Stakeholder Perceptions on Sustainability Challenges and Innovations in General Aviation
Abstract
:1. Introduction
- (1)
- How do the views of GA stakeholder groups differ regarding key issues, challenges, opportunities, and sustainability innovations concerning the sustainability transition in GA?
- (2)
- What sociodemographic and socioeconomic factors impact GA stakeholders’ views on key issues and challenges concerning the sustainability transition in GA?
- (3)
- How are the non-aviation-related sustainability consciousness and the aviation-related sustainability consciousness of GA stakeholders related?
- (4)
- How does the previous experience of pilots with electric airplanes impact their views on the electric aircraft technology compared to those pilots without experience with electric aircraft?
2. Materials and Methods
- Sociodemographic and Socioeconomic Aspects (Items 1–8; 18–23)
- Aviation-Related Environmental Consciousness (Items 9–10; 15)
- Non-Aviation-Related Environmental Consciousness (Item 17)
- Perceptions and Acceptance of Sustainable GA Innovations (Items 11–14)
- Obstacles to SD and Sustainable Innovation in GA (Item 16)
Limitations
3. Results
3.1. Stakeholder Groups’ Perceptions on Sustainability Issues in GA
3.1.1. Perceptions of Key Sustainability Issues and Challenges
3.1.2. Perceptions of Sustainability Opportunities and Sustainability Innovations
- Electric Airplanes (M: 2.5, SD: 0.7): Participants across all groups demonstrated moderate support for electric airplanes. No significant differences were observed between the groups (F = 1.980, p = 0.139), indicating a general consensus on this topic.
- Biofuels (M: 2.3, SD: 0.9): The perception of biofuels had relatively low mean ratings (around 2.3) across all groups. There were no significant differences between the groups (F = 0.387, p = 0.679), suggesting a consistent viewpoint on the subject.
- Synfuels (M: 2.1, SD: 1.2): Participants showed mixed opinions on synfuels, with a mean rating of 2.1. Notably, there was a significant difference between the groups (F = 3.014, p = 0.050), suggesting a divergence of views regarding the use of synfuels.
- Fuel Cell Technologies (e.g., H2) (M: 1.8, SD: 1.1): Responses for fuel cell technologies indicated relatively low support across all groups. No significant differences were observed between the groups (F = 0.323, p = 0.724).
- Increased Use of Computer Simulations (VR/AR) (M: 2.1, SD: 0.9): Participants expressed moderate support for the increased use of computer simulations, with a mean rating of 2.1. No significant differences were observed between the groups (F = 1.624, p = 0.198).
- Amendments to the Practical Training Syllabus (M: 1.9, SD: 1.0): Opinions on amendments to the practical training syllabus varied, with a mean rating of 1.9. The differences between groups were not statistically significant (F = 0.708, p = 0.493).
- Deeper Integration of Environmental and Sustainability Topics in Theoretical Lessons (M: 2.2, SD: 0.8): Participants generally favored the deeper integration of environmental and sustainability topics in theoretical lessons, as indicated by a mean rating of 2.2. While there was no significant difference between the groups (F = 2.087, p = 0.125), the overall support remained consistent.
- Automatic CO2 Calculator and Compensation Offers in the Digital Flight Logbook (capzlog) (M: 1.6, SD: 0.8): Responses for this topic revealed moderate support, with a mean rating of 1.6. No significant differences were observed (F = 2.192, p = 0.113).
3.2. Sociodemographic and Socioeconomic Factors’ Impact on Stakeholder Perceptions
3.2.1. Age
- “Sustainability and the environment are important topics in general aviation”:
- 2.
- “Environment and sustainability are sufficiently addressed as topics in theoretical flight training”:
- 3.
- “Environment and sustainability are sufficiently addressed as topics in practical flight training”:
- 4.
- “The continued use of leaded AVGAS is problematic”:
- 5.
- “General aviation has a negative environmental image”:
- 6.
- “People are overly sensitive to noise emissions”:
- 7.
- “Noise emissions are a major problem in general aviation”:
- 8.
- “Greenhouse gas emissions are a major problem in general aviation”:
3.2.2. Gender
- “Sustainability and the environment are important topics in general aviation”:
- 2.
- “Environment and sustainability are sufficiently addressed as topics in theoretical flight training”:
- 3.
- “Environment and sustainability are sufficiently addressed as topics in practical flight training”:
- 4.
- “The continued use of leaded AVGAS is problematic”:
- 5.
- “General aviation has a negative environmental image”:
- 6.
- “People are overly sensitive to noise emissions”:
- 7.
- “Noise emissions are a major problem in general aviation”:
- 8.
- “Greenhouse gas emissions are a major problem in general aviation”:
3.2.3. Income
- “Sustainability and the environment are important topics in general aviation”: The analysis revealed a statistically significant negative relationship (Beta = −0.148, p = 0.007) between gross annual income and the perception that sustainability and the environment are important topics in GA. As income increases, there is a tendency for pilots to view environment and sustainability as less important in GA.
