared, cubicles, open office-no partitions)Lee et al., 2019; Liu et al., 2018; Sant’Anna et al., 2018; Altomonte et al., 2017; Lin et al., 2016; Sediso&Lee, 2016; Pei et al., 2015; Schiavon&Altomonte, 2014; Agha-Hossein et al., 2013; Monfared&Sharples, 2011; Hodgson, 2008; Brown et al., 2010.
The amount of space and area per personLiu et al., 2018; Sant’Anna et al., 2018; Altomonte et al., 2017; Lin et al., 2016; Sediso&Lee, 2016; Schiavon&Altomonte, 2014; Monfared&Sharples, 2011; Brown et al., 2010.
Ease of InteractionLiu et al., 2018; Altomonte et al., 2017; Lin et al., 2016; Schiavon&Altomonte, 2014; Agha-Hossein et al., 2013; Frontczak et al., 2012
View to the outsidePastore&Andersen, 2019; Sant’Anna et al., 2018; Sediso&Lee, 2016; Agha-Hossein et al., 2013.
Visual privacyLee et al., 2019; Liu et al., 2018; Sant’Anna et al., 2018; Altomonte et al., 2017; Lin et al., 2016; Pei et al., 2015; Schiavon&Altomonte, 2014; Agha-Hossein et al., 2013; Altomonte&Schiavon 2013; Frontczak et al., 2012; Armitage et al., 2011; Monfared &Sharples, 2011, Brown et al., 2010.
Sound privacyLee et al., 2019; Altomonte et al., 2017; Schiavon&Altomonte, 2014; Agha-Hossein et al., 2013; Altomonte&Schiavon, 2013; Frontczak et al., 2012; Armitage et al., 2011; Hodgson, 2008; Monfared&Sharples, 2011; Brown et al., 2010.
Colours and texturesLee et al., 2019; Liu et al., 2018; Altomonte et al., 2017; Lin et al., 2016; Schiavon&Altomonte, 2014; Agha-Hossein et al., 2013; Frontczak et al., 2012; Monfared&Sharples, 2011; Brown et al., 2010.
Comfort of furnishingKhoshbakht et al., 2018; Liu et al., 2018; Sant’Anna et al., 2018; Lin et al., 2016; Sediso&Lee, 2016; Schiavon&Altomonte, 2014; Agha-Hossein et al., 2013; Frontczak et al., 2012; Hodgson, 2008; Monfared&Sharples, 2011; Brown et al., 2010.
PERCEIVED HEALTH
The perceived feeling of health and wellbeingGeng et al., 2020; Lee et al., 2019; Pastore&Andersen, 2019; Khoshbakht et al., 2018; Liu et al., 2018; Pei et al., 2015; Gou et al., 2014; Schiavon&Altomonte, 2014; Agha-Hossein et al., 2013; Gou et al., 2013; Menadue et al., 2013; Deuble&de Dear, 2012; Gou et al., 2012a; Gou et al., 2012b; Armitage et al., 2011; Lee, 2011; Brown et al., 2010; Lee&Guerin., 2010.
PERCEIVED PRODUCTIVITY
The perceived feeling of productivity (job performance)Geng et al., 2020; Lee et al., 2019; Pastore&Andersen, 2019; Khoshbakht et al., 2018; Liu et al., 2018; Pei et al., 2015; Gou et al., 2014; Schiavon&Altomonte, 2014; Agha-Hossein et al., 2013; Gou et al., 2013; Menadue et al., 2013; Deuble&de Dear, 2012; Gou et al., 2012a; Gou et al., 2012b; Armitage et al., 2011; Lee, 2011; Brown et al., 2010; Lee&Guerin., 2010.
FACILITY MANAGEMENT
Operating &MaintenanceLiu et al., 2018; Sant’Anna et al., 2018; Sediso&Lee, 2016; Pei et al., 2015; Schiavon&Altomonte, 2014; Frontczak et al., 2012; Hodgson, 2008.
Building cleanlinessAltomonte et al., 2019; Liu et al., 2018; Khoshbakht et al., 2018; Sant’Anna et al., 2018; Altomonte et al., 2017; Lin et al., 2016; Sediso&Lee, 2016; Pei et al., 2015; Schiavon& Altomonte, 2014; Altomonte&Schiavon, 2013; Frontczak et al., 2012; Hodgson, 2008.

