Smart Energy Consumers: An Empirical Investigation on the Intention to Adopt Innovative Consumption Behaviour

The aim of the present study is to investigate consumers' determinants of intention toward the adoption of Smart Grid solutions and technologies. Ajzen's Theory of Planned Behaviour (TPB) model is applied and tested to explain the formation of such adoption intention. An exogenous variable, taking into account the resistance to change of individuals, was added to the basic model. The elicitation study allowed obtaining salient modal beliefs, which were used, with the support of literature, to design the questionnaire. After the screening phase, data collected from the main survey were analysed for evaluating measurement model's reliability and validity. Consistent with the theory, the results of structural equation analysis revealed that attitude, subjective norm, and perceived behavioural control positively, which affected the adoption intention. Specifically, the variable with the highest estimate loading factor was found to be the perceived behavioural control, and, the most important belief related to each construct was determined (e.g., energy saving was observed to be the most significant belief linked with attitude). Further investigation indicated that the added exogenous variable has a negative influence on intention; this finding confirmed partially the hypothesis, since this influence was indirect: such relationship was mediated by attitude. Implications and suggestions for future research are discussed. Keywords—Adoption of innovation, consumers behaviour, energy management, smart grid, theory of planned behaviour.

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

[2]  Kakyom Kim,et al.  Analysis of Structural Equation Model for the Student Pleasure Travel Market: Motivation, Involvement, Satisfaction, and Destination Loyalty , 2008 .

[3]  Cheng-Chia Yang,et al.  Barriers to incident-reporting behavior among nursing staff: A study based on the theory of planned behavior , 2016 .

[4]  M. Sherif,et al.  The psychology of attitudes. , 1946, Psychological review.

[5]  Ruth C. May,et al.  Do You Know What I Know? Intent to Share Knowledge in the US and Ukraine , 2015 .

[6]  B. L. Driver,et al.  Application of the Theory of Planned Behavior to Leisure Choice. , 1992 .

[7]  T. Albayrak,et al.  The effect of environmental concern and scepticism on green purchase behaviour , 2013 .

[8]  Shirley Taylor,et al.  Decomposition and crossover effects in the theory of planned behavior: A study of consumer adoption intentions , 1995 .

[9]  Xianggui Qu,et al.  Multivariate Data Analysis , 2007, Technometrics.

[10]  Yvette Reisinger,et al.  Structural equation modeling with Lisrel: application in tourism , 1999 .

[11]  C L Blue,et al.  The predictive capacity of the theory of reasoned action and the theory of planned behavior in exercise research: an integrated literature review. , 1995, Research in nursing & health.

[12]  David P French,et al.  The expectancy-value muddle in the theory of planned behaviour - and some proposed solutions. , 2003, British journal of health psychology.

[13]  Heesup Han,et al.  An investigation of green hotel customers' decision formation: developing an extended model of the theory of planned behavior. , 2010 .

[14]  R. Shepherd,et al.  Predicting intentions to purchase organic food: The role of affective and moral attitudes in the Theory of Planned Behaviour , 2008, Appetite.

[15]  Chan-Kook Park,et al.  A study of factors enhancing smart grid consumer engagement , 2014 .

[16]  S. Owens,et al.  How to change attitudes and behaviours in the context of energy , 2008 .

[17]  Charles Abraham,et al.  Conscientiousness and the Theory of Planned Behavior: Toward a more Complete Model of the Antecedents of Intentions and Behavior , 2001 .

[18]  James C. Anderson,et al.  STRUCTURAL EQUATION MODELING IN PRACTICE: A REVIEW AND RECOMMENDED TWO-STEP APPROACH , 1988 .

[19]  A. Manstead,et al.  Evaluating and extending the theory of planned behaviour , 1995 .

[20]  R. Bagozzi,et al.  Consumer Resistance to, and Acceptance Of, Innovations , 1999 .

[21]  M. Laroche,et al.  Targeting consumers who are willing to pay more for environmentally friendly products , 2001 .

[22]  Christopher K. Hsee,et al.  Risk as Feelings , 2001, Psychological bulletin.

[23]  Icek Ajzen,et al.  From Intentions to Actions: A Theory of Planned Behavior , 1985 .

