Financial Knowledge’s Role in Portuguese Energy Literacy
Abstract
:1. Introduction
2. Literature Review
“…an understanding of the nature and role of energy in the universe and in our lives. Energy literacy is also the ability to apply this understanding to answer questions and solve problems.”
3. Methodology and Data
4. Results
4.1. Energy Literacy Levels
4.2. Determinants for Energy Literacy Dimensions
5. Discussion
6. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Appendix A
Elementary School—1st cycle (4th year) | |
Basic Education—2nd cycle (6th grade) | |
Basic education—3rd cycle (9th grade) | |
Secondary Education (12th grade) | |
CET—technological specialization course | |
CTeSP—Professional Technical College | |
Bachelor’s degree | |
Master’s degree | |
PhD | |
Post-doc |
Student | ||
Self-employed | ||
Employee | Private Sector | |
Public Sector | Teacher | |
Investigator | ||
Technician | ||
Other | ||
Retired | ||
Domestic | ||
Unemployed |
Amount in euros | ||
Don’t know |
Strongly Disagree | Disagree | Neither Agree Nor Disagree | Agree | Strongly Agree | |
Energy education should be an important part of the school curriculum. | |||||
I would do more to save energy if I knew how. | |||||
Saving energy is important. | |||||
We don’t have to worry about conserving energy because new technologies will be developed to solve energy problems for future generations. | |||||
All electrical appliances should have a label that shows the resources used in making them, their energy requirements and operating costs. | |||||
The government should have strict restrictions on the gas mileage of new cars. | |||||
We should make more of our electricity from renewable sources. | |||||
Portugal should develop more ways to use renewable energy, even if it means that energy will cost more. | |||||
Portuguese people should save more energy. | |||||
Efforts to develop renewable energy technologies are more important than efforts to develop new sources of fossil fuels. | |||||
Laws protecting the natural environment should be made less strict to allow more energy to be produced. | |||||
More wind farms should be built to generate electricity, even if the wind farms are located in scenic valleys, farmlands, and wildlife areas. | |||||
More oil fields should be developed as they are discovered, even if they are located in areas protected by environmental laws. | |||||
If there were promotional and educational activities related to energy conservation, I would participate. | |||||
The way I personally use energy does not really make a difference to the energy problems that face our nation. | |||||
I believe that I can contribute to solving energy problems by making appropriate energy-related choices and actions. | |||||
I believe that I can contribute to solving energy problems by working with others. | |||||
I don’t have to worry about turning lights or computers off in the classroom, because the university pays for the electricity. | |||||
If there were compensation for energy conservation activities, I would be willing to participate in them more actively. |
Never | Not very Often | Sometimes | Almost Always | Always | |
