Technology Acceptance as Part of the Energy Performance Gap in Energy-Efficient Retrofitted Dwellings

This paper separates technological from human capabilities with regard to the operating of advanced heating systems. Our study shows that attitudes towards using such systems are equally influenced by a system's ease of use and its related thermal comfort as perceived by the user. However, the user does not perceive either of these influences directly; they are both mediated through the latent construct “perceived usefulness”. Our results reveal that in order to maximize the technology acceptance of advanced heating systems, the focus of interventions needs to be a twofold one. It is not only perceived thermal comfort – in its technological capacity of a delivered energy service – which is relevant; an easy-to-use system is equally important. The underlying psychological theory of this paper is that of the Theory of Planned Behavior (TPB). Using an adapted version of the technology acceptance model (TAM) – the energy TAM (eTAM) – we draw on questionnaire data from a field experiment conducted in Germany. The statistical inference is based on a partial least squares patch modeling (PLS-PM) approach.

[1]  Reinhard Madlener,et al.  A Spatial MAS Simulation to Evaluate the Promotion of Electricity from Agricultural Biogas Plants in Germany , 2011 .

[2]  W. F. V. Raaij,et al.  A behavioral model of residential energy use , 1983 .

[3]  Reinhard Madlener,et al.  Development Trends and Economics of Innovative Solar Power Generation Technologies: A Comparative Analysis , 2009 .

[4]  Reinhard Madlener,et al.  Consumer Preferences for Alternative Fuel Vehicles: A Discrete Choice Analysis , 2012 .

[5]  P. Herings,et al.  Behavioral Effects in Individual Decisions of Network Formation , 2008 .

[6]  Reinhard Madlener,et al.  Economic Evaluation of IGCC Plants with Hot Gas Cleaning , 2010 .

[7]  S. Sorrell Jevons’ Paradox revisited: The evidence for backfire from improved energy efficiency , 2009 .

[8]  Reinhard Madlener,et al.  External Effects of Hydraulic Fracturing: Risks and Welfare Considerations for Water Supply in Germany , 2015 .

[9]  Reinhard Madlener,et al.  Development of Cogeneration in Germany: A Dynamic Portfolio Analysis Based on the New Regulatory Framework , 2009 .

[10]  Joachim Lang,et al.  Portfolio Optimization for Power Plants: The Impact of Credit Risk Mitigation and Margining , 2010 .

[11]  Reinhard Madlener,et al.  Centralized and Integrated Decentralized Compressed Air Energy Storage for Enhanced Grid Integration of Wind Power , 2010 .

[12]  A. Kwasnica,et al.  A Laboratory Experiment to Compare Two Market Institutions for Emissions Trading , 2010 .

[13]  R. Madlener,et al.  ENERGY REBOUND AND ECONOMIC GROWTH: A REVIEW OF THE MAIN ISSUES AND RESEARCH NEEDS , 2009 .

[14]  Reinhard Madlener,et al.  A Least-Cost Assessment of the CO2 Mitigation Potential Using Renewable Energies in the Indian Electricity Supply Sector , 2014 .

[15]  Reinhard Madlener,et al.  Regulatory Options for Local Reserve Energy Markets: Implications for Prosumers, Utilities, and other Stakeholders , 2014 .

[16]  Herman Wold,et al.  Soft modelling: The Basic Design and Some Extensions , 1982 .

[17]  R. Madlener,et al.  Multi-commodity real options analysis of power plant investments: discounting endogenous risk structures , 2011 .

[18]  Martin Achtnicht,et al.  Do Environmental Benefits Matter? A Choice Experiment Among House Owners in Germany , 2010 .

[19]  Reinhard Madlener,et al.  Impact of CCS on the Economics of Coal-Fired Power Plants: Why Investment Costs Do and Efficiency Doesn’t Matter , 2009 .

[20]  Fred D. Davis,et al.  A Theoretical Extension of the Technology Acceptance Model: Four Longitudinal Field Studies , 2000, Management Science.

