{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,28]],"date-time":"2026-07-28T20:50:42Z","timestamp":1785271842776,"version":"3.55.0"},"reference-count":54,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2023,5,11]],"date-time":"2023-05-11T00:00:00Z","timestamp":1683763200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2023,5,11]],"date-time":"2023-05-11T00:00:00Z","timestamp":1683763200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"name":"Department of Science and Technology, India","award":["EP\/R008434\/1"],"award-info":[{"award-number":["EP\/R008434\/1"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Energy Inform"],"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Global access to electricity has increased from 78.2% to 2000 to 90.5% in 2020, resulting in an increased electricity demand worldwide. Unlike commercial electricity consumption, which is managed by professionals, residential consumption is managed by the householders, who often lack insight into their energy usage. Quality feedback, including detailed energy consumption and tips, can lead to substantial household savings. There are several mediums for providing energy feedback, such as Short Message Service (SMS), postal letter, email, mobile app, and In-Home Display (IHD). Studies suggest that feedback through electronic media can save up to 20% of energy consumption. In this work, we aim to design mobile application interfaces that can maximize energy savings through effective feedback. The level of savings realized is dependent on the user\u2019s preferences and understanding of the information presented. User preferences are subjective of their profile (e.g., age, occupation, income) and the cultural context (e.g., country). The possibility of energy reduction is high when the provided information matches the user preferred information for feedback. Smart homes have recently been included as an annexure in India\u2019s building energy code (Eco Niwas Samhita 2021), indicating a growing demand for quality energy feedback in India. However, there is a lack of research that addresses what feedback information is suitable for Indian users. We conducted two questionnaire-based surveys, one to understand users\u2019 preferences for feedback information and another to validate the designed mobile application interface screens. The surveys were conducted on two age groups, young and middle-aged adults. A Chi-Square Test of Independence was performed to assess the relationship between the user\u2019s preference for feedback information and their age group. Participants identified total energy consumption, appliance level disaggregated information, energy-saving tips, goals, and historical consumption comparisons as the top five information types. In contrast, normative comparison was the least preferred information. The follow-up design validations suggest that the interface should be customizable to accommodate the varying preferences of users.\u00a0The current findings will help customize the energy feedback display UI design as per the Indian population.<\/jats:p>\n                <jats:p><jats:bold>Graphical Abstract<\/jats:bold><\/jats:p>","DOI":"10.1186\/s42162-023-00267-2","type":"journal-article","created":{"date-parts":[[2023,5,11]],"date-time":"2023-05-11T10:02:18Z","timestamp":1683799338000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Interface design for residential energy feedback, in the Indian context"],"prefix":"10.1186","volume":"6","author":[{"given":"Madhur","family":"Garg","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Vishal","family":"Garg","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Priyanka","family":"Srivastava","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rishika","family":"Agarwal","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2023,5,11]]},"reference":[{"issue":"3","key":"267_CR1","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1016\/j.jenvp.2005.08.002","volume":"25","author":"W Abrahamse","year":"2005","unstructured":"Abrahamse W, Steg L, Vlek C, Rothengatter T (2005) A review of intervention studies aimed at household energy conservation. J Environ Psychol 