- “Environment and sustainability are sufficiently addressed as topics in theoretical flight training”: No significant relationship was found (Beta = −0.051, p = 0.357) between income and the perception that sustainability is adequately addressed in theoretical flight training.
- “Environment and sustainability are sufficiently addressed as topics in practical flight training”: Similarly, no significant relationship (Beta = −0.081, p = 0.147) was observed between income and the perception that sustainability is sufficiently addressed in practical flight training.
- “The continued use of leaded AVGAS is problematic”: The analysis did not reveal a significant relationship (Beta = 0.101, p = 0.070) between income and the perception of the problematic nature of continued leaded AVGAS use in GA.
- “General aviation has a negative environmental image”: Income did not significantly influence the perception of the environmental image of GA (Beta = 0.022, p = 0.698).
- “People are overly sensitive to noise emissions”: There was no significant relationship between income and the perception that people are overly sensitive to noise emissions in GA (Beta = 0.001, p = 0.983).
- “Noise emissions are a major problem in general aviation”: A significant positive relationship was observed (Beta = 0.109, p = 0.049) between income and the perception that noise emissions are a major problem in GA. As income increases, the perception of noise emissions as a problem becomes stronger.
- “Greenhouse gas emissions are a major problem in general aviation”: Income did not significantly affect the perception of GHG emissions as a major problem in GA (Beta = 0.021, p = 0.700).
3.2.4. Education
3.3. Impact of Non-Aviation-Related Sustainability Consciousness on Aviation-Related Sustainability Consciousness
3.4. Impact of Electric Airplane Experience
- (1)
- Pilots with flight experience with electric airplanes judge the technology and potential disadvantages to be less problematic than those pilots without prior flight experience with electric planes.
- (2)
- Pilots with prior flight experience with electric planes assign higher sustainability potential to the electric airplane technology.
- “High costs”: Participants who had not flown in electric aircraft (“non-fliers”) expressed significantly higher cost concerns (M = 2.89) compared to those with experience (M = 2.31) (p < 0.001), highlighting the significant impact of cost on perceptions.
- “Fire risk of the battery”: Non-fliers exhibited greater concerns about battery fire risk (M = 3.17) compared to those with experience (M = 2.63) (p = 0.005), indicating its notable influence on perceptions.
- “Too little range/endurance”: Perceptions of range/endurance did not significantly vary based on flight experience with electric airplanes (p = 0.331). Both groups strongly agree that this aspect is a big problem (no experience: M = 4.7, experienced: M = 4.75).
- “Too little space”: Concerns about space limitations showed no significant (p = 0.483) differences between the two groups, with similar means (no experience: M = 3.32, experienced: M = 3.33).
- “Too little permitted weight”: Non-fliers expressed more weight concerns (M = 3.86) compared to those with experience (M = 3.53) (p = 0.081). The group differences are not statistically significant.
- “Insufficient charging infrastructure at airports/airfields”: Participants without experience had more concerns about insufficient charging infrastructure at airfields (M = 4.23) compared to those with experience (M = 3.96). The differences are not significant (p = 0.139).
- “Long battery charging times”: Non-fliers reported longer charging times as a larger concern (M = 4.11) compared to those with experience (M = 3.78). However, the differences are not significant (p = 0.052).
- “High battery wear”: Pilots with flight experience consider battery wear to be less problematic (M = 3.39) compared to those without experience (M = 3.58). However, the differences are statistically insignificant (p = 0.272).
- “Environmental or ethical problems caused by battery production”: Non-fliers showed slightly more concerns about ethical issues (M = 3.61) related to battery production compared to those with experience (M = 3.18) (p = 0.061), indicating a modest influence on perceptions. The differences are, however, not statistically significant.