I try to save water. | |||||
I walk or bike to go short distances, instead of asking for a ride in the car. | |||||
When I leave a room, I turn off the lights. | |||||
Many of my everyday decisions are affected by my thoughts on energy use. | |||||
I or my family turn the heat down at night to save energy. | |||||
I or my family buy energy compact fluorescent light bulbs. | |||||
I am willing to buy some things to save energy. | |||||
I use rechargeable batteries in the equipment if it allows. | |||||
I close the curtains/blinds during the summer. | |||||
I leave the windows open when the heating is on. | |||||
I do not leave the equipment on standby. |
Appendix B
First Step (Dependent Variable: Energy Knowledge) | ||||||||
Regressed on: | Gender | Age | Ln(Age) | Education Level | Home | Responsibility | Energy Price Awareness | Financial Knowledge |
B1 | −0.064 | 0.002 | 0.069 | 0.014 | 0.021 | 0.009 | 0.075 | 0.177 |
t-satistic | −4.35 | 3.92 | 3.65 | 3.89 | 1.52 | 0.66 | 5.26 | 8.78 |
p-value | 0.000 | 0.000 | 0.000 | 0.000 | 0.130 | 0.511 | 0.000 | 0.000 |
Second step (Energy knowledge = constant + B1Financial Knowledge + B2X) | ||||||||
Regressed on: | Gender | Age | Ln(Age) | Education Level | Home | Responsibility | Energy Price Awareness | |
B2 | −0.035 | 0.001 | 0.027 | 0.008 | 0.016 | −0.010 | 0.048 | |
t-statistic | −2.51 | 1.88 | 1.47 | 2.26 | 1.21 | −0.79 | 3.49 | |
p-value | 0.012 | 0.061 | 0.144 | 0.024 | 0.227 | 0.432 | 0.001 | |
Third step (Energy knowledge = constant + B1Financial Knowledge + B2Energy price awareness + B3X) | ||||||||
Regressed on: | Gender | Age | Ln(Age) | Education Level | Home | Responsibility | ||
B3 | −0.030 | 0.001 | 0.015 | 0.006 | 0.011 | −0.015 | ||
t-statistic | −2.15 | 1.30 | 0.82 | 1.93 | 0.87 | −1.21 | ||
p-value | 0.032 | 0.195 | 0.410 | 0.054 | 0.387 | 0.226 | ||
Fourth step (Energy knowledge = constant + B1Financial Knowledge + B2Energy price awareness + B3Gender + B4X) | ||||||||
Regressed on: | Age | Ln(Age) | Education Level | Home | Responsibility | |||
B4 | 0.001 | 0.011 | 0.006 | 0.011 | −0.017 | |||
t-statistic | 1.02 | 0.58 | 1.88 | 0.87 | −1.36 | |||
p-value | 0.310 | 0.564 | 0.061 | 0.386 | 0.174 |
First Step (Dependent Variable: Attitude) | |||||||||
Regressed on: | Gender | Age | Ln(Age) | Education Level | Home | Responsibility | Energy Price Awareness | Financial Knowledge | Energy Knowledge |
B1 | 0.019 | 0.000 | 0.005 | 0.003 | 0.004 | 0.004 | 0.015 | 0.023 | 0.094 |
t-satistic | 2.50 | 0.40 | 0.46 | 1.46 | 0.52 | 0.49 | 1.95 | 1.99 | 3.67 |
p-value | 0.013 | 0.689 | 0.647 | 0.144 | 0.604 | 0.626 | 0.052 | 0.047 | 0.000 |
Second step (Attitude = constant + B1Energy Knowledge + B2X) | |||||||||
Regressed on: | Gender | Age | Ln(Age) | Education Level | Home | Responsibility | Energy Price Awareness | Financial Knowledge | |
B2 | 0.026 | −0.000 | −0.002 | 0.001 | 0.002 | 0.003 | 0.009 | 0.007 | |
t-statistic | 3.41 | −0.30 | −0.19 | 0.80 | 0.25 | 0.38 | 1.08 | 0.60 | |
p-value | 0.001 | 0.766 | 0.848 | 0.423 | 0.800 | 0.707 | 0.281 | 0.551 | |
Third step (Attitude = constant + B1Energy Knowledge + B2Gender + B3X) | |||||||||