The frequency distributions of 37 quality indicators (QIs) [Elaborated by the authors]

CodeMain Groups of Quality Indicators (QIs)Quality Indicators (QIs)Personal control on ventilation
QI-1INDOOR ENVIRONMENTAL QUALITYIndoor Thermal QualityOverall perceived thermal quality29
QI-2Temperature in winter16
QI-3Temperature in summer16
QI-4Temperature in transition seasons4
QI-5Temperature stability in winter4
QI-6Temperature stability in summer4
QI-7Humidity9
QI-8Indoor Air QualityOverall perceived air quality27
QI-9Air quality in winter8
QI-10Air quality in summer8
QI-11Air movement/ventilation6
QI-12Indoor Lighting QualityOverall perceived lighting quality23
QI-13Natural lighting (daylight)13
QI-14Artificial lighting13
QI-15Glare from natural lighting10
QI-16Glare from artificial light10
QI-17Indoor Acoustic QualityOverall acoustic quality21
QI-18Noise from inside6
QI-19Noise from colleagues5
QI-20Noise from outside6
QI-21Unwanted interruptions6
QI-22CONTROL PERSONALPersonal control on temperature14
QI-23Personal control on lighting9
QI-24Personal control on ventilation11
QI-25Personal control on noise5
QI-26WORKSPACE DESIGN QUALITYSpatial layout / Office type12
QI-27The amount of space and area per person8
QI-28Ease of Interaction6
QI-29View to the outside4
QI-30Visual privacy13
QI-31Sound privacy10
QI-32Colors and textures9
QI-33Comfort of furnishing11
QI-34PERCEIVED HEALTHThe perceived feeling of health and wellbeing18
QI-35PERCEIVED PRODUCTIVITYThe perceived feeling of productivity18
QI-36FACILITY MANAGEMENTOperating & Maintenance7
QI-37Building cleanliness12
∑=411

Main characteristics of the selected 34 research articles according to their user satisfaction case studies conducted based on the real data of green office buildings [Elaborated by the authors]

SourceLocation / CountryGreen building statusNo. of buildingsMethod of case study analysis
Geng et al., 2020 [28]ChinaGBL14 Three-Star6 Two-Star20User satisfaction surveys; CBEOn-site physical measurements
Kim & Kim, 2020 [29]South KoreaG-SEED&LEED1User satisfaction surveys; POE
Altomonte et al.,2019 [19]USA Canada22 LEED CI58 LEED NC13 LEED EB93User satisfaction surveys; CBE
Lee et al., 2019 [6]SingaporeGM8User satisfaction surveys; CBEOn-site physical measurements
Pastore & Andersen, 2019 [7]SwitzerlandMinergie certification4User satisfaction surveys; POEPoint-in-time IEQ monitoring
Khoshbakht et al., 2018 [30]AustraliaGreen-Star5User satisfaction surveys; BUS
(Liu et al., 2018 [31]ChinaGBL/Three-Star3User satisfaction surveys
Sant’Anna et al., 2018 [32]BrazilLEED NC3User satisfaction surveys
Altomonte et al., 2017 [33]UK2 BREEAM2User satisfaction surveys; CBEPoint-in-time IEQ monitoring
Fieldson & Sodagar, 2017 [34]UKBREEAM1User satisfaction surveys; POE
Lin et al., 2016 [35]ChinaGBL10User satisfaction surveys
Sediso & Lee, 2016 [36]South KoreaKGBCC2User satisfaction surveys; CBE
Pei et al., 2015 [37]ChinaGBLLEED NC10User satisfaction surveys;On-site physical measurements
Gou et al., 2014 [38]China4 LEED NC5GBL/Three-Star9User satisfaction surveys; BUS
Liang et al., 2014 [39]TaiwanEEWH3User satisfaction surveys; POEOn-site physical measurements
Schiavon & Altomonte, 2014 [40]USA65 LEED79 non-LEED144User satisfaction surveys; CBE
Altomonte & Schiavon 2013 [4]USA65 LEED79 non-LEED144User satisfaction surveys; CBE
Agha-Hossein et al., 2013 [41]UKBREEAM1User satisfaction surveys: POE
Gou et al., 2013 [42]China5 GBL4 LEED NC9User satisfaction surveys; BUS
Gou & Lau, 2013 [43]ChinaGBL1User satisfaction surveys; BUSOn-site physical measurements
Hirning et al., 2013 [44]AustraliaGreen Star3User satisfaction surveys; POEOn-site physical measurements
Menadue et al., 2013 [45]AustraliaGreen Star4User satisfaction surveys; BUSOn-site physical measurements
Newsham et al., 2013 [10]USA and Canada7 LEED2 Green-certified9User satisfaction surveys; POEOn-site physical measurements
Deuble & de Dear, 2012 [9]AustraliaGreen Star2User satisfaction surveys; BUSOn-site physical measurements
Frontczak et al., 2012 [13]USALEED351User satisfaction surveys; CBE
Gou et al., 2012a [18]ChinaGBL & LEED NC2User satisfaction surveys; BUS
Gou et al., 2012b [46]ChinaGBL Three-Star1User satisfaction surveys; BUS
Gou et al., 2012c [47]ChinaLEED CI2User satisfaction surveys; BUS
Armitage et al., 2011 [48]AustraliaGreen Star31User satisfaction surveys
Lee, 2011 [17]USALEED NCLEED CI15User satisfaction surveys; CBE
Monfared & Sharples, 2011 [49]UKBREEAM2User satisfaction surveys
Brown et al., 2010 [16]CanadaLEED NC1User satisfaction surveys; BUS
Lee & Guerin., 2010 [50]USALEED NCLEED CILEED EB5User satisfaction surveys; CBE
(Hodgson, 2008) [51]USALEED6User satisfaction surveysOn-site physical measurements