4. Discussion
5. Conclusions
Funding
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
Item No. | Item Type 1 | Scale Options | Item Text | Answer Options | Variable/Measured Aspect |
1 | MC (MS) | I am: | Student Pilot (PPL(A)/LAPL(A)) | Pilot Type | |
Flight Instructor (PPL(A)/LAPL(A)) | |||||
Private Pilot | |||||
Commercial Pilot | |||||
Military Pilot | |||||
Test Pilot | |||||
Working in the administration or operation of an airport/airfield | |||||
Working in the administration or operation of a flight school | |||||
Working in aircraft manufacturing/aircraft equipment production | |||||
2 | MC (SS) | In which year do you plan to complete your private pilot training (or Single Engine Piston Rating)? | Already completed | PPL Completion Status/Planned Completion Year | |
2022 | |||||
2023 | |||||
2024 | |||||
2025 | |||||
2026 | |||||
2027 | |||||
Other: | |||||
3 | OE (Numbers Only) | In what year did you complete your private pilot training (or Single Engine Piston Rating)? | Open-Ended/Text Box | Year of PPL Completion Year | |
4 | OE | In which country/countries do you or did you do your private pilot training (or Single Engine Piston Rating)? | Open-Ended/Text Box | Countries PPL Training | |
5 | OE | Which airfield/airport is your ‘home base’? | Open-Ended/Text Box | Home Base | |
6 | Multiple Choice (SS) | Do you own an airplane? | Yes | Airplane Ownership | |
No | |||||
7 | OE | What airplane do you own? | Open-Ended/Text Box | Type of Owned Airplane | |
8 | OE | What kind of aircraft or aircraft (category: GA) do you usually fly with? | Open-Ended/Text Box | Most Used GA Airplane | |
9 | CE (5-point Likert scale) | Strongly disagree, Do not agree, Neither agree nor disagree, Agree, Strongly agree | Please rate the following statements: | Sustainability and the environment are important topics in general aviation | Level of Environmental/Sustainability Concern in GA |
Environment and sustainability are sufficiently addressed as topics in theoretical flight training | |||||
Environment and sustainability are sufficiently addressed as topics in practical flight training | |||||
The continued use of leaded AVGAS is problematic | |||||
General aviation has a negative environmental image | |||||
People are overly sensitive to noise emissions | |||||
Noise emissions are a major problem in general aviation | |||||
Greenhouse gas emissions are a major problem in general aviation | |||||
10 | CE (4-point Likert scale) | Never, Seldom, Often, Always | Please rate the following statements: I have a bad environmental conscience in my flying activities with regard to… | Greenhouse gas emissions (e.g., CO2) | Aviation-Related Environmental Consciousness |
Pollutant emissions (e.g., lead compounds, bromides, etc.) | |||||
Noise emissions | |||||
11 | CE (3-point Likert scale) | No Potential, Low Potential, High Potential, Do not know | How do you rate the following technologies and measures in terms of their potential for more sustainable general aviation and PPL(A)/LAPL(A) pilot training? | Electric airplanes | Perception and Acceptance of Sustainable GA Innovations |
Biofuels | |||||
Synfuels | |||||
Fuel cell technologies (e.g., H2) | |||||
Increased use of computer simulations (VR/AR) | |||||
Amendments to the practical training syllabus | |||||
Addressing environemtal and sustainability topics more in-depth in theoretical lessons | |||||
Automatic CO2 calculator and compensation offers in the digital flight logbook (capzlog.aero) | |||||
12 | MC (SS) | Have you ever flown an electric aircraft (e.g., Pipistrel Velis Electro)? | Yes | Previous Experience on Electric Airplane | |
No | |||||
13 | MC (MS) | I have flown on an electric aircraft… | … to learn flying | Purpose Electric Airplane Use | |
… to teach flying | |||||
Other: | |||||
14 | CE (5-point Likert scale) | No problem, Rather no problem, Rather a problem, Big problem, Do not know | Which of the aspects below do you think are problematic in the use of electric aircraft? | High costs | Perception and Acceptance of Electric Airplane |