[21]  S. Sorrell,et al.  Empirical estimates of the direct rebound effect: A review , 2009 .

[22]  Reinhard Madlener,et al.  Impact of ICT and Human Skills on the European Financial Intermediation Sector , 2008 .

[23]  James Keirstead,et al.  Evaluating the applicability of integrated domestic energy consumption frameworks in the UK , 2006 .

[24]  Reinhard Madlener,et al.  Efficient Investment Portfolios for the Swiss Electricity Supply Sector , 2008 .

[25]  Reinhard Madlener,et al.  Homeowners' Motivation to Adopt a Residential Heating System: A Principal Component Analysis , 2013 .

[26]  Reinhard Madlener,et al.  Using Fuzzy Real Options Valuation for Assessing Investments in NGCC and CCS Energy Conversion Technology , 2009 .

[27]  Reinhard Madlener,et al.  Day-Ahead Versus Intraday Valuation of Demand-Side Flexibility for Photovoltaic and Wind Power Systems , 2014 .

[28]  Reinhard Madlener,et al.  Why Higher Price Sensitivity of Consumers May Increase Average Prices: An Analysis of the European Electricity Market , 2010 .

[29]  Herman Wold,et al.  Systems under indirect observation : causality, structure, prediction , 1982 .

[30]  Reinhard Madlener,et al.  Residential Natural Gas Demand Elasticities in OECD Countries: An ARDL Bounds Testing Approach , 2011 .

[31]  Reinhard Madlener,et al.  Short-term Energy Storage for Stabilizing the High Voltage Transmission Grid: A Real Options Analysis , 2015 .

[32]  C. Oberst,et al.  Economic Growth and Regional Labor Market Development in German Regions: Okun's Law in a Spatial Context , 2013 .

[33]  Reinhard Madlener,et al.  Risk Analysis of Energy Performance Contracting Projects in Russia: An Analytic Hierarchy Process Approach , 2015, OR.

[34]  P. Shrout,et al.  Mediation in experimental and nonexperimental studies: new procedures and recommendations. , 2002, Psychological methods.

[35]  Fred D. Davis Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology , 1989, MIS Q..

[36]  Reinhard Madlener,et al.  Fuzzy Portfolio Optimization of Onshore Wind Power Plants , 2014 .

[37]  Reinhard Madlener,et al.  Modeling the Influence of Network Externalities and Quality on Market Shares of Plug-in Hybrid Vehicles , 2011 .

[38]  Reinhard Madlener,et al.  Rebound Effects in German Residential Heating: Do Ownership and Income Matter? , 2011 .

[39]  Fernando Carriazo,et al.  A Comparison of Three Methods of Estimation in the Context of Spatial Modeling , 2009 .

[40]  Reinhard Madlener,et al.  Cost-Effective Design of Ringwall Storage Hybrid Power Plants: A Real Options Analysis , 2015 .

[41]  Viswanath Venkatesh,et al.  Technology Acceptance Model 3 and a Research Agenda on Interventions , 2008, Decis. Sci..

[42]  Reinhard Madlener,et al.  An Experimental Analysis of Single vs. Multiple Bids in Auctions of Divisible Goods , 2013 .

[43]  R. Madlener,et al.  Dynamic Portfolio Selection Methods for Power Generation Assets , 2011 .

[44]  Reinhard Madlener,et al.  Investment in New Power Generation Under Uncertainty: Benefits of CHP vs. Condensing Plants in a Copula-Based Analysis , 2010 .

[45]  Reinhard Madlener,et al.  Online Discussion among Energy Consumers: A Semi-Dynamic Social Network Visualization , 2014 .

[46]  Veronica Galassi,et al.  Identifying Business Models for Photovoltaic Systems with Storage in the Italian Market: A Discrete Choice Experiment , 2014 .

[47]  Martin Achtnicht,et al.  Factors Influencing German House Owners' Preferences on Energy Retrofits , 2012 .

