Building Energy Performance Gap: A Bibliometric Analysis and Systematic Review of Global Research Themes

Downloads
Building energy simulations are useful for analyzing decisions impacting energy performance. However, significant discrepancies exist between simulated building energy performance and real-world measured performance, thus inhibiting progress towards sustainability. This paper examines recent Building Energy Performance Gaps (BEPG) research trends using bibliometric measures. It also aims to assess global research trends by examining global research engagement and thematic development to build a more comprehensive understanding of BEPG. The systematic review of the Web of Science (WoS) database identified 331 relevant articles published between 2012 and July 2023. A quantitative approach of bibliometric procedures (including title, abstract and keywords) was used for analyzing the documents, alongside the VOSviewer software program. This methodology enabled the authors to produce scientometric maps, showcasing the relationships in authorship, citation, occurrences, and bibliometric coupling. The results indicate that BEPG research is primarily conducted in more developed regions such as Europe and North America, while severely lacking in many developing countries within the Global South (GS). Results further indicate a broadening research scope, with less than ten percent of the 1,118 keywords used by authors three times or more. Solutions towards resolving BEPG need to be highly contextualized. Therefore, this study identifies major BEPG research areas and highlights the multidisciplinary nature of the field. Additionally, fostering international collaborations and developing building energy performance standards could aid in creating a more sustainable built environment and developing capacities, focusing critically on the needs of GS countries.
Ahadzie, D. K., E. K. Agyekum, and R. Dansoh. 2021. "Analysis of Occupant Behaviour in the Use of Air-Conditioners in Public Buildings in Developing Countries: Evidence from Ghana." International Journal of Building Pathology and Adaptation 39: 259–282.
Al-Janabi, A., M. Kavgic, A. Mohammadzadeh, and A. Azzouz. 2019. "Comparison of EnergyPlus and IES to Model a Complex University Building Using Three Scenarios: Free-Floating, Ideal Air Load System, and Detailed." Journal of Building Engineering 22: 262–280.
Aldabesh, A., Soufi, J., Omer, S., and Haredy, A. 2021. "Unlocking the Residential Retrofitting Potential in a Three-Degree World: A Holistic Approach to Passive Design in Hot Climates." Buildings, 11, 228.
Alencastro, J., Fuertes, A., and de Wilde, P. 2018. "The Relationship Between Quality Defects and the Thermal Performance of Buildings." Renewable and Sustainable Energy Reviews, 81, 883–894.
Ali, D. M. T. E., V. Motuzienė and R. Džiugaitė-Tumėnienė. 2024. "AI-Driven Innovations in Building Energy Management Systems: A Review of Potential Applications and Energy Savings." Energies, 17: 4277.
Bai, Y., Yu, C. and Pan, W. 2024. "Systematic Examination of Energy Performance Gap in Low-Energy Buildings." Renewable and Sustainable Energy Reviews, 202: 114701.
Bauer, A., Möller, S., Gill, B. and Schröder, F. (2021). When energy efficiency goes out the window: How highly insulated buildings contribute to energy-intensive ventilation practices in Germany. Energy Research and Social Science, 72: 101888.
Burman, E., D. Mumovic, and J. Kimpian. 2014. "Towards Measurement and Verification of Energy Performance under the Framework of the European Directive for Energy Performance of Buildings." Energy 77: 153–63.
Calì, D., T. Osterhage, R. Streblow, and D. Müller. 2016. "Energy Performance Gap in Refurbished German Dwellings: Lessons Learned from a Field Test." Energy and Buildings 127: 1146–58.
Chan, A. P. C., A. Darko, and E. E. Ameyaw. 2017. "Strategies for Promoting Green Building Technologies Adoption in the Construction Industry—An International Study." Sustainability 9: 969.
Cholewa, T., C. Balaras, S. Nižetić, and A. Siuta-Olcha. 2020. "On Calculated and Actual Energy Savings from Thermal Building Renovations – Long Term Field Evaluation of Multifamily Buildings." Energy and Buildings 223: 110145.
Coakley, D., P. Raftery, and M. Keane. 2014. "A Review of Methods to Match Building Energy Simulation Models to Measured Data." Renewable and Sustainable Energy Reviews 37: 123–41.
Coleman, S., M. F. Touchie, J. B. Robinson, and T. Peters. 2018. "Rethinking Performance Gaps: A Regenerative Sustainability Approach to Built Environment Performance Assessment." Sustainability 10: 4829.