25(3):273\u2013291. https:\/\/doi.org\/10.1016\/j.jenvp.2005.08.002","journal-title":"J Environ Psychol"},{"key":"267_CR60","doi-asserted-by":"publisher","first-page":"113071","DOI":"10.1016\/j.enbuild.2023.113071","volume":"290","author":"R Agarwal","year":"2023","unstructured":"Agarwal R, Garg M, Tejaswini D, Garg V, Srivastava P, Mathur J, Gupta R (2023) A review of residential energy feedback studies. Ener Build 290:113071. https:\/\/doi.org\/10.1016\/j.enbuild.2023.113071","journal-title":"Ener Build"},{"key":"267_CR2","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1016\/0749-5978(91)90020-T","volume":"50","author":"I Ajzen","year":"1991","unstructured":"Ajzen I (1991) The theory of planned behavior. Organ Behav Hum Decis Process 50:179\u2013211","journal-title":"Organ Behav Hum Decis Process"},{"key":"267_CR3","doi-asserted-by":"publisher","first-page":"365","DOI":"10.17705\/1CAIS.04616","volume":"46","author":"A Albizri","year":"2020","unstructured":"Albizri A (2020) Theory-based taxonomy of feedback application design for electricity conservation: a user-centric approach. Commun Assoc Inform Syst 46:365\u2013401. https:\/\/doi.org\/10.17705\/1CAIS.04616","journal-title":"Commun Assoc Inform Syst"},{"issue":"February","key":"267_CR4","doi-asserted-by":"publisher","first-page":"132841","DOI":"10.1016\/j.jclepro.2022.132841","volume":"366","author":"A Al-Kababji","year":"2022","unstructured":"Al-Kababji A, Alsalemi A, Himeur Y, Fernandez R, Bensaali F, Amira A, Fetais N (2022) Interactive visual study for residential energy consumption data. J Clean Prod 366(February):132841. https:\/\/doi.org\/10.1016\/j.jclepro.2022.132841","journal-title":"J Clean Prod"},{"key":"267_CR5","first-page":"49","volume":"123","author":"W Anderson","year":"2009","unstructured":"Anderson W, White V (2009) Exploring consumer preferences for home energy display functionality report to the energy saving Trust. Design 123:49","journal-title":"Design"},{"key":"267_CR6","unstructured":"Bhardwaj Ankit K (2017) Radhika Plugging in: Electricity consumption in Indian Homes. https:\/\/cprindia.org\/trends-in-indias-residential-electricity-consumption\/. Accessed 3 July 2022"},{"issue":"3\u20134","key":"267_CR7","doi-asserted-by":"publisher","first-page":"521","DOI":"10.1016\/S0960-1481(01)00036-2","volume":"24","author":"I Blasco Lucas","year":"2001","unstructured":"Blasco Lucas I, Hidalgo E, Gomez W, Ros\u00e9s R (2001) Behavioral factors study of residential users which influence the energy consumption. Renew Energy 24(3\u20134):521\u2013527. https:\/\/doi.org\/10.1016\/S0960-1481(01)00036-2","journal-title":"Renew Energy"},{"key":"267_CR8","doi-asserted-by":"publisher","first-page":"383","DOI":"10.1016\/j.enbuild.2011.12.017","volume":"47","author":"D Bonino","year":"2012","unstructured":"Bonino D, Corno F, De Russis L (2012) Home energy consumption feedback: a user survey. Energy Build 47:383\u2013393. https:\/\/doi.org\/10.1016\/j.enbuild.2011.12.017","journal-title":"Energy Build"},{"issue":"12","key":"267_CR9","doi-asserted-by":"publisher","first-page":"4454","DOI":"10.1016\/j.enpol.2008.09.039","volume":"36","author":"J Burgess","year":"2008","unstructured":"Burgess J, Nye M (2008) Re-materialising energy use through transparent monitoring systems. Energy Policy 36(12):4454\u20134459. https:\/\/doi.org\/10.1016\/j.enpol.2008.09.039","journal-title":"Energy Policy"},{"issue":"9","key":"267_CR10","doi-asserted-by":"publisher","first-page":"1132","DOI":"10.1080\/13669877.2015.1121909","volume":"20","author":"C Canfield","year":"2017","unstructured":"Canfield C, Bruine de Bruin W, Wong-Parodi G (2017) Perceptions of electricity-use communications: effects of information, format, and individual differences. J Risk Res 20(9):1132\u20131153. https:\/\/doi.org\/10.1080\/13669877.2015.1121909","journal-title":"J Risk Res"},{"key":"267_CR11","doi-asserted-by":"publisher","first-page":"112447","DOI":"10.1016\/j.rser.2022.112447","volume":"162","author":"ML Chalal","year":"2022","unstructured":"Chalal ML, Medjdoub B, Bezai N, Bull R, Zune M (2022) Visualisation in energy eco-feedback systems: a systematic review of good practice. Renew Sustain Energy Rev. 162:\u00a0112447. https:\/\/doi.org\/10.1016\/j.rser.2022.112447","journal-title":"Renew Sustain Energy Rev"},{"key":"267_CR12","unstructured":"Chiang T (2015) Investigating the influence of in-home display design on energy-consumption behaviour."