[48]  Reinhard Madlener,et al.  The Causal Relationship Between Energy Consumption and Economic Growth in Germany : A Multivariate Analysis , 2013 .

[49]  Reinhard Madlener,et al.  Evaluation of Synergies in the Context of European Multi-Business Utilities , 2020, Energies.

[50]  J. Shortle,et al.  Do Baseline Requirements Hinder Trades in Water Quality Programs? , 2009 .

[51]  Reinhard Madlener,et al.  Cost Effectiveness of Carbon Capture-Ready Coal Power Plants with Delayed Retrofit , 2010 .

[52]  Reinhard Madlener,et al.  The Impact of Green Framing on Consumers’ Valuations of Energy-Saving Measures , 2013 .

[53]  Reinhard Madlener,et al.  Portfolio Selection Methods and their Empirical Applicability to Real Assets in Energy Markets , 2011 .

[54]  D. Dillman,et al.  International handbook of survey methodology. , 2008 .

[55]  Joachim Lang,et al.  Cost Evaluation of Credit Risk Securitization in the Electricity Industry: Credit Default Acceptance vs. Margining Costs , 2010 .

[56]  Venkateshviswanath,et al.  A Theoretical Extension of the Technology Acceptance Model , 2000 .

[57]  L. Schipper Another look at energy conservation , 1979 .

[58]  Reinhard Madlener,et al.  Consumer Behavior and the Use of Sustainable Energy , 2011 .

[59]  Charles D. Barrett Understanding Attitudes and Predicting Social Behavior , 1980 .

[60]  R. Madlener,et al.  Power Plant Investments in the Turkish Electricity Sector: A Real Options Approach Taking into Account Market Liberalization , 2011 .

[61]  Reinhard Madlener,et al.  Russia’s Emerging ESCO Market: Prospects and Barriers for Energy Efficiency Investments , 2012 .

[62]  Reinhard Madlener,et al.  Economics of Biomass Co-Firing in New Hard Coal Power Plants in Germany , 2012 .

[63]  Reinhard Madlener,et al.  Economic Evaluation of Maintenance Strategies for Wind Turbines: A Stochastic Analysis , 2014 .

[64]  P. Herings,et al.  The Structure of Online Consumer Communication Networks , 2006 .

[65]  Reinhard Madlener,et al.  Wind Farm Siting Using a Spatial Analytic Hierarchy Process Approach: A Case Study of the Städteregion Aachen , 2016 .

[66]  Carol Saunders,et al.  PLS: A Silver Bullet? , 2006 .

[67]  Reinhard Madlener,et al.  The Nexus between Natural Gas Spot and Futures Prices at NYMEX: Do Weather Shocks and Non-Linear Causality in Low Frequencies Matter? , 2012 .

[68]  Reinhard Madlener,et al.  Pan-European Management of Electricity Portfolios: Risks and Opportunities of Contract Bundling , 2010 .

[69]  D. A. Kenny,et al.  The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. , 1986, Journal of personality and social psychology.

[70]  Reinhard Madlener,et al.  Valuation of CCS-ready coal-fired power plants: a multi-dimensional real options approach , 2011 .

[71]  J. Shortle,et al.  Water Quality Trading When Nonpoint Pollution Loads are Stochastic , 2009 .

[72]  Reinhard Madlener,et al.  An Exploratory Economic Analysis of Underground Pumped-Storage Hydro Power Plants in Abandoned Coal Mines , 2013, Energies.

[73]  Reinhard Madlener,et al.  Repowering of Wind Turbines: Economics and Optimal Timing , 2012 .

[74]  R. Madlener,et al.  Economics of Small Wind Power Plants in Urban Settings: An Empirical Investigation for Germany , 2013 .

[75]  Reinhard Madlener,et al.  Simulation of the European Electricity Market and CCS Development with the HECTOR Model , 2009 .

[76]  Reinhard Madlener,et al.  Determinants of Commuter Trends and Implications for Indirect Rebound Effects: A Case Study of Germany's Largest Federal State of NRW, 1994-2013 , 2014 .