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

[25]  Rolf Wüstenhagen,et al.  Helping "light green" consumers walk the talk: Results of a behavioural intervention survey in the Swiss electricity market , 2011 .

[26]  R. Petty,et al.  Elaboration as a Determinant of Attitude Strength: Creating Attitudes That Are Persistent, Resistant, and Predictive of Behavior , 1995 .

[27]  I. Ajzen,et al.  A Comparison of the Theory of Planned Behavior and the Theory of Reasoned Action , 1992 .

[28]  R. East,et al.  Consumer Behaviour: Applications in Marketing , 2008 .

[29]  Joel B. Cohen,et al.  The Nature and Uses of Expectancy-Value Models in Consumer Attitude Research , 1972 .

[30]  I. Ajzen Attitudes, Personality and Behavior , 1988 .

[31]  Cathy H. C. Hsu,et al.  Negative Word-of-Mouth Communication Intention: An Application of the Theory of Planned Behavior , 2006 .

[32]  Cathy H. C. Hsu,et al.  Theory of Planned Behavior: Potential Travelers from China , 2004 .

[33]  R. Bagozzi,et al.  On the evaluation of structural equation models , 1988 .

[34]  L. Cronbach Coefficient alpha and the internal structure of tests , 1951 .

[35]  D. Streiner Finding Our Way: An Introduction to Path Analysis , 2005, Canadian journal of psychiatry. Revue canadienne de psychiatrie.

[36]  D. Mah,et al.  Consumer perceptions of smart grid development: Results of a Hong Kong survey and policy implications , 2012 .

[37]  J. Sheth,et al.  Psychology of innovation resistance : the less developed concept (LDC) in diffusion research / BEBR No. 622 , 1979 .

[38]  Rex B. Kline,et al.  Principles and Practice of Structural Equation Modeling , 1998 .

[39]  Gilbert A. Churchill A Paradigm for Developing Better Measures of Marketing Constructs , 1979 .

[40]  I. Ajzen Perceived behavioral control, self-efficacy, locus of control, and the theory of planned behavior. , 2002 .

[41]  Gerald Zaltman,et al.  Consumer behavior : basic findings and management implications , 1979 .

[42]  M. Chang Predicting Unethical Behavior: A Comparison of the Theory of Reasoned Action and the Theory of Planned Behavior , 1998 .

[43]  R. East,et al.  Complaining as planned behavior , 2000 .

[44]  I. Ajzen The theory of planned behaviour: Reactions and reflections , 2011, Psychology & health.

[45]  G. Kok,et al.  The Theory of Planned Behavior: A Review of its Applications to Health-Related Behaviors , 1996, American journal of health promotion : AJHP.

[46]  Ryan E Rhodes,et al.  Investigating multiple components of attitude, subjective norm, and perceived control: an examination of the theory of planned behaviour in the exercise domain. , 2003, The British journal of social psychology.

[47]  M. McCarthy,et al.  The role of attitudes, subjective norm, perceived control and habit in the consumption of ready meals and takeaways in Great Britain , 2006 .

[48]  Rong-Da Liang Predicting intentions to purchase organic food: the moderating effects of organic food prices , 2016 .

[49]  G. Verbong,et al.  Smart grids or smart users? Involving users in developing a low carbon electricity economy , 2013 .

[50]  P. Matthyssens,et al.  The impact of buyer–supplier relationships on supplier innovativeness: An empirical study in cross-border supply networks , 2013 .

[51]  Michael Nye,et al.  Sociopsychological Perspectives on the Active Roles of Domestic Actors in Transition to a Lower Carbon Electricity Economy , 2010 .

[52]  Icek Ajzen,et al.  Consumer Attitudes and Behavior , 2008 .

[53]  I. Ajzen Nature and operation of attitudes. , 2001, Annual review of psychology.

[54]  Kelly S. Fielding,et al.  Theory of planned behaviour, identity and intentions to engage in environmental activism , 2008 .

[55]  M. Fishbein,et al.  Theories of reasoned action and planned behavior as models of condom use: a meta-analysis. , 2001, Psychological bulletin.