Regressed on: | Age | Ln(Age) | Education Level | Home | Responsibility | Energy Price Awareness | Financial Knowledge | ||
B3 | 0.000 | 0.004 | 0.002 | 0.002 | 0.005 | 0.012 | 0.016 | ||
t-statistic | 0.32 | 0.39 | 1.01 | 0.29 | 0.77 | 1.54 | 1.27 | ||
p-value | 0.747 | 0.697 | 0.313 | 0.772 | 0.440 | 0.124 | 0.204 |
First Step (Dependent Variable: Behavior) | ||||||||||
Regressed on: | Gender | Age | Ln(Age) | Education Level | Home | Responsibility | Energy Price Awareness | Financial Knowledge | Energy knowledge | Attitude |
B1 | 0.020 | −0.000 | −0.003 | −0.001 | 0.007 | −0.005 | 0.021 | 0.028 | 0.116 | 0.520 |
t-satistic | 2.25 | −0.39 | −0.23 | −0.62 | 0.87 | −0.59 | 2.37 | 2.10 | 3.91 | 10.08 |
p-value | 0.025 | 0.699 | 0.820 | 0.537 | 0.386 | 0.556 | 0.018 | 0.037 | 0.000 | 0.000 |
Second step (Behavior = constant + B1Attitude + B2X) | ||||||||||
Regressed on: | Gender | Age | Ln(Age) | Education Level | Home | Responsibility | Energy Price Awareness | Financial Knowledge | Energy knowledge | |
B2 | 0.010 | −0.000 | −0.005 | −0.003 | 0.005 | −0.007 | 0.014 | 0.016 | 0.069 | |
t-statistic | 1.28 | −0.63 | −0.48 | −1.42 | 0.71 | −0.90 | 1.67 | 1.35 | 2.55 | |
p-value | 0.203 | 0.528 | 0.630 | 0.155 | 0.479 | 0.368 | 0.095 | 0.178 | 0.011 | |
Third step (Behavior = constant + B1Attitude + B2Energy Knowledge + B3X) | ||||||||||
Regressed on: | Gender | Age | Ln(Age) | Education Level | Home | Responsibility | Energy Price Awareness | Financial Knowledge | ||
B3 | 0.016 | −0.000 | −0.010 | −0.003 | 0.004 | −0.007 | 0.009 | 0.005 | ||
t-statistic | 1.95 | −1.14 | −0.95 | −1.93 | 0.53 | −0.98 | 1.10 | 0.40 | ||
p-value | 0.051 | 0.254 | 0.342 | 0.055 | 0.594 | 0.327 | 0.271 | 0.693 |
References
- Blasch, J.; Boogen, N.; Filippini, M.; Kumar, N. Explaining electricity demand and the role of energy and investment literacy on end-use efficiency of Swiss households. Energy Econ. 2017, 68, 89–102. [Google Scholar] [CrossRef]
- U.S. Department of Energy. Energy Literacy: Essencial Principles and Fundamental Concepts for Energy Education; U.S. Department of Energy: Washignton, DC, USA, 2017.
- Dewaters, J.; Qaqish, B.; Graham, M.; Powers, S. Designing an Energy Literacy Questionnaire for Middle and High School Youth. J. Environ. Educ. 2013, 44, 56–78. [Google Scholar] [CrossRef]
- Martins, A.; Madaleno, M.; Dias, M.F. Energy literacy: What is out there to know? Energy Rep. 2020, 6, 454–459. [Google Scholar] [CrossRef]
- Dewaters, J.; Powers, S.E. Energy literacy of secondary students in New York State (USA): A measure of knowledge, affect, and behavior. Energy Policy 2011, 39, 1699–1710. [Google Scholar] [CrossRef]
- Bodzin, A. Investigating Urban Eighth-Grade Students’ Knowledge of Energy Resources. Int. J. Sci. Educ. 2012, 34, 1255–1275. [Google Scholar] [CrossRef]
- Sovacool, B.K.; Blyth, P.L. Energy and environmental attitudes in the green state of Denmark: Implications for energy democracy, low carbon transitions, and energy literacy. Environ. Sci. Policy 2015, 54, 304–315. [Google Scholar] [CrossRef]