[77]  Reinhard Madlener,et al.  Evaluation of Different Hedging Strategies for Commodity Price Risks of Industrial Cogeneration Plants , 2013 .

[78]  Reinhard Madlener,et al.  The Impact of Disaggregated ICT Capital on Electricity Intensity of Production: Econometric Analysis of Major European Industries , 2008 .

[79]  R. Madlener,et al.  Optimal Power Generation Investment: Impact of Technology Choices and Existing Portfolios for Deploying Low-Carbon Coal Technologies , 2013 .

[80]  K. Jöreskog,et al.  Intraclass Reliability Estimates: Testing Structural Assumptions , 1974 .

[81]  Reinhard Madlener,et al.  Prosumer Preferences Regarding the Adoption of Micro-Generation Technologies: Empirical Evidence for German Homeowners , 2015 .

[82]  Nils Urbach,et al.  Structural Equation Modeling in Information Systems Research Using Partial Least Squares , 2010 .

[83]  Reinhard Madlener,et al.  Responsiveness of Residential Electricity Demand in OECD Countries: A Panel Cointegation and Causality Analysis , 2011 .

[84]  Reinhard Madlener,et al.  Portfolio Impact of New Power Generation Investments of E.ON in the UK, Sweden and Germany , 2010 .

[85]  R. Madlener,et al.  Hydrogen Storage for Wind Parks: A Real Options Evaluation for an Optimal Investment in More Flexibility , 2013 .

[86]  J. Quigley,et al.  Residential energy use and conservation: Economics and demographics , 2012 .

[87]  Reinhard Madlener,et al.  Economics of High-Temperature Nuclear Reactors for Industrial Cogeneration , 2012 .

[88]  Reinhard Madlener,et al.  Economic Assessment of a Concentrating Solar Power Forecasting System for Participation in the Spanish Electricity Market , 2011 .

[89]  J. Shortle,et al.  Managing Pollution Risk Through Emissions Trading , 2012 .

[90]  J. D. Khazzoom,et al.  Economic Implications of Mandated Efficiency in Standards for Household Appliances , 1980 .

[91]  Rudolf R. Sinkovics,et al.  The Use of Partial Least Squares Path Modeling in International Marketing , 2009 .

[92]  R. Madlener,et al.  The Impact of Wind Farms on Property Values: A Geographically Weighted Hedonic Pricing Model , 2012 .

[93]  Michel Tenenhaus,et al.  PLS path modeling , 2005, Comput. Stat. Data Anal..

[94]  Reinhard Madlener,et al.  The Impact of Wind Farms on Property Values: A Geographically Weighted Hedonic Pricing Model , 2012 .

[95]  Reinhard Madlener,et al.  Electricity Consumption of an Ageing Society: Empirical Evidence from a Swiss Household Survey , 2010 .

[96]  Reinhard Madlener,et al.  Assessment of the Technological Development and Economic Potential of Photobioreactors , 2009 .

[97]  Reinhard Madlener,et al.  Homeowners’ Preferences for Adopting Residential Heating Systems: A Discrete Choice Analysis for Germany , 2011 .

[98]  Reinhard Madlener,et al.  Local Impacts of Wind Farms on Property Values: A Spatial Difference-in-Differences Analysis , 2014 .

[99]  L. Steg,et al.  Psychological factors influencing sustainable energy technology acceptance: A review-based comprehensive framework , 2012 .

[100]  Herman Wold,et al.  Model Construction and Evaluation When Theoretical Knowledge Is Scarce , 1980 .

[101]  S. Borenstein A Microeconomic Framework for Evaluating Energy Efficiency Rebound and Some Implications , 2013 .

[102]  Reinhard Madlener,et al.  Fuzzy Portfolio Optimization of Power Generation Assets , 2018, Energies.

[103]  Reinhard Madlener,et al.  The Influence of Social Preferences on Multi-Criteria Evaluation of Energy Scenarios , 2008 .