[56]  J. Nunnally Psychometric Theory (2nd ed), New York: McGraw-Hill. , 1978 .

[57]  Véronique Vasseur,et al.  The adoption of PV in the Netherlands: A statistical analysis of adoption factors , 2015 .

[58]  Heesup Han,et al.  Application of the Theory of Planned Behavior to green hotel choice: Testing the effect of environmental friendly activities , 2010 .

[59]  I. Ajzen,et al.  Predicting and Changing Behavior: The Reasoned Action Approach , 2009 .

[60]  Chrisovaladis Malesios,et al.  Extending the Theory of Planned Behavior in the context of recycling: The role of moral norms and of demographic predictors , 2015 .

[61]  Abbas Elmualim,et al.  Identifying behavioural predictors of small power electricity consumption in office buildings , 2015 .

[62]  I. Ajzen,et al.  Understanding Attitudes and Predicting Social Behavior , 1980 .

[63]  M. Conner,et al.  Efficacy of the Theory of Planned Behaviour: a meta-analytic review. , 2001, The British journal of social psychology.

[64]  Karl G. Jöreskog,et al.  Lisrel 8: Structural Equation Modeling With the Simplis Command Language , 1993 .

[65]  Charles Neame,et al.  Towards a contemporary approach for understanding consumer behaviour in the context of domestic energy use , 2007 .

[66]  Blair H. Sheppard,et al.  The Theory of Reasoned Action: A Meta-Analysis of Past Research with Recommendations for Modifications and Future Research , 1988 .

[67]  I. Ajzen,et al.  Prediction of goal directed behaviour: Attitudes, intentions and perceived behavioural control , 1986 .

[68]  Paul S Phillips,et al.  Using the Theory of Planned Behaviour to investigate the determinants of recycling behaviour: a case study from Brixworth, UK , 2004 .

[69]  D. Streiner Building a Better Model: An Introduction to Structural Equation Modelling , 2006, Canadian journal of psychiatry. Revue canadienne de psychiatrie.

[70]  C. Osgood,et al.  The principle of congruity in the prediction of attitude change. , 1955, Psychological review.

[71]  I. Ajzen,et al.  Belief, Attitude, Intention, and Behavior: An Introduction to Theory and Research , 1977 .

[72]  M. Lee,et al.  Effects of attitude and destination image on association members’ meeting participation intentions: development of meeting participation model , 2005 .

[73]  H. Park Relationships among attitudes and subjective norms: Testing the theory of reasoned action across cultures , 2000 .

[74]  Icek Ajzen,et al.  The social psychology of decision making. , 1996 .

[75]  Jijie Wang,et al.  Information technology (IT) in Saudi Arabia: Culture and the acceptance and use of IT , 2007, Inf. Manag..

[76]  Cathy H. C. Hsu,et al.  Testing the sufficiency of the theory of planned behavior : a case of customer dissatisfaction responses in restaurants , 2005 .

[77]  Paulo Costa,et al.  The “Smart Paradox”: Stimulate the deployment of smart grids with effective regulatory instruments , 2014 .

[78]  R. MacCallum,et al.  THE APPLICATION OF EXPLORATORY FACTOR ANALYSIS IN APPLIED PSYCHOLOGY: A CRITICAL REVIEW AND ANALYSIS , 1986 .

[79]  Wim Verbeke,et al.  Individual determinants of fish consumption: application of the theory of planned behaviour , 2005, Appetite.

[80]  Mark Conner,et al.  The theory of planned behaviour: Assessment of predictive validity and 'perceived control , 1999 .

[81]  Geoffrey S. Hubona,et al.  The effects of gender and age on new technology implementation in a developing country: Testing the theory of planned behavior (TPB) , 2007, Inf. Technol. People.

[82]  Rob Horne,et al.  Statistical guidelines for studies of the theory of reasoned action and the theory of planned behaviour , 2000 .

[83]  Leopoldo A. Gemoets,et al.  A literature survey on Smart Grid distribution: an analytical approach , 2014 .

[84]  S. Biddle,et al.  A Meta-Analytic Review of the Theories of Reasoned Action and Planned Behavior in Physical Activity: Predictive Validity and the Contribution of Additional Variables , 2002 .