- Chen, S.-J.; Chou, Y.-C.; Yen, H.-Y.; Chao, Y.-L. Investigating and structural modeling energy literacy of high school students in Taiwan. Energy Effic. 2015, 8, 791–808. [Google Scholar] [CrossRef]
- Lee, L.-S.; Lee, Y.-F.; Altschuld, J.W.; Pan, Y.-J. Energy literacy: Evaluating knowledge, affect, and behavior of students in Taiwan. Energy Policy 2015, 76, 98–106. [Google Scholar] [CrossRef]
- Aguirre-Bielschowsky, I.; Lawson, R.; Stephenson, J.; Todd, S. Energy literacy and agency of New Zealand children. Environ. Educ. Res. 2015, 23, 832–854. [Google Scholar] [CrossRef]
- Cotton, D.; Shiel, C.; Paço, A. Energy saving on campus: A comparison of students’ attitudes and reported behaviours in the UK and Portugal. J. Clean. Prod. 2016, 129, 586–595. [Google Scholar] [CrossRef] [Green Version]
- Paço, A.; Alves, H.; Shiel, C.; Filho, W.L. Conserving Behaviour: A Replication of the ENVIROCON Scale in Four Countries. APCBEE Procedia 2013, 5, 44–49. [Google Scholar] [CrossRef] [Green Version]
- Blasch, J.; Boogen, N.; Daminato, C.; Filippini, M. Empower the Consumer! Energy-Related Financial Literacy and its Socioeconomic Determinants. SSRN Electron. J. 2018. [Google Scholar] [CrossRef] [Green Version]
- Kalmi, P.; Trotta, G.; Kazukauskas, A. The Role of Energy Literacy as a Component of Financial Literacy: Survey-Based Evidence from Finland. In Proceedings of the 15th IAEE European Conference, Vienna, Austria, 3–6 September 2017. [Google Scholar]
- Danner, U.N.; Aarts, H.; Vries, N.K. Habit vs. intention in the prediction of future behaviour: The role of frequency, context stability and mental accessibility of past behaviour. Br. J. Soc. Psychol. 2008, 47, 245–265. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Maréchal, K. Not irrational but habitual: The importance of “behavioural lock-in” in energy consumption. Ecol. Econ. 2010, 69, 1104–1114. [Google Scholar] [CrossRef]
- Kumar, N. A Descriptive Overview of Literacy, Attitudes and Behaviours towards Energy Consumption in Nepal; Centre for Energy Policy and Economics (CEPE), ETH Zürich: Zurich, Switzerland, 2018. [Google Scholar]
- Filippini, M.; Kumar, N.; Srinivasan, S. Energy-Related Financial Literacy and Bounded Rationality in Appliance Replacement Attitudes: Evidence from Nepal; Economics Working Paper Series 19/315; CER-ETH—Center of Economic Research: Zurich, Switzerland, 2019. [Google Scholar]
- Filippini, M.; Blasch, J.; Boogen, N.; Kumar, N. Energy efficiency, Bounded Rationality and Energy-Related Financial Literacy in the Swiss Household Sector; ETH Zurich: Zurich, Switzerland, 2018. [Google Scholar]
- Cotton, D.; Winter, J.; Miller, W.; Valle, L.D. Is students’ energy literacy related to their university’s position in a sustainability ranking? Environ. Educ. Res. 2017, 24, 1611–1626. [Google Scholar] [CrossRef]
- Räty, R.; Carlsson-Kanyama, A. Energy consumption by gender in some European countries. Energy Policy 2010, 38, 646–649. [Google Scholar] [CrossRef]
- Ballantyne, R.; Connell, S.; Fien, J. Students as catalysts of environmental change: A framework for researching intergenerational influence through environmental education. Environ. Educ. Res. 2006, 12, 413–427. [Google Scholar] [CrossRef]