[104]  M. Binswanger Technological progress and sustainable development: what about the rebound effect? , 2001 .

[105]  Stephan B. Bruns,et al.  Is there really Granger causality between energy use and output , 2014 .

[106]  Stephan B. Bruns,et al.  What if Energy Time Series are not Independent? Implications for Energy-GDP Causality Analysis , 2013 .

[107]  C. Fornell,et al.  Evaluating structural equation models with unobservable variables and measurement error. , 1981 .

[108]  Shuiwang Ji,et al.  Partial Least Squares , 2016 .

[109]  D. Greene,et al.  Energy efficiency and consumption — the rebound effect — a survey , 2000 .

[110]  Reinhard Madlener,et al.  Short- and Long-Run Electricity Demand Elasticities at the Subsectoral Level: A Cointegration Analysis for German Manufacturing Industries , 2010 .

[111]  Marko Sarstedt,et al.  Partial least squares structural equation modeling (PLS-SEM): An emerging tool in business research , 2014 .

[112]  Reinhard Madlener,et al.  The Role of Information Feedback in Local Reserve Energy Auction Markets , 2013 .

[113]  Reinhard Madlener,et al.  Effects of Temperature Uncertainty on the Valuation of Geothermal Projects: A Real Options Approach , 2012 .

[114]  Robert Tibshirani,et al.  An Introduction to the Bootstrap , 1994 .

[115]  Reinhard Madlener,et al.  Willingness-to-Pay for Alternative Fuel Vehicle Characteristics: A Stated Choice Study for Germany , 2013 .

[116]  Reinhard Madlener,et al.  The Benefit of Regional Diversification of Cogeneration Investments in Europe: A Mean-Variance Portfolio Analysis , 2009 .

[117]  John Thøgersen,et al.  Responsible Technology Acceptance: Model Development and Application to Consumer Acceptance of Smart Grid Technology , 2014 .

[118]  Gordon B. Davis,et al.  User Acceptance of Information Technology: Toward a Unified View , 2003, MIS Q..

[119]  P. Berkhout,et al.  Defining the rebound effect , 2000 .

[120]  Fred D. Davis,et al.  User Acceptance of Computer Technology: A Comparison of Two Theoretical Models , 1989 .

[121]  Reinhard Madlener,et al.  Towards an Efficient and Low-Carbon Economy Post-2012: Opportunities and Barriers for Foreign Companies in the Russian Market , 2011 .

[122]  Joachim Lang,et al.  Relevance of Risk Capital and Margining for the Valuation of Power Plants: Cash Requirements for Credit Risk Mitigation , 2010 .

[123]  Reinhard Madlener,et al.  Sustainable energy development in Austria until 2020: Insights from applying the integrated model “e3.at” , 2011, Energy policy.

[124]  Reinhard Madlener,et al.  Optimal Renewal and Electrification Strategy for Commercial Car Fleets in Germany , 2014, OR.

[125]  I. Ajzen The theory of planned behavior , 1991 .

[126]  Reinhard Madlener,et al.  Appliance Endowment and User Behaviour by Age Group: Insights from a Swiss Micro-Survey on Residential Electricity Demand , 2010 .

[127]  Reinhard Madlener,et al.  Bridging the Gap between Onshore and Offshore Innovations by the European Wind Power Supply Industry: A Survey-Based Analysis , 2012 .

[128]  Reinhard Madlener,et al.  Backtesting and Evaluation of Different Trading Schemes for the Portfolio Management of Natural Gas , 2014 .

[129]  Inês L. Azevedo,et al.  Estimating direct and indirect rebound effects for U.S. households with input–output analysis Part 1: Theoretical framework , 2013 .

[130]  Reinhard Madlener,et al.  Assessment of Clean-Coal Strategies: The Questionable Merits of Carbon Capture-Readiness , 2013 .

[131]  Reinhard Madlener,et al.  Economic Feasibility of Kite-Based Wind Energy Powerships with CAES or Hydrogen Storage , 2012 .