Coyne, B., and E. Denny. 2021. "Mind the Energy Performance Gap: Testing the Accuracy of Building Energy Performance Certificates in Ireland." Energy Efficiency 14: 57.
Cozza, S., J. Chambers, A. Brambilla, and M. K. Patel. 2021. "In Search of Optimal Consumption: A Review of Causes and Solutions to the Energy Performance Gap in Residential Buildings." Energy and Buildings 249: 111253.
Cozza, S., J. Chambers, and M. K. Patel. 2020. "Measuring the Thermal Energy Performance Gap of Labeled Residential Buildings in Switzerland." Energy Policy 137: 111085.
de Wilde, P. 2014. "The Gap between Predicted and Measured Energy Performance of Buildings: A Framework for Investigation." Automation in Construction 41: 40–49.
Det Udomsap, A., and P. Hallinger. 2020. "A Bibliometric Review of Research on Sustainable Construction, 1994–2018." Journal of Cleaner Production 254: 120073.
Eon, C., J. K. Breadsell, J. Byrne, and G. M. Morrison. 2020. "The Discrepancy between As-Built and As-Designed in Energy Efficient Buildings: A Rapid Review." Sustainability 12: 6372.
Farah, S., D. Whaley, W. Saman, and J. Boland. 2019. "Integrating Climate Change into Meteorological Weather Data for Building Energy Simulation." Energy and Buildings 183: 749–60.
Filippi, M., and E. Sirombo. 2019. "Energy and Water Monitoring for a Large Social Housing Intervention in Northern Italy." Frontiers in Energy Research 7.
Franceschini, P. B., and L. O. Neves. 2022. "A Critical Review on Occupant Behaviour Modelling for Building Performance Simulation of Naturally Ventilated School Buildings and Potential Changes Due to the COVID-19 Pandemic." Energy and Buildings 258: 111831.
Gana, V. F. G., R. Giridharan, and R. Watkins. 2018. "Application of Soft Landings in the Design Management Process of a Non-Residential Building." Architectural Engineering and Design Management 14: 178–93.
Gaum, T., H. Igugu, and J. Laubscher. 2022. "Using a System Dynamics Framework to Develop a Decision-Making Model for Building Energy Efficiency Codes in the Global South."
Gaum, T., and J. Laubscher. 2021. "Building Energy Codes: Reviewing the Status of Implementation Strategies in the Global South." International Journal of Built Environment and Sustainability 9: 39–53.
Ghaffarianhoseini, A., J. Tookey, A. Ghaffarianhoseini, N. Naismith, S. Azhar, O. Efimova, and K. Raahemifar. 2017. "Building Information Modelling (BIM) Uptake: Clear Benefits, Understanding Its Implementation, Risks and Challenges." Renewable and Sustainable Energy Reviews 75: 1046–53.
Gram-Hanssen, K., S. Georg, E. Christiansen, and P. Heiselberg. 2018. "What Next for Energy-Related Building Regulations?: The Occupancy Phase." Building Research & Information 46: 1–14.
Guan, L. 2009. "Preparation of Future Weather Data to Study the Impact of Climate Change on Buildings." Building and Environment 44: 793–800.
Gupta, R., M. Gregg, and K. Williams. 2015. "Cooling the UK Housing Stock Post-2050s." Building Services Engineering Research and Technology 36.
Hallinger, P., and J. Kovačević. 2019. "A Bibliometric Review of Research on Educational Administration: Science Mapping the Literature, 1960 to 2018." Review of Educational Research 89: 335–69.
He, C., T. Zhou, L. Zhang, X. Chen, and W. Zhang. 2023. "Extremely Hot East Asia and Flooding Western South Asia in the Summer of 2022 Tied to Reversed Flow over Tibetan Plateau." Climate Dynamics 61: 2103–19.
He, W., P. Liu, B. Lin, H. Zhou, and X. Chen. 2022. "Green Finance Support for Development of Green Buildings in China: Effect, Mechanism, and Policy Implications." Energy Policy 165: 112973.
Hemsath, T. L., and K. A. Bandhosseini. 2018. Energy Modeling in Architectural Design. New York and Oxon: Taylor & Francis.
Hepf, C., L. Overhoff, S. C. Koth, M. Gabriel, D. Briels, and T. Auer. 2023. "Impact of a Weather Predictive Control Strategy for Inert Building Technology on Thermal Comfort and Energy Demand." Buildings 13: 996.
Hong, T., D. Yan, S. D’Oca, and C.-f. Chen. 2017. "Ten Questions Concerning Occupant Behavior in Buildings: The Big Picture." Building and Environment 114: 518–30.