},{"key":"267_CR13","doi-asserted-by":"publisher","first-page":"471","DOI":"10.1016\/j.enbuild.2012.07.026","volume":"55","author":"T Chiang","year":"2012","unstructured":"Chiang T, Natarajan S, Walker I (2012) A laboratory test of the efficacy of energy display interface design. Energy Build 55:471\u2013480. https:\/\/doi.org\/10.1016\/j.enbuild.2012.07.026","journal-title":"Energy Build"},{"key":"267_CR14","doi-asserted-by":"publisher","first-page":"507","DOI":"10.1016\/j.enbuild.2013.10.035","volume":"70","author":"T Chiang","year":"2014","unstructured":"Chiang T, Mevlevioglu G, Natarajan S, Padget J, Walker I (2014) Inducing [sub]conscious energy behaviour through visually displayed energy information: a case study in university accommodation. Energy Build 70:507\u2013515. https:\/\/doi.org\/10.1016\/j.enbuild.2013.10.035","journal-title":"Energy Build"},{"key":"267_CR15","unstructured":"Daae J, Zachrisson (2014) Informing design for sustainable behaviour."},{"issue":"3","key":"267_CR16","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1080\/10630732.2020.1756688","volume":"27","author":"G Dane","year":"2020","unstructured":"Dane G, Kim J, Yang D (2020) Preferences regarding a web-based, neighborhood-level intervention program to promote household energy conservation. J Urban Technol 27(3):75\u201391. https:\/\/doi.org\/10.1080\/10630732.2020.1756688","journal-title":"J Urban Technol"},{"key":"267_CR17","doi-asserted-by":"publisher","unstructured":"Darby S (2001) Making it obvious: Designing feedback into energy consumption. Energy Effi Househ appliances lighting 685\u2013696. https:\/\/doi.org\/10.1007\/978-3-642-56531-1_73","DOI":"10.1007\/978-3-642-56531-1_73"},{"issue":"3","key":"267_CR18","doi-asserted-by":"publisher","first-page":"221","DOI":"10.1051\/orthodfr\/2015025","volume":"86","author":"S Darby","year":"2006","unstructured":"Darby S (2006) The effectiveness of feedback on energy consumption. A review for DEFRA of the literature on metering, billing and direct displays. L\u2019 Orthodontie Fran\u00e7aise 86(3):221\u2013231. https:\/\/doi.org\/10.1051\/orthodfr\/2015025","journal-title":"L\u2019 Orthodontie Fran\u00e7aise"},{"issue":"5","key":"267_CR19","doi-asserted-by":"publisher","first-page":"442","DOI":"10.1080\/09613218.2010.492660","volume":"38","author":"S Darby","year":"2010","unstructured":"Darby S (2010) Smart metering: what potential for householder engagement? Building Res Inform 38(5):442\u2013457. https:\/\/doi.org\/10.1080\/09613218.2010.492660","journal-title":"Building Res Inform"},{"key":"267_CR20","doi-asserted-by":"publisher","first-page":"130","DOI":"10.1016\/j.spc.2018.11.003","volume":"18","author":"PK de Moura","year":"2019","unstructured":"de Moura PK, Cavalli CB, da Rocha CG (2019) Interface design for in-home displays. Sustain Prod Consum 18:130\u2013144. https:\/\/doi.org\/10.1016\/j.spc.2018.11.003","journal-title":"Sustain Prod Consum"},{"issue":"6","key":"267_CR21","first-page":"128","volume":"123","author":"AK Ehrhardt-martinez","year":"2010","unstructured":"Ehrhardt-martinez AK, Donnelly Ka (2010) Advanced metering initiatives and residential feedback programs: a meta-review for household electricity-saving opportunities. Energy 123(6):128","journal-title":"Energy"},{"issue":"4","key":"267_CR22","doi-asserted-by":"publisher","first-page":"1598","DOI":"10.1016\/j.energy.2009.07.042","volume":"35","author":"A Faruqui","year":"2010","unstructured":"Faruqui A, Sergici S, Sharif A (2010) The impact of informational feedback on energy consumption\u2014a survey of the experimental evidence. Energy 35(4):1598\u20131608","journal-title":"Energy v"},{"issue":"1","key":"267_CR23","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1007\/s12053-008-9009-7","volume":"1","author":"C Fischer","year":"2008","unstructured":"Fischer C (2008) Feedback on household electricity consumption: a tool for saving energy? Energ Effic 1(1):79\u2013104. https:\/\/doi.org\/10.1007\/s12053-008-9009-7","journal-title":"Energ Effic"},{"key":"267_CR24","first-page":"1","volume":"9","author":"J Froehlich","year":"2009","unstructured":"Froehlich J (2009) Promoting energy efficient behaviors in the home through feedback: the role of human\u2013computer interaction. Comput Syst 9:1\u201310","journal-title":"Comput Syst"},{"key":"267_CR25","doi-asserted-by":"publisher","first-page":"1999","DOI":"10.1145\/1753326.1753629","volume":"3","author":"J Froehlich","year":"2010","unstructured":"Froehlich J, Findlater L, Landay J (2010) The design of eco-feedback technology. Conf Hum Factors Comput Syst - Proc 3:1999\u20132008. https:\/\/doi.org\/10.1145\/1753326.1753629","journal-title":"Conf Hum Factors Comput Syst - Proc"},{"issue":"8","key":"267_CR26","doi-asserted-by":"publisher","first-page":"988","DOI":"10.1016\/j.enbuild.2005.11.009","volume":"38","author":"M Iyer","year":"2006","unstructured":"Iyer M, Kempton W, Payne C (2006) Comparison groups on bills: automated, personalized energy information. Energy Build 38(8):988\u2013996. https:\/\/doi.org\/10.1016\/j.enbuild.2005.11.009","journal-title":"Energy Build"},{"key":"267_CR27","doi-asserted-by":"crossref","unstructured":"Jackson T. Negotiating sustainable consumption: a review of the consumption debate and its policy implications., Energy, Environment no (2004) 6, Sage Publications, Ltd., pp. 1027\u201351, http:\/\/www.jstor.org\/stable\/43734709. Accessed 3 Jul 2022","DOI":"10.1260\/0958305043026573"},{"issue":"3","key":"267_CR28","first-page":"265","volume":"7","author":"G Jacucci","year":"2009","unstructured":"Jacucci G, Spagnolli A, Gamberini L, Chalambalakis A, Bj\u00f6rksog C, Bertoncini M, Torstensson C, Monti P (2009) Designing effective feedback of electricity consumption for mobile user interfaces. PsychNology J 7(3):265\u2013289","journal-title":"PsychNology J"},{"key":"267_CR29","doi-asserted-by":"publisher","first-page":"8","DOI":"10.1016\/j.enbuild.2011.12.033","volume":"48","author":"RK Jain","year":"2012","unstructured":"Jain RK, Taylor JE, Peschiera G (2012) Assessing eco-feedback interface usage and design to drive energy efficiency in buildings. Energy Build 48:8\u201317. https:\/\/doi.org\/10.1016\/j.enbuild.2011.12.033","journal-title":"Energy Build"},{"issue":"2\u20133","key":"267_CR30","doi-asserted-by":"publisher","first-page":"458","DOI":"10.1016\/j.enbuild.2010.10.010","volume":"43","author":"S Karjalainen","year":"2011","unstructured":"Karjalainen S (2011) Consumer preferences for feedback on household electricity consumption. Energy Build 43(2\u20133):458\u2013467. https:\/\/doi.org\/10.1016\/j.enbuild.2010.10.010","journal-title":"Energy Build"},{"key":"267_CR31","doi-asserted-by":"crossref","unstructured":"Kerr R, Tondro M (2012) Residential feedback devices and programs: opportunities for natural gas. Home energy feedback devices: adoption and analyses, December, 43\u201392","DOI":"10.2172\/1219860"},{"issue":"4","key":"267_CR32","doi-asserted-by":"publisher","first-page":"574","DOI":"10.1016\/j.jenvp.2010.03.001","volume":"30","author":"CA Kl\u00f6ckner","year":"2010","unstructured":"Kl\u00f6ckner CA, Bl\u00f6baum A (2010) A comprehensive action determination model: toward a broader understanding of ecological behaviour using the example of travel mode choice. J Environ Psychol 30(4):574\u2013586. https:\/\/doi.org\/10.1016\/j.jenvp.2010.03.001","journal-title":"J Environ Psychol"},{"issue":"3","key":"267_CR33","doi-asserted-by":"publisher","first-page":"937","DOI":"10.1007\/s00221-014-4169-5","volume":"233","author":"Y Korotkevich","year":"2015","unstructured":"Korotkevich Y, Trewartha KM, Penhune VB, Li KZ (2015) Effects of age and cognitive load on response reprogramming. Exp Brain Res 233(3):937\u2013946","journal-title":"Exp Brain Res"},{"key":"267_CR34","doi-asserted-by":"publisher","first-page":"448","DOI":"10.1016\/j.apenergy.2013.03.048","volume":"108","author":"T Krishnamurti","year":"2013","unstructured":"Krishnamurti T, Davis AL, Wong-Parodi G, Wang J, Canfield C (2013) Creating an in-home display: experimental evidence and guidelines for design. Appl Energy 108:448\u2013458. https:\/\/doi.org\/10.1016\/j.apenergy.2013.03.048","journal-title":"Appl