Fire risk of the battery | |||||
Too little range/endurance | |||||
Too little space | |||||
Too little permitted weight | |||||
Insufficient charging infrastructure at airports/airfields | |||||
Long battery charging times | |||||
High battery wear | |||||
Environmental or ethical problems caused by battery production (e.g., child labor in cobalt mining) | |||||
15 | MC (MS) | What measures are you personally taking with regard to sustainability in general aviation? | None | Personal SD Measureas in GA | |
CO2 compensation (e.g., via myclimate) | |||||
Noise-reducing flight techniques/tactics | |||||
Flying with unleaded fuels | |||||
Use of electric aircraft | |||||
Other: | |||||
16 | OE | In your opinion, what are the biggest hurdles in sustainable development in general aviation or private pilot training? (e.g., bureaucracy, costs, attitudes, etc.) | Open-Ended/Text Box | Perception of Obstacles to SD in GA | |
17 | CE (5-point Likert scale) | Strongly disagree, Do not agree, Neither agree nor disagree, Agree, Strongly agree | Please rate the following statements: Apart from my aviation activities, sustainability plays a role in my life in… | my mobility | Non-Aviation-Related Environmental Consciousness |
my energy consumption (electricity, heating, etc.) | |||||
my nutrition | |||||
my clothing | |||||
my leisure/holiday travel behavior | |||||
18 | MC (SS) | What is your sex? | Man | Sex | |
Woman | |||||
19 | OE (Numbers Only) | What is your age? | Open-Ended/Text Box | Age | |
20 | OE (Text Only) | In which canton do you live? | Open-Ended/Text Box | Residential Canton | |
21 | MC (SS) | What is your highest education? | None | Education Level | |
Obligatory school | |||||
Apprenticeship | |||||
Matura/Abitur/A-Levels | |||||
Higher education (college, university, technical university ETH, etc.) | |||||
22 | OE (Text Only) | What is your main profession? | Open-Ended/Text Box | Profession | |
23 | MC (SS) | What is your (approximate) gross annual income? | <30,000 CHF | Gross Annual Income | |
30,000–59,000 CHF | |||||
60,000–89,000 CHF | |||||
90,000–109,000 CHF | |||||
110,000–149,000 CHF | |||||
150,000–199,000 CHF | |||||
200,000–249,000 CHF | |||||
>250,000 CHF | |||||
24 | OE | Do you have any remarks or comments? | Open-Ended/Text Box | Remarks/Comments | |
1 MC = multiple choice, MS = multiple selection, SS = single selection, OE = open-ended, CE = close-ended. |
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Aspect | Category | Value |
---|---|---|
Respondent Type (N = 427) | Private Pilot | 337 |
Commercial Pilot (Active + Retired) | 82 | |
Flight Instructor (PPL(A)/LAPL(A)) | 48 | |
Other Functions | 29 | |
Student Pilot (PPL(A)/LAPL(A)) | 28 | |
Flight School Operation/Administration | 27 | |
Aerodrome or Airport Operation/Administration | 12 | |
Aircraft Manufacturing/Maintenance | 8 | |
Supervision/Regulation/Government | 3 | |
Student Pilot (Other) | 1 | |
Military Pilot | 1 | |
Test Pilot | 1 | |
Sex (N = 427) | Female | 25 |
Male | 402 | |
Age (N = 421, 6 missing) | Average | 50 |
Median | 51 | |
Standard Deviation | 14.6 | |
Min | 18 | |
Max | 81 | |
Number of Years since Attainment of PPL (N = 386) | Average | 21.3 |
Median | 19 | |
Standard Deviation | 15.5 | |
Min | 1 | |
Max | 60 | |
Income (N = 325, 122 missing) | <30,000 CHF | 9 |
30,000–59,000 CHF | 12 | |
60,000–89,000 CHF | 47 | |
90,000–109,000 CHF | 55 | |
110,000–149,000 CHF | 96 | |
150,000–199,000 CHF | 46 | |
200,000–249,000 CHF | 23 | |
>250,000 CHF | 37 | |
Highest Educational Background (N = 421, 6 missing) | Tertiary Education (College, University, University of Applied Sciences, etc.) | 296 |
Commercial/Military Pilot Training | 5 | |
Apprenticeship/Vocational Training | 89 | |
Secondary Education (A-Levels/Matura) | 29 | |
Secondary Education (Obligatory Level) | 2 | |
Aircraft Ownership (N = 427) | Yes | 96 |
Previous Experience with Electric Aircraft (N = 427) | Yes | 51 |
All Pilots | Student Pilots | Flight Instructors | Flight School Admin/ Operations | Airfield Admin/ Operations | ||||||
---|---|---|---|---|---|---|---|---|---|---|
N | 427 | 29 | 50 | 27 | 12 | |||||
Statement | M | SD | M | SD | M | SD | M | SD | M | SD |
Sustainability and the environment are important topics in general aviation | 3.9 | 0.9 | 3.7 | 1.1 | 3.9 | 0.8 | 3.9 | 0.8 | 3.8 | 0.8 |
Environment and sustainability are sufficiently addressed as topics in theoretical flight training | 2.7 | 1.0 | 2.6 | 1.1 | 2.8 | 1.0 | 2.8 | 0.9 | 2.8 | 0.9 |
Environment and sustainability are sufficiently addressed as topics in practical flight training | 3.0 | 1.0 | 3.0 | 1.2 | 3.2 | 1.0 | 3.1 | 1.0 | 2.8 | 0.9 |
The continued use of leaded AVGAS is problematic | 3.7 | 1.2 | 3.4 | 1.2 | 3.6 | 1.1 | 3.6 | 1.2 | 3.9 | 1.1 |
General aviation has a negative environmental image | 3.7 | 1.0 | 3.8 | 1.1 | 3.6 | 1.0 | 3.7 | 1.0 | 3.6 | 1.1 |
People are overly sensitive to noise emissions | 4.0 | 0.9 | 4.2 | 0.9 | 4.1 | 0.8 | 4.0 | 0.9 | 4.3 | 0.5 |
Noise emissions are a major problem in general aviation | 3.5 | 1.1 | 3.4 | 1.1 | 3.8 | 1.0 | 3.5 | 1.2 | 3.5 | 1.2 |
Greenhouse gas emissions are a major problem in general aviation | 3.0 | 1.2 | 3.1 | 1.1 | 3.0 | 1.1 | 3.0 | 1.0 | 2.8 | 1.1 |
Statement | Between Groups 1 | df | Mean Square | F-Value | p-Value |
---|---|---|---|---|---|
Sustainability and the environment are important topics in general aviation | 1.312 | 2 | 0.656 | 0.797 | 0.451 |
Environment and sustainability are sufficiently addressed as topics in theoretical flight training | 0.904 | 2 | 0.452 | 0.463 | 0.630 |
Environment and sustainability are sufficiently addressed as topics in practical flight training | 2.007 | 2 | 1.003 | 1.005 | 0.367 |
The continued use of leaded AVGAS is problematic | 1.984 | 2 | 0.992 | 0.732 | 0.481 |
General aviation has a negative environmental image | 0.784 | 2 | 0.392 | 0.360 | 0.698 |
People are overly sensitive to noise emissions | 1.798 | 2 | 0.899 | 1.050 | 0.351 |
Noise emissions are a major problem in general aviation | 4.017 | 2 | 2.009 | 1.704 | 0.183 |
Greenhouse gas emissions are a major problem in general aviation | 0.282 | 2 | 0.141 | 0.103 | 0.902 |
All Pilots | Student Pilots | Flight Instructors | Flight School Admin/Operations | Airfield Admin/Operations | ||||||
---|---|---|---|---|---|---|---|---|---|---|
N | 427 | 29 | 50 | 27 | 12 | |||||
Innovation | M | SD | M | SD | M | SD | M | SD | M | SD |
Electric airplanes | 2.5 | 0.7 | 2.5 | 0.7 | 2.3 | 0.8 | 2.7 | 0.6 | 2.3 | 0.8 |
Biofuels | 2.3 | 0.9 | 2.1 | 1.1 | 2.3 | 0.9 | 2.4 | 0.6 | 2.3 | 0.5 |
Synfuels | 2.1 | 1.2 | 1.7 | 1.4 | 2.4 | 1.0 | 2.6 | 0.9 | 2.4 | 0.9 |
Fuel cell technologies (e.g., H2) | 1.8 | 1.1 | 1.9 | 1.1 | 1.9 | 1.1 | 2.3 | 0.8 | 2.3 | 1.1 |
Increased use of computer simulations (VR/AR) | 2.1 | 0.9 | 1.9 | 1.0 | 2.2 | 0.8 | 2.2 | 0.6 | 2.3 | 0.6 |
Amendments to the practical training syllabus | 1.9 | 1.0 | 2.1 | 0.8 | 2.0 | 1.0 | 2.1 | 0.7 | 1.8 | 1.0 |
Addressing environmental and sustainability topics more in-depth in theoretical lessons | 2.2 | 0.8 | 2.4 | 0.7 | 2.1 | 0.9 | 2.1 | 0.8 | 2.2 | 0.8 |
Automatic CO2 calculator and compensation offers in the digital flight logbook (capzlog) | 1.6 | 0.8 | 1.8 | 0.9 | 1.4 | 0.9 | 1.4 | 0.7 | 1.4 | 0.7 |
Innovation | Between Groups 1 | df | Sum of Squares | Mean Square | F-Statistic | p-Value (Sig.) |
---|---|---|---|---|---|---|
Electric airplanes | 1.800 | 2 | 192.739 | 0.455 | 1.980 | 0.139 |
Biofuels | 0.651 | 2 | 356.291 | 0.840 | 0.387 | 0.679 |
Synfuels | 8.269 | 2 | 581.646 | 1.372 | 3.014 | 0.050 |
Fuel cell technologies (e.g., H2) | 0.826 | 2 | 542.289 | 1.279 | 0.323 | 0.724 |
Increased use of computer simulations (VR/AR) | 2.403 | 2 | 313.761 | 0.740 | 1.624 | 0.198 |
Amendments to the practical training syllabus | 1.332 | 2 | 398.560 | 0.940 | 0.708 | 0.493 |