Pareto analysis of all 37 Quality Indicators (QIs) [Elaborated by the authors]

CodeQuality Indicators (QIs)Count of occurrences (Frequency)(n)Percentage of occurrences (%)Cumulative percentage of occurrences (%)
Vital few (key Quality Indicators-kQIs)QI-1Overall perceived thermal quality297.06%7.06%
QI-8Overall perceived air quality276.57%13.63%
QI-12Overall perceived lighting quality235.60%19.23%
QI-17Overall acoustic quality215.11%24.34%
QI-34The perceived feeling of health and wellbeing184.38%28.72%
QI-35The perceived feeling of productivity184.38%33.10%
QI-2Temperature in winter163.89%36.99%
QI-3Temperature in summer163.89%40.88%
QI-22Personal control on temperature143.41%44.29%
QI-13Natural lighting (daylight)133.16%47.45%
QI-14Artificial lighting133.16%50.61%
QI-30Visual privacy133.16%53.77%
QI-26Spatial layout/Office type122.92%56.69%
QI-37Building cleanliness122.92%59.61%
QI-24Personal control on ventilation112.68%62.29%
QI-33Comfort of furnishing112.68%64.97%
QI-15Glare from natural lighting102.43%67.40%
QI-16Glare from artificial light102.43%69.83%
QI-31Sound privacy102.43%72.26%
QI-7Humidity92.19%74.45%
QI-23Personal control on lighting92.19%76.64%
QI-32Colors and textures92.19%78.83%
QI-27The amount of space and area per person81.95%80.78%
Useful manyQI-9Air quality in winter81.95%82.73%
QI-10Air quality in summer81.95%84.68%
QI-36Operating & Maintenance71.70%86.38%
QI-11Air movement/ventilation61.46%87.84%
QI-18Noise from inside61.46%89.30%
QI-20Noise from outside61.46%90.76%
QI-21Unwanted interruptions61.46%92.22%
QI-28Ease of Interaction61.46%93.68%
QI-19Noise from colleagues51.22%94.90%
QI-25Personal control on noise51.22%96.12%
QI-4Temperature in transition seasons40.97%97.09%
QI-5Temperature stability in winter40.97%98.06%
QI-6Temperature stability in summer40.97%99.03%
QI-29View to the outside40.97%100%
∑=411100%
DOI: https://doi.org/10.2478/acee-2023-0012 | Journal eISSN: 2720-6947 | Journal ISSN: 1899-0142
Language: English
Page range: 15 - 27
Submitted on: Nov 17, 2022
Accepted on: Jun 20, 2023
Published on: Jul 20, 2023
Published by: Silesian University of Technology
In partnership with: Paradigm Publishing Services
Publication frequency: 4 times per year

© 2023 Fahriye Hilal Halicioglu, Hande Betul Demirkapi, Kubra Gurel, Nurdan Kasul, published by Silesian University of Technology
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.