- Toth, N.; Little, L.; Read, J.; Fitton, D.; Horton, M. Understanding teen attitudes towards energy consumption. J. Environ. Psychol. 2013, 34, 36–44. [Google Scholar] [CrossRef]
- Broek, K.L.V.D.; Walker, I. Exploring the perceptions of drivers of energy behaviour. Energy Policy 2019, 129, 1297–1305. [Google Scholar] [CrossRef]
- Lee, L.-S.; Chang, L.-T.; Lai, C.-C.; Guu, Y.-H.; Lin, K.-Y. Energy literacy of vocational students in Taiwan. Environ. Educ. Res. 2015, 23, 1–19. [Google Scholar] [CrossRef]
- Boogen, N. Empirical Estimation of the Level of Energy Efficiency in the European Household Sector: Evidence from Italy, the Netherlands and Switzerland. In Proceedings of the 41st IAEE International Conference—"Transforming Energy Markets", Groningen, Netherlands, 10–13 June 2018. [Google Scholar]
- Kumar, N. A Model-based Clustering Approach for Analyzing Energy-related Financial Literacy and Its Determinants. SSRN Electron. J. 2019. [Google Scholar] [CrossRef] [Green Version]
- Brutscher, P. Payment Matters?—An Exploratory Study into the Pre-Payment Electricity Metering; Cambridge Working Paper in Economics, 1108; University of Cambridge: Cambridge, UK, 2011. [Google Scholar]
- Dianshu, F.; Sovacool, B.K.; Vu, K. The barriers to energy efficiency in China: Assessing household electricity savings and consumer behavior in Liaoning Province. Energy Policy 2010, 38, 1202–1209. [Google Scholar] [CrossRef]
- Heutel, G. Prospect theory and energy efficiency. J. Environ. Econ. Manag. 2019, 96, 236–254. [Google Scholar] [CrossRef] [Green Version]
- Blasch, J.; Kumar, N.; Filippini, M. Boundedly rational consumers, energy and investment literacy, and the display of information on household appliances. Resour. Energy Econ 2016, 56, 39–58. [Google Scholar] [CrossRef]
- Gaies, B.; Kaabia, O.; Ayadi, R.; Guesmi, K.; Abid, I. Financial development and energy consumption: Is the MENA region different? Energy Policy 2019, 135, 111000. [Google Scholar] [CrossRef]
- DeWaters, J.E.; Powers, S.E.; Graham, M. Developing an energy literacy scale. In Proceedings of the 114th Annu. ASEE Conf. Expo., Honolulu, HI, USA, 23–28 June 2007. [Google Scholar]
- Brounen, D.; Kok, N.; Quigley, J.M. Energy literacy, awareness, and conservation behavior of residential households. Energy Econ. 2013, 38, 42–50. [Google Scholar] [CrossRef]
- Na Kang, N.; Cho, S.H.; Han, H. The energy-saving effects of apartment residents’ awareness and behavior. Energy Build. 2012, 46, 112–122. [Google Scholar] [CrossRef]
- Zografakis, N.; Menegaki, A.; Tsagarakis, K.P. Effective education for energy efficiency. Energy Policy 2008, 36, 3226–3232. [Google Scholar] [CrossRef]
- Blasch, J.; Boogen, N.; Filippini, M.; Kumar, N. The Role of Energy and Investment Literacy for Residential Electricity Demand and End-use Efficiency. SSRN Electron. J. 2017. [Google Scholar] [CrossRef] [Green Version]
- Lusardi, A.; Mitchell, O.S. The Economic Importance of Financial Literacy: Theory and Evidence. J. Econ. Lit. 2014, 52, 5–44. [Google Scholar] [CrossRef] [Green Version]
- Energia, S. Quiz Energia. 2019. Available online: http://www.senergia.pt/quizzes/quiz-energia/ (accessed on 29 June 2019).