Deeper integration of environmental and sustainability topics in theoretical lessons | 2.495 | 2 | 253.370 | 0.598 | 2.087 | 0.125 |
Automatic CO2 calculator and compensation offers in the digital flight logbook (capzlog) | 2.817 | 2 | 272.527 | 0.643 | 2.192 | 0.113 |
Statement | B | Std. Error | Beta | t | Sig. | R-Squared |
---|---|---|---|---|---|---|
Sustainability and the environment are important topics in general aviation | 0.002 | 0.003 | 0.027 | 0.563 | 0.574 | 0.01 |
Environment and sustainability are sufficiently addressed as topics in theoretical flight training | 0.020 | 0.003 | 0.289 | 6.188 | <0.001 | 0.084 |
Environment and sustainability are sufficiently Addressed as topics in practical flight training | 0.008 | 0.003 | 0.123 | 2.536 | 0.012 | 0.015 |
The continued use of leaded AVGAS is problematic | 0.001 | 0.004 | 0.018 | 0.365 | 0.715 | 0.000 |
General aviation has a negative environmental image | −0.003 | 0.004 | −0.035 | −0.722 | 0.471 | 0.001 |
People are overly sensitive to noise emissions | 0.003 | 0.003 | 0.054 | 1.115 | 0.266 | 0.003 |
Noise emissions are a major problem in general aviation | 0.012 | 0.004 | 0.162 | 3.360 | 0.001 | 0.026 |
Greenhouse gas emissions are a major problem in general aviation | −0.004 | 0.004 | −0.053 | −1.080 | 0.281 | 0.003 |
Statement | Sex | N | M | SD | SEM |
---|---|---|---|---|---|
Sustainability and the environment are important topics in general aviation | F | 25 | 4.04 | 0.978 | 0.196 |
M | 402 | 3.89 | 0.903 | 0.045 | |
Environment and sustainability are sufficiently addressed as topics in theoretical flight training | F | 25 | 1.96 | 0.79 | 0.158 |
M | 402 | 2.79 | 0.978 | 0.049 | |
Environment and sustainability are sufficiently addressed as topics in practical flight training | F | 25 | 2.4 | 1 | 0.2 |
M | 402 | 3.07 | 0.987 | 0.049 | |
The continued use of leaded AVGAS is problematic | F | 25 | 3.64 | 0.995 | 0.199 |
M | 402 | 3.66 | 1.174 | 0.059 | |
General aviation has a negative environmental image | F | 25 | 4 | 1 | 0.2 |
M | 402 | 3.67 | 1.044 | 0.052 | |
People are overly sensitive to noise emissions | F | 25 | 3.84 | 1.068 | 0.214 |
M | 402 | 4.03 | 0.916 | 0.046 | |
Noise emissions are a major problem in general aviation | F | 25 | 3.68 | 1.03 | 0.206 |
M | 402 | 3.53 | 1.092 | 0.054 | |
Greenhouse gas emissions are a major problem in general aviation | F | 25 | 3.48 | 1.159 | 0.232 |
M | 402 | 2.94 | 1.16 | 0.058 |
Levene’s Test for Equality of Variances | t-Test for Equality of Means | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
F | Sig. | t | df | Significance | Mean Dif. | Std. Error Dif. | 95% Confidence Interval of the Difference | ||||
One-Sided | Two-Sided | Lower | Upper | ||||||||
Sustainability and the environment are important topics in general aviation | Equal variances assumed | 0.394 | 0.531 | 0.83 | 425 | 0.205 | 0.409 | 0.154 | 0.187 | −0.21 | 0.52 |
Equal variances not assumed | 0.77 | 26.605 | 0.224 | 0.448 | 0.154 | 0.201 | −0.26 | 0.57 | |||
Environment and sustainability are sufficiently addressed as topics in theoretical flight training | Equal variances assumed | 2.685 | 0.102 | −4.17 | 425 | 0.000 | 0.000 | −0.834 | 0.200 | −1.23 | −0.44 |
Equal variances not assumed | −5.04 | 28.787 | 0.000 | 0.000 | −0.834 | 0.165 | −1.17 | −0.5 | |||
Environment and sustainability are sufficiently addressed as topics in practical flight training | Equal variances assumed | 0.286 | 0.593 | −3.30 | 425 | 0.001 | 0.001 | −0.672 | 0.204 | −1.07 | −0.27 |
Equal variances not assumed | −3.26 | 26.992 | 0.001 | 0.003 | −0.672 | 0.206 | −1.10 | −0.25 | |||
The continued use of leaded AVGAS is problematic | Equal variances assumed | 0.870 | 0.352 | −0.07 | 425 | 0.472 | 0.945 | −0.017 | 0.240 | −0.49 | 0.46 |
Equal variances not assumed | −0.08 | 28.323 | 0.468 | 0.936 | −0.017 | 0.207 | −0.44 | 0.41 | |||
General aviation has a negative environmental image | Equal variances assumed | 0.922 | 0.338 | 1.53 | 425 | 0.063 | 0.127 | 0.328 | 0.215 | −0.09 | 0.75 |