Igugu, H. O., J. Laubscher, A. B. Mapossa, P. A. Popoola, and M. Dada. 2024. "Energy Efficiency in Buildings: Performance Gaps and Sustainable Materials." Encyclopedia 4: 1411–32.
Imam, S., D. Coley, and I. Walker. 2017. "The Building Performance Gap: Are Modellers Literate?" Building Services Engineering Research and Technology 38. https://doi.org/10.1177/0143624416684649.
International Energy Agency (IEA). 2017. Energy Technology Perspectives 2017. Paris: IEA.
International Energy Agency (IEA). 2022a. "Buildings." IEA. Accessed October 11, 2023. https://www.iea.org/energy-system/buildings.
International Energy Agency (IEA). 2022b. Energy Statistics Data Browser [Online]. Available: https://www.iea.org/data-and-statistics/data-tools/energy-statistics-data-browser?country=WORLD&fuel=Energy%20consumption&indicator=TFCShareBySector [Accessed 11 October 2023].
International Finance Corporation (IFC). 2019. Green Buildings: A Financial and Policy Blueprint for Emerging Markets [Online]. World Bank Group (WBG). Available: https://www.ifc.org/en/insights-reports/2019/green-buildings-report [Accessed 31/08/2023].
Jain, N., E. Burman, S. Stamp, D. Mumovic, and M. Davies. 2020. "Cross-Sectoral Assessment of the Performance Gap Using Calibrated Building Energy Performance Simulation." Energy and Buildings 224: 110271.
Ji, C., T. Hong, H. Kim, and S. Yeom. 2022. "Effect of Building Energy Efficiency Certificate on Reducing Energy Consumption of Non-Residential Buildings in South Korea." Energy and Buildings 255: 111701.
Johnston, D., D. Miles-Shenton, and D. Farmer. 2015. "Quantifying the Domestic Building Fabric ‘Performance Gap’." Building Services Engineering Research and Technology 36: 614–27.
Jradi, M. 2020. "Dynamic Energy Modelling as an Alternative Approach for Reducing Performance Gaps in Retrofitted Schools in Denmark." Applied Sciences 10: 7862.
Jradi, M., K. Arendt, F. C. Sangogboye, C. G. Mattera, E. Markoska, M. B. Kjærgaard, C. T. Veje, and B. N. Jørgensen. 2018. "ObepME: An Online Building Energy Performance Monitoring and Evaluation Tool to Reduce Energy Perf[ormance Gap]."
Jradi, M., N. Liu, K. Arendt, and C. G. Mattera. 2020. "An Automated Framework for Buildings Continuous Commissioning and Performance Testing – A University Building Case Study." Journal of Building Engineering 31: 101464.
Krauskopf, E. 2018. "A Bibliometric Analysis of the Journal of Infection and Public Health: 2008–2016." Journal of Infection and Public Health 11: 224–29.
López-González, L. M., L. M. López-Ochoa, J. Las-Heras-Casas, and C. García-Lozano. 2016. "Energy Performance Certificates as Tools for Energy Planning in the Residential Sector: The Case of La Rioja (Spain)." Journal of Cleaner Production 137: 1280–92.
Mahdavi, A., C. Berger, H. Amin, E. Ampatzi, R. K. Andersen, E. Azar, V. M. Barthelmes, M. Favero, J. Hahn, D. Khovalyg, H. N. Knudsen, A. Luna-Navarro, A. Roetzel, F. C. Sangogboye, M. Schweiker, M. Taheri, D. Teli, M. Touchie, and S. Verbruggen. 2021. "The Role of Occupants in Buildings’ Energy Performance Gap: Myth or Reality?" Sustainability 13: 3146.
Marshall, A., R. Fitton, W. Swan, D. Farmer, D. Johnston, M. Benjaber, and Y. Ji. 2017. "Domestic Building Fabric Performance: Closing the Gap between the In Situ Measured and Modelled Performance." Energy and Buildings 150: 307–17.
Martínez-Comesaña, M., L. Febrero-Garrido, E. Granada-Álvarez, J. Martínez-Torres, and S. Martínez-Mariño. 2020. "Heat Loss Coefficient Estimation Applied to Existing Buildings through Machine Learning Models." Applied Sciences 10: 8968.
Md Khudzari, J., J. Kurian, B. Tartakovsky, and G. S. V. Raghavan. 2018. "Bibliometric Analysis of Global Research Trends on Microbial Fuel Cells Using Scopus Database." Biochemical Engineering Journal 136: 51–60.