- Barrow, L.H.; Morrisey, J.T. Ninth-Grade Students’ Attitudes toward Energy: A Comparison between Maine and New Brunswick. J. Environ. Educ. 1987, 18, 15–21. [Google Scholar] [CrossRef]
- Armstrong, J.B.; Impara, J.C. The Impact of an Environmental Education Program on Knowledge and Attitude. J. Environ. Educ. 1991, 22, 36–40. [Google Scholar] [CrossRef]
- Cotton, D.; Miller, W.; Winter, J.; Bailey, I.; Sterling, S. Developing students’ energy literacy in higher education. Int. J. Sustain. High. Educ. 2015, 16, 456–473. [Google Scholar] [CrossRef]
Gender | Age | Ln(Age) | Education Level | Home | Responsibility | Energy Knowledge | Energy Price Awareness | Financial Knowledge | Attitude | Behavior | |
---|---|---|---|---|---|---|---|---|---|---|---|
Gender | 1.000 | ||||||||||
Age | −0.215 *** (0.000) | 1.000 | |||||||||
Ln (Age) | −0.201 *** (0.000) | 0.986 *** (0.000) | 1.000 | ||||||||
Education level | −0.095 * (0.055) | 0.549 *** (0.000) | 0.610 *** (0.000) | 1.000 | |||||||
Home | −0.026 (0.607) | 0.228 *** (0.000) | 0.207 *** (0.000) | 0.005 (0.926) | 1.000 | ||||||
Responsibility | −0.117 ** (0.018) | 0.488 *** (0.000) | 0.513 *** (0.000) | 0.341 *** (0.000) | −0.193 *** (0.000) | 1.000 | |||||
Energy knowledge | −0.211 *** (0.000) | 0.191 *** (0.000) | 0.178 *** (0.000) | 0.189 *** (0.000) | 0.075 (0.131) | 0.033 (0.511) | 1.000 | ||||
Energy price awareness | −0.174 *** (0.000) | 0.235 *** (0.000) | 0.252 *** (0.000) | 0.155 *** (0.002) | 0.113 ** (0.022) | 0.154 *** (0.002) | 0.252 *** (0.000) | 1.000 | |||
Financial knowledge | −0.253 *** (0.000) | 0.272 *** (0.000) | 0.287 *** (0.000) | 0.225 *** (0.000) | 0.050 (0.310) | 0.170 *** (0.000) | 0.399 *** (0.000) | 0.253 *** (0.000) | 1.000 | ||
Attitude | 0.123 ** (0.013) | 0.020 (0.689) | 0.023 (0.647) | 0.072 (0.144) | 0.026 (0.604) | 0.024 (0.626) | 0.179 *** (0.000) | 0.096 * (0.052) | 0.098 ** (0.047) | 1.000 | |
Behavior | 0.111 * (0.025) | −0.019 (0.699) | −0.011 (0.821) | −0.031 (0.537) | 0.043 (0.386) | −0.029 (0.556) | 0.190 *** (0.000) | 0.117 ** (0.018) | 0.103 ** (0.037) | 0.447 *** (0.000) | 1.000 |
Knowledge | Attitude | Behavior | ||||
---|---|---|---|---|---|---|
Constant | 0.5322 *** (0.000) | 0.5342 *** (0.000) | 0.7133 *** (0.000) | 0.7466 *** (0.000) | 0.7048 *** (0.000) | 0.7097 *** (0.000) |
Gender | −0.0295 ** (0.037) | −0.0309 ** (0.029) | 0.0288 *** (0.000) | 0.0288 *** (0.000) | 0.0318 *** (0.001) | 0.0322 *** (0.001) |
Age | 0.0005 (0.461) | −0.0003 (0.408) | −0.0002 (0.661) | |||
Ln (Age) | 0.0003 (0.991) | −0.0139 (0.353) | −0.0023 (0.895) | |||
Education level | 0.0070 * (0.073) | 0.0082 ** (0.045) | 0.0020 (0.369) | 0.0023 (0.321) | −0.0028 (0.276) | −0.0031 (0.250) |
Home | 0.0021 (0.880) | 0.0059 (0.673) | 0.0039 (0.620) | 0.0042 (0.597) | 0.0045 (0.627) | 0.0034 (0.709) |
Responsibility | −0.0307 ** (0.044) | −0.0258 * (0.096) | 0.0052 (0.551) | 0.0058 (0.510) | −0.0001 (0.995) | −0.0013 (0.900) |