Equal variances not assumed | 1.59 | 27.353 | 0.062 | 0.124 | 0.328 | 0.207 | −0.10 | 0.75 | |||
People are overly sensitive to noise emissions | Equal variances assumed | 2.222 | 0.137 | −1.01 | 425 | 0.157 | 0.314 | −0.192 | 0.191 | −0.57 | 0.18 |
Equal variances not assumed | −0.88 | 26.245 | 0.193 | 0.386 | −0.192 | 0.218 | −0.64 | 0.26 | |||
Noise emissions are a major problem in general aviation | Equal variances assumed | 0.906 | 0.342 | 0.65 | 425 | 0.259 | 0.518 | 0.145 | 0.224 | −0.30 | 0.59 |
Equal variances not assumed | 0.68 | 27.466 | 0.251 | 0.501 | 0.145 | 0.213 | −0.29 | 0.58 | |||
Greenhouse gas emissions are a major problem in general aviation | Equal variances assumed | 0.107 | 0.743 | 2.25 | 425 | 0.013 | 0.025 | 0.537 | 0.239 | 0.07 | 1.01 |
Equal variances not assumed | 2.25 | 27.078 | 0.016 | 0.033 | 0.537 | 0.239 | 0.05 | 1.03 |
Statement | B (Unstandardized Coefficients) | Std. Error | Beta (Standardized Coefficients) | t-Value | Sig. |
---|---|---|---|---|---|
Sustainability and the environment are important topics in general aviation | 4.307 | 0.152 | −0.148 | −2.696 | 0.007 |
Environment and sustainability are sufficiently addressed as topics in theoretical flight training | 2.833 | 0.169 | −0.051 | −0.922 | 0.357 |
Environment and sustainability are sufficiently addressed as topics in practical flight training | 3.228 | 0.168 | −0.081 | −1.455 | 0.147 |
The continued use of leaded AVGAS is problematic | 3.313 | 0.200 | 0.101 | 1.816 | 0.070 |
General aviation has a negative environmental image | 3.590 | 0.179 | 0.022 | 0.388 | 0.698 |
People are overly sensitive to noise emissions | 4.031 | 0.158 | 0.001 | 0.021 | 0.983 |
Noise emissions are a major problem in general aviation | 3.213 | 0.181 | 0.109 | 1.977 | 0.049 |
Greenhouse gas emissions are a major problem in general aviation | 2.931 | 0.198 | 0.021 | 0.386 | 0.700 |
Statement | Source | Sum of Squares | df (Between) | Mean Square | F-Value | Sig. |
---|---|---|---|---|---|---|
Sustainability and the environment are important topics in general aviation | Between Groups | 10.783 | 7 | 1.540 | 1.899 | 0.069 |
Within Groups | 257.137 | 317 | 0.811 | |||
Total | 267.920 | 324 | ||||
Environment and sustainability are sufficiently addressed as topics in theoretical flight training | Between Groups | 1.098 | 7 | 0.157 | 0.154 | 0.993 |
Within Groups | 322.890 | 317 | 1.019 | |||
Total | 323.988 | 324 | ||||
Environment and sustainability are sufficiently addressed as topics in practical flight training | Between Groups | 4.570 | 7 | 0.653 | 0.650 | 0.714 |
Within Groups | 318.427 | 317 | 1.005 | |||
Total | 322.997 | 324 | ||||
The continued use of leaded AVGAS is problematic | Between Groups | 8.972 | 7 | 1.282 | 0.906 | 0.502 |
Within Groups | 448.431 | 317 | 1.415 | |||
Total | 457.403 | 324 | ||||
General aviation has a negative environmental image | Between Groups | 13.747 | 7 | 1.964 | 1.780 | 0.090 |
Within Groups | 349.656 | 317 | 1.103 | |||
Total | 363.403 | 324 | ||||
People are overly sensitive to noise emissions | Between Groups | 8.301 | 7 | 1.186 | 1.370 | 0.217 |
Within Groups | 274.327 | 317 | 0.865 | |||
Total | 282.628 | 324 | ||||
Noise emissions are a major problem in general aviation | Between Groups | 11.175 | 7 | 1.596 | 1.386 | 0.211 |
Within Groups | 365.238 | 317 | 1.152 | |||
Total | 376.412 | 324 | ||||
Greenhouse gas emissions are a major problem in general aviation | Between Groups | 11.486 | 7 | 1.641 | 1.200 | 0.302 |
Within Groups | 433.511 | 317 | 1.368 | |||
Total | 444.997 | 324 |
Obligatory School | Secondary Education | Vocational Training | Higher Education | Total | ||||||
---|---|---|---|---|---|---|---|---|---|---|
N | 2 | 29 | 96 | 295 | 422 (5 Missing) | |||||
Statement | M | SD | M | SD | M | SD | M | SD | M | SD |
Sustainability and the environment are important topics in general aviation | 3.0 | 1.4 | 3.6 | 1.0 | 4.0 | 0.8 | 3.9 | 0.9 | 3.9 | 0.9 |