Energy"},{"issue":"5","key":"267_CR35","doi-asserted-by":"publisher","first-page":"589","DOI":"10.1016\/S0167-4870(02)00119-8","volume":"23","author":"LT McCalley","year":"2002","unstructured":"McCalley LT, Midden CJH (2002) Energy conservation through product-integrated feedback: the roles of goal-setting and social orientation. J Econ Psychol 23(5):589\u2013603. https:\/\/doi.org\/10.1016\/S0167-4870(02)00119-8","journal-title":"J Econ Psychol"},{"key":"267_CR36","unstructured":"Roberts S, Baker W (2003) Improving consumer feedback on energy consumption. Report to Ofgem, Center for Sustainable Energy"},{"issue":"3","key":"267_CR37","first-page":"19","volume":"2","author":"S Roberts","year":"2004","unstructured":"Roberts S, Humphries H, Hyldon V (2004) Consumer preferences for improving energy consumption feedback. Rep Ofgem Centre Sustain Energy 2(3):19","journal-title":"Rep Ofgem Centre Sustain Energy"},{"issue":"2013","key":"267_CR38","doi-asserted-by":"publisher","first-page":"1097","DOI":"10.1016\/j.enpol.2013.05.012","volume":"61","author":"J Schleich","year":"2013","unstructured":"Schleich J, Klobasa M, G\u00f6lz S, Brunner M (2013) Effects of feedback on residential electricity demand-findings from a field trial in Austria. Energy Policy. 61(2013):1097\u20131106. https:\/\/doi.org\/10.1016\/j.enpol.2013.05.012","journal-title":"Energy Policy."},{"key":"267_CR39","doi-asserted-by":"publisher","unstructured":"Serrenho T, Zangheri P, Bertoldi P (2015) Energy Feedback Systems: evaluation of Meta-studies on energy savings through feedback. https:\/\/doi.org\/10.2790\/565532","DOI":"10.2790\/565532"},{"issue":"4","key":"267_CR40","doi-asserted-by":"publisher","first-page":"270","DOI":"10.3390\/socsci2040270","volume":"2","author":"BM Sopha","year":"2013","unstructured":"Sopha BM (2013) Sustainable paper consumption: exploring behavioral factors. Soc Sci 2(4):270\u2013283. https:\/\/doi.org\/10.3390\/socsci2040270","journal-title":"Soc Sci"},{"issue":"1","key":"267_CR41","doi-asserted-by":"publisher","first-page":"20","DOI":"10.1109\/MPRV.2010.73","volume":"10","author":"V Sundramoorthy","year":"2011","unstructured":"Sundramoorthy V, Cooper G, Linge N, Liu Q (2011) Domesticating energy-monitoring systems: challenges and design concerns. IEEE Pervasive Comput 10(1):20\u201327. https:\/\/doi.org\/10.1109\/MPRV.2010.73","journal-title":"IEEE Pervasive Comput"},{"key":"267_CR42","doi-asserted-by":"publisher","unstructured":"Suppers J, Apperley M (2014) Developing useful visualizations of domestic energy usage. ACM International Conference Proceeding Series. 2014: 139\u2013148. https:\/\/doi.org\/10.1145\/2636240.2636853","DOI":"10.1145\/2636240.2636853"},{"key":"267_CR43","doi-asserted-by":"publisher","unstructured":"Sweller J (2011) Cognitive load theory. In J. P. Mestre & B. H. Ross (Eds.), The psychology of learning and motivation: Cognition in education; (pp. 37\u201376). Elsevier Academic Press. https:\/\/doi.org\/10.1016\/B978-0-12-387691-1.00002-8","DOI":"10.1016\/B978-0-12-387691-1.00002-8"},{"issue":"2","key":"267_CR44","doi-asserted-by":"publisher","first-page":"166","DOI":"10.1016\/j.apenergy.2005.02.002","volume":"83","author":"T Ueno","year":"2006","unstructured":"Ueno T, Sano F, Saeki O, Tsuji K (2006) Effectiveness of an energy-consumption information system on energy savings in residential houses based on monitored data. Appl Energy 83(2):166\u2013183. https:\/\/doi.org\/10.1016\/j.apenergy.2005.02.002","journal-title":"Appl Energy"},{"key":"267_CR45","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1016\/j.renene.2013.11.046","volume":"67","author":"I Vassileva","year":"2014","unstructured":"Vassileva I, Campillo J (2014) Increasing energy efficiency in low-income households through targeting awareness and behavioral change. Renew Energy 67:59\u201363. https:\/\/doi.org\/10.1016\/j.renene.2013.11.046","journal-title":"Renew Energy"},{"key":"267_CR46","doi-asserted-by":"publisher","first-page":"575","DOI":"10.1016\/j.apenergy.2011.12.067","volume":"93","author":"I Vassileva","year":"2012","unstructured":"Vassileva I, Odlare M, Wallin F, Dahlquist E (2012) The impact of consumers\u2019 feedback preferences