Energy price awareness | 0.0431 *** (0.002) | 0.0438 *** (0.002) | 0.0104 (0.200) | 0.0107 (0.190) | 0.0173 * (0.065) | 0.0172 * (0.068) |
Financial knowledge | 0.1434 *** (0.000) | 0.1449 *** (0.000) | 0.0124 (0.335) | 0.0128 (0.322) | 0.0184 (0.217)) | 0.0181 (0.226) |
Energy knowledge | 0.0928 *** (0.001) | 0.0919 *** (0.001) | 0.1166 *** (0.000) | 0.1161 *** (0.000) | ||
R-squared | 0.2095 | 0.2084 | 0.0701 | 0.0705 | 0.0776 | 0.0772 |
F | 15.18 | 15.08 | 3.77 | 3.79 | 4.20 | 4.18 |
Prob > F | 0.0000 | 0.0000 | 0.0003 | 0.0003 | 0.0001 | 0.0001 |
Energy Knowledge | Energy Knowledge | Attitude | Behavior | ||
---|---|---|---|---|---|
Constant | 0.535 *** (0.000) | 0.602 *** (0.000) | 0.712 *** (0.000) | 0.704 *** (0.000) | 0.365 *** (0.000) |
Gender | −0.0309 ** (0.027) | −0.059 *** (0.000) | 0.030 *** (0.000) | 0.032 *** (0.001) | 0.018 ** (0.034) |
Education level | 0.008 ** (0.017) | 0.013 *** (0.000) | 0.001 (0.554) | −0.003 (0.150) | −0.004 * (0.066) |
Home | 0.006 (0.647) | 0.017 (0.212) | 0.001 (0.839) | 0.003 (0.727) | 0.002 (0.771) |
Responsibility | −0.026 * (0.060) | −0.012 (0.426) | 0.002 (0.799) | −0.002 (0.833) | −0.003 (0.729) |
Energy knowledge | 0.092 *** (0.001) | 0.116 *** (0.000) | 0.072 ** (0.017) | ||
Financial knowledge | 0.145 *** (0.000) | 0.012 (0.366) | 0.018 (0.228) | 0.012 (0.361) | |
Energy price awareness | 0.044 *** (0.002) | 0.010 (0.217) | 0.017 * (0.068) | 0.012 (0.149) | |
Attitude | 0.476 *** (0.000) | ||||
R-squared | 0.208 | 0.080 | 0.069 | 0.077 | 0.233 |
F | 17.64 | 8.73 | 4.21 | 4.79 | 15.19 |
Prob > F | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
Energy Knowledge | Attitude | Behavior | |
---|---|---|---|
Constant | 0.551 *** (0.000) | 0.721 *** (0.000) | 0.347 *** (0.000) |
Gender | 0.026 *** (0.001) | ||
Energy knowledge | 0.112 *** (0.000) | 0.069 ** (0.011) | |
Financial knowledge | 0.160 *** (0.000) | ||
Energy price awareness | 0.048 *** (0.001) | ||
Attitude | 0.496 *** (0.000) | ||
R-squared | 0.1836 | 0.0591 | 0.2125 |
F | 45.65 | 12.75 | 54.78 |
Prob > F | 0.0000 | 0.0000 | 0.000 |
© 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
Share and Cite
Martins, A.; Madaleno, M.; Ferreira Dias, M. Financial Knowledge’s Role in Portuguese Energy Literacy. Energies 2020, 13, 3412. https://doi.org/10.3390/en13133412
Martins A, Madaleno M, Ferreira Dias M. Financial Knowledge’s Role in Portuguese Energy Literacy. Energies. 2020; 13(13):3412. https://doi.org/10.3390/en13133412
Chicago/Turabian StyleMartins, Ana, Mara Madaleno, and Marta Ferreira Dias. 2020. "Financial Knowledge’s Role in Portuguese Energy Literacy" Energies 13, no. 13: 3412. https://doi.org/10.3390/en13133412
APA StyleMartins, A., Madaleno, M., & Ferreira Dias, M. (2020). Financial Knowledge’s Role in Portuguese Energy Literacy. Energies, 13(13), 3412. https://doi.org/10.3390/en13133412