[132]  P. Jean-Jacques Herings,et al.  Communication Network Formation with Link Specificity and Value Transferability , 2010, Eur. J. Oper. Res..

[133]  Reinhard Madlener,et al.  Assessing the Economic Potential of Microdrilling in Geothermal Exploration , 2011 .

[134]  Reinhard Madlener,et al.  Risk Management and Portfolio Optimization for Gas- and Coal-Fired Power Plants in Germany: A Multivariate GARCH Approach , 2013 .

[135]  Reinhard Madlener,et al.  Relating R&D and Investment Policies to CCS Market Diffusion Through Two-Factor Learning , 2010 .

[136]  K. Jöreskog A general method for analysis of covariance structures , 1970 .

[137]  Christian-Simon Ernst,et al.  Optimal Battery Size for Serial Plug-in Hybrid Vehicles: A Model-Based Economic Analysis for Germany , 2010 .

[138]  Jan-Bernd Lohmöller,et al.  Latent Variable Path Modeling with Partial Least Squares , 1989 .

[139]  Reinhard Madlener,et al.  Investigation of E.ON’s Power Generation Assets by Using Mean-Variance Portfolio Analysis , 2009 .

[140]  Peter J. G. Pearson,et al.  Liberalisation of Germany’s Electricity System and the Ways Forward of the Unbundling Process: A Historical Perspective and an Outlook , 2010 .

[141]  R. Madlener,et al.  Switching from fossil fuel to renewables in residential heating systems: An empirical study of homeowners' decisions in Germany , 2014 .

[142]  Wynne W. Chin The partial least squares approach for structural equation modeling. , 1998 .

[143]  Reinhard Madlener,et al.  Challenges in the Evaluation of Ultra-Long-Lived Projects: Risk Premia for Projects with Eternal Returns or Costs , 2013 .

[145]  Jacob Cohen Statistical Power Analysis for the Behavioral Sciences , 1969, The SAGE Encyclopedia of Research Design.

[146]  Johannes Palmer,et al.  Modeling the Diffusion of Residential Photovoltaic Systems in Italy: An Agent-Based Simulation , 2013 .

[147]  Reinhard Madlener,et al.  Economic Feasibility of Pipeline and Underground Reservoir Storage Options for Power-to-Gas Load Balancing , 2013 .

[148]  Reinhard Madlener,et al.  An Evaluation of Attribute Anchoring Bias in a Choice Experimental Setting , 2013 .

[149]  Reinhard Madlener,et al.  Renewable Energy Policy in the Presence of Innovation: Does Government Pre-Commitment Matter? , 2010 .

[150]  Reinhard Madlener,et al.  Profitability of Energy Storage for Raising Self-consumption of Solar Power: Analysis of Different Household Types in Germany , 2014 .

[151]  Reinhard Madlener,et al.  The Impact of Modified EU ETS Allocation Principles on the Economics of CHP-Based District Heating Networks , 2011 .

[152]  Reinhard Madlener,et al.  Optimal Time to Start Serial Production: The Case of the Direct Drive Wind Turbine of Siemens Wind Power A/S , 2011 .

[153]  Tobias Kronenberg,et al.  The impact of demographic change on energy use and greenhouse gas emissions in Germany , 2009 .

[154]  Reinhard Madlener,et al.  Integrated Theoretical Framework for a Homeowner's Decision in Favor of an Innovative Residential Heating System , 2010 .

[155]  Reinhard Madlener,et al.  Promoting Renewable Electricity Generation in Imperfect Markets: Price vs. Quantity Policies , 2008 .

[156]  Reinhard Madlener,et al.  Cost-Effectiveness of Lignocellulose Biorefineries and their Impact on the Deciduous Wood Markets in Germany , 2012 .

[157]  Reinhard Madlener,et al.  Impact of Plug-in Hybrid Electric Vehicles and Charging Regimes on Power Generation Costs and Emissions in Germany , 2010 .