on domestic electricity consumption. Appl Energy 93:575\u2013582. https:\/\/doi.org\/10.1016\/j.apenergy.2011.12.067","journal-title":"Appl Energy"},{"key":"267_CR47","doi-asserted-by":"publisher","first-page":"314","DOI":"10.1016\/j.apenergy.2013.01.059","volume":"106","author":"I Vassileva","year":"2013","unstructured":"Vassileva I, Dahlquist E, Wallin F, Campillo J (2013) Energy consumption feedback devices\u2019 impact evaluation on domestic energy use. Appl Energy 106:314\u2013320. https:\/\/doi.org\/10.1016\/j.apenergy.2013.01.059","journal-title":"Appl Energy"},{"key":"267_CR48","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1016\/0378-7788(94)00912-4","volume":"22","author":"H Wilhite","year":"1995","unstructured":"Wilhite H, Ling R (1995) Measured energy savings from a more informative energy bill. Energy Build 22:145\u2013155","journal-title":"Energy Build"},{"key":"267_CR49","unstructured":"Wilson GT, Lilley D, Bhamra T (2013) Design Feedback Interventions For Household Energy Consumption Reduction. 16th Conference of the European Roundtable on Sustainable Consumption and Production (ERSCP) & 7th Conference of the Environmental Management for Sustainable Universities (EMSU) (ERSCP-EMSU 2013)"},{"issue":"8","key":"267_CR50","doi-asserted-by":"publisher","first-page":"821","DOI":"10.1016\/S0378-7788(02)00241-4","volume":"35","author":"G Wood","year":"2003","unstructured":"Wood G, Newborough M (2003) Dynamic energy-consumption indicators for domestic appliances: environment, behavior and design. Energy Build. 35(8):821\u2013841","journal-title":"Energy Build"},{"issue":"4","key":"267_CR51","doi-asserted-by":"publisher","first-page":"95","DOI":"10.15187\/adr.2015.11.28.4.95","volume":"28","author":"RJ Yun","year":"2015","unstructured":"Yun RJ, Aziz A, Lasternas B (2015) Design implications for the presentation of Eco-feedback data. Arch Design Res 28(4):95. https:\/\/doi.org\/10.15187\/adr.2015.11.28.4.95","journal-title":"Arch Design Res"},{"key":"267_CR52","doi-asserted-by":"publisher","DOI":"10.3390\/en12193788","author":"P Zangheri","year":"2019","unstructured":"Zangheri P, Serrenho T, Bertoldi P (2019) Energy savings from feedback systems: a meta-studies\u2019 review. Energies. https:\/\/doi.org\/10.3390\/en12193788","journal-title":"Energies"},{"key":"267_CR53","unstructured":"Zvingilaite E, Togeby M (2015) Impact of feedback about energy consumption. Ea Energy Analysis"}],"container-title":["Energy Informatics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1186\/s42162-023-00267-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1186\/s42162-023-00267-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1186\/s42162-023-00267-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,5,17]],"date-time":"2023-05-17T10:16:22Z","timestamp":1684318582000},"score":1,"resource":{"primary":{"URL":"https:\/\/energyinformatics.springeropen.com\/articles\/10.1186\/s42162-023-00267-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,5,11]]},"references-count":54,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2023,12]]}},"alternative-id":["267"],"URL":"https:\/\/doi.org\/10.1186\/s42162-023-00267-2","relation":{},"ISSN":["2520-8942"],"issn-type":[{"value":"2520-8942","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,5,11]]},"assertion":[{"value":"20 February 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"15 April 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"11 May 2023","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The study was performed in accordance with the ethical standards as laid down in the 1964 Declaration of Helsinki and its later amendments or comparable ethical standards. IRB, Ethics Approval Committee of IIIT-Hyderabad has approved the study. Proposal ID and Number: IIITH-IRB-PRO-2021-03. A consent form was filled by all the participants at the beginning of the survey to participate in the study.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics approval and consent to participate"}},{"value":"Not applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}},{"value":"The authors declare no competing interests.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"12"}}