Menezes, A. C., A. Cripps, D. Bouchlaghem, and R. Buswell. 2012. "Predicted vs. Actual Energy Performance of Non-Domestic Buildings: Using Post-Occupancy Evaluation Data to Reduce the Performance Gap." Applied Energy 97: 355–64.
Munim, Z. H., M. Dushenko, V. J. Jimenez, M. H. Shakil, and M. Imset. 2020. "Big Data and Artificial Intelligence in the Maritime Industry: A Bibliometric Review and Future Research Directions." Maritime Policy & Management 47: 577–97.
Muta, L. F., A. P. Melo, and R. Lamberts. 2025. "Enhancing Energy Performance Assessment and Labeling in Buildings: A Review of BIM-Based Approaches." Journal of Building Engineering 103: 112089.
Ohene, E., A. P. C. Chan, and A. Darko. 2022. "Review of Global Research Advances Towards Net-Zero Emissions Buildings." Energy and Buildings 266: 112142.
Ozarisoy, B., and H. Altan. 2022. "Bridging the Energy Performance Gap of Social Housing Stock in South-Eastern Mediterranean Europe: Climate Change and Mitigation." Energy and Buildings 258: 111687.
Page, M. J., J. E. McKenzie, P. M. Bossuyt, I. Boutron, T. C. Hoffmann, C. D. Mulrow, L. Shamseer, J. M. Tetzlaff, E. A. Akl, S. E. Brennan, R. Chou, J. Glanville, J. M. Grimshaw, A. Hróbjartsson, M. M. Lalu, T. Li, E. W. Loder, E. Mayo-Wilson, S. McDonald, L. A. McGuinness, L. A. Stewart, J. Thomas, A. C. Tricco, V. A. Welch, P. Whiting, and D. Moher. 2021. "The PRISMA 2020 Statement: An Updated Guideline for Reporting Systematic Reviews." BMJ 372: n71.
Parida, S., C. Chan, S. Ananthram, and K. Brown. 2023. "In the Search for Greener Buildings: The Role of Green Human Resource Management." Business Strategy and the Environment 32: 5952–68.
Petri, I., S. Kubicki, Y. Rezgui, A. Guerriero, and H. Li. 2017. "Optimizing Energy Efficiency in Operating Built Environment Assets through Building Information Modeling: A Case Study." Energies 10: 1167.
Qiang, G., S. Tang, J. Hao, L. Di Sarno, G. Wu, and S. Ren. 2023. "Building Automation Systems for Energy and Comfort Management in Green Buildings: A Critical Review and Future Directions." Renewable and Sustainable Energy Reviews 179: 113301.
Rasmussen, H. L., P. A. Jensen, S. B. Nielsen, and A. H. Kristiansen. 2019. "Initiatives to Integrate Operational Knowledge in Design: A Building Client Perspective." Facilities 37: 799–812.
Reguis, A., M. Tunzi, B. Vand, P. Tuohy, and J. Currie. 2023. "Energy Performance of Scottish Public Buildings and Its Impact on the Ability to Use Low-Temperature Heat." Energy and Buildings 290: 113064.
Rupp, R. F., N. G. Vásquez, and R. Lamberts. 2015. "A Review of Human Thermal Comfort in the Built Environment." Energy and Buildings 105: 178–205.
Rysanek, A. M., and R. Choudhary. 2013. "Optimum Building Energy Retrofits under Technical and Economic Uncertainty." Energy and Buildings 57: 324–37.
Samarakkody, A. L., B. A. K. S. Perera, and R. Palliyaguru. 2022. "Appropriateness of Soft Landings Concept for Avoiding Malpractices in Sri Lankan Building Projects." International Journal of Construction Management 22: 2817–29.
Shi, X., B. Si, J. Zhao, Z. Tian, C. Wang, X. Jin, and X. Zhou. 2019. "Magnitude, Causes, and Solutions of the Performance Gap of Buildings: A Review." Sustainability 11: 937.
Shrubsole, C., I. Hamilton, N. Zimmermann, G. Papachristos, T. Broyd, E. Burman, D. Mumovic, Y. Zhu, B. Lin, and M. Davies. 2019. "Bridging the Gap: The Need for a Systems Thinking Approach in Understanding and Addressing Energy and Environmental Performance in Buildings." Indoor and Built Environment 28: 100–17.
Siirola, J. J. 2014. "Speculations on Global Energy Demand and Supply Going Forward." Current Opinion in Chemical Engineering 5: 96–100.