Environment and sustainability are sufficiently addressed as topics in theoretical flight training | 2.0 | 1.4 | 2.8 | 0.9 | 2.9 | 1.0 | 2.7 | 1.0 | 2.7 | 1.0 |
Environment and sustainability are sufficiently addressed as topics in practical flight training | 2.5 | 2.1 | 3.2 | 1.0 | 3.2 | 0.9 | 3.0 | 1.0 | 3.0 | 1.0 |
The continued use of leaded AVGAS is problematic | 4.0 | 0.0 | 3.5 | 1.2 | 3.5 | 1.1 | 3.7 | 1.2 | 3.7 | 1.2 |
General aviation has a negative environmental image | 4.5 | 0.7 | 3.5 | 1.1 | 3.8 | 1.0 | 3.7 | 1.1 | 3.7 | 1.0 |
People are overly sensitive to noise emissions | 4.0 | 0.0 | 4.2 | 0.9 | 4.2 | 0.8 | 4.0 | 0.9 | 4.0 | 0.9 |
Noise emissions are a major problem in general aviation | 2.0 | 0.0 | 3.2 | 1.3 | 3.6 | 1.0 | 3.6 | 1.1 | 3.5 | 1.1 |
Greenhouse gas emissions are a major problem in general aviation | 3.5 | 0.7 | 2.8 | 1.1 | 2.9 | 1.1 | 3.0 | 1.2 | 3.0 | 1.2 |
Statement | Between Groups 1 df | Sum of Squares | Mean Square | F- Statistic | p-Value (Sig.) |
---|---|---|---|---|---|
Sustainability and the environment are important topics in general aviation | 3 | 4.223 | 1.408 | 1.714 | 0.163 |
Environment and sustainability are sufficiently addressed as topics in practical flight training | 3 | 5.480 | 1.827 | 1.872 | 0.134 |
Environment and sustainability are sufficiently addressed as topics in practical flight training | 3 | 5.676 | 1.892 | 1.892 | 0.130 |
The continued use of leaded AVGAS is problematic | 3 | 6.723 | 2.241 | 1.692 | 0.168 |
General aviation has a negative environmental image | 3 | 3.756 | 1.252 | 1.143 | 0.331 |
People are overly sensitive to noise emissions | 3 | 5.050 | 1.683 | 2.018 | 0.111 |
Noise emissions are a major problem in general aviation | 3 | 7.710 | 2.570 | 2.197 | 0.088 |
Greenhouse gas emissions are a major problem in general aviation | 3 | 2.154 | 0.718 | 0.527 | 0.664 |
B (Unstandardized Coefficients) | Std. Error | Beta (Standardized Coefficients) | t-Value | R Squared | Sig. | |
---|---|---|---|---|---|---|
Sustainability and the Environment are Important Topics in General Aviation | 1.934 | 0.172 | 0.493 | 11.236 | 0.243 | <0.001 |
Environment and Sustainability are Sufficiently Addressed as Topics in Theoretical Flight Training | 3.628 | 0.211 | −0.204 | 17.205 | 0.042 | <0.001 |
Environment and Sustainability are Sufficiently Addressed as Topics in Practical Flight Training | 4.136 | 0.211 | −0.252 | 19.601 | 0.063 | <0.001 |
The Continued Use of Leaded AVGAS is Problematic | 1.772 | 0.236 | 0.369 | 7.515 | 0.136 | <0.001 |
General Aviation has a Negative Environmental Image | 2.823 | 0.223 | 0.19 | 12.638 | 0.036 | <0.001 |
People are are overly sensitive to noise emissions | 4.48 | 0.201 | −0.113 | 22.332 | 0.013 | 0.019 |
Noise Emissions are a Major Problem in General Aviation | 2.349 | 0.23 | 0.25 | 10.225 | 0.063 | <0.001 |
Greenhouse gas emissions are a major problem in general aviation | 0.769 | 0.229 | 0.431 | 3.353 | 0.186 | 0.001 |
Variable | Group | N | M | SD | Std. Error Mean | t-Value | df | Significance (2-Tailed) | Mean Difference | Std. Error Difference | 95% Confidence Interval |
---|---|---|---|---|---|---|---|---|---|---|---|
High costs | 0 | 376 | 2.89 | 1.214 | 0.063 | 3.322 | 65.836 | <0.001 | 0.577 | 0.174 | (0.223, 0.924) |
1 | 51 | 2.31 | 1.157 | 0.162 | |||||||
Fire risk of the battery | 0 | 376 | 3.17 | 1.333 | 0.069 | 2.625 | 63.222 | 0.005 | 0.54 | 0.206 | (0.147, 0.951) |
1 | 51 | 2.63 | 1.385 | 0.194 | |||||||
Too little range/endurance | 0 | 376 | 4.7 | 0.672 | 0.035 | −0.44 | 61.58 | 0.331 | −0.048 | 0.11 | (−0.248, 0.151) |
1 | 51 | 4.75 | 0.744 | 0.104 | |||||||
Too little space | 0 | 376 | 3.32 | 1.29 | 0.067 | −0.044 | 62.709 | 0.483 | −0.009 | 0.194 | (−0.390, 0.372) |
1 | 51 | 3.33 | 1.366 | 0.191 | |||||||
Too little permitted weight | 0 | 376 | 3.86 | 1.116 | 0.058 | 1.777 | 60.919 | 0.081 | 0.332 | 0.187 | (−0.001, 0.665) |
1 | 51 | 3.53 | 1.27 | 0.178 | |||||||