Tian, J., L. Yu, R. Xue, S. Zhuang, and Y. Shan. 2022. "Global Low-Carbon Energy Transition in the Post-COVID-19 Era." Applied Energy 307: 118205.
Turner, C., and M. Frankel. 2008. Energy Performance of LEED® for New Construction Buildings. White Salmon, WA: U.S. Green Building Council and New Buildings Institute.
U.K. Government. n.d. Green Deal: Energy Saving for Your Home [Online]. Available: https://www.gov.uk/green-deal-energy-saving-measures [Accessed 28/08/2023].
Ürge-Vorsatz, D., N. Eyre, P. Graham, D. Harvey, E. Hertwich, Y. Jiang, C. Kornevall, M. Majumdar, J. E. McMahon, S. Mirasgedis, S. Murakami, A. Novikova, K. Janda, O. Masera, M. McNeil, K. Petrichenko, S. T. Herrero, and E. Jochem. 2012. "Energy End-Use: Buildings." In Global Energy Assessment: Toward a Sustainable Future, edited by T. Global Energy Assessment Writing Team, 649–760. Cambridge: Cambridge University Press.
Uriarte, I., A. Erkoreka, A. Legorburu, K. Martin-Escudero, C. Giraldo Soto, and M. Odriozola-Maritorena. 2021. "Decoupling the Heat Loss Coefficient of an In-Use Office Building into Its Transmission and Infiltration Heat Loss Coefficients." Journal of Building Engineering 43: 102591.
van den Brom, P., A. Meijer, and H. Visscher. 2018. "Performance Gaps in Energy Consumption: Household Groups and Building Characteristics." Building Research & Information 46: 54–70.
van Dronkelaar, C., M. Dowson, C. Spataru, E. Burman, and D. Mumovic. 2019. "Quantifying the Underlying Causes of a Discrepancy Between Predicted and Measured Energy Use." Frontiers in Mechanical Engineering 5.
van Dronkelaar, C., M. Dowson, C. Spataru, and D. Mumovic. 2016. "A Review of the Regulatory Energy Performance Gap and Its Underlying Causes in Non-Domestic Buildings." Frontiers in Mechanical Engineering
van Eck, N. J., and L. Waltman. 2010. "Software Survey: VOSviewer, a Computer Program for Bibliometric Mapping." Scientometrics 84: 523–38.
van Eck, N. J. and L. Waltman. 2013. VOSviewer Manual. Leiden: Univeristeit Leiden.
van Eck, N. J. and L. Waltman. 2022. VOSviewer Manual: Manual for VOSviewer. Version 1: 18.
Wang, X., W. Feng, W. Cai, H. Ren, C. Ding, and N. Zhou. 2019. "Do Residential Building Energy Efficiency Standards Reduce Energy Consumption in China? – A Data-Driven Method to Validate the Actual Performance of Building Energy Efficiency Standards." Energy Policy 131: 82–98.
World Economic Forum 2019. Making Affordable Housing a Reality in Cities. Cities, Urban Development & Urban Services Platform In Collaboration with PwC. Switzerland: WEF.
Yan, D., W. O’Brien, T. Hong, X. Feng, H. Burak Gunay, F. Tahmasebi, and A. Mahdavi. 2015. "Occupant Behavior Modeling for Building Performance Simulation: Current State and Future Challenges." Energy and Buildings 107: 264–78.
Yao, J. 2020. "The Uncertainty of Manual Shade Control on West-Facing Facades and Its Influence on Energy Performance." Applied Thermal Engineering 165: 114611.
Zhang, G., Y. Ge, A. Khudhair Yakoob, T. Alkhalifah, F. Alturise, H. Elhosiny Ali, and Y. Yang. 2023. "Determining the Heat Transfer Coefficient of Sustainable Buildings Using Extreme Learning Machine." Fuel 336: 126795.
Zheng, Z., J. Zhou, ,Z Jiaqin, Y. Yang, , F. Xu, , and H. Liu. 2024. "Review of the Building Energy Performance Gap from Simulation and Building Lifecycle Perspectives: Magnitude, Causes and Solutions." Developments in the Built Environment 17: 100345.
Zou, P. X. W., X. Xu, J. Sanjayan, and J. Wang. 2018. "Review of 10 Years’ Research on Building Energy Performance Gap: Life-Cycle and Stakeholder Perspectives." Energy and Buildings 178: 165–181.
Copyright (c) 2025 Henry Igugu, Jacques Laubscher, Tariené Gaum

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal which is under a Attribution-NonCommercial-ShareAlike 4.0 International license (CC BY-NC-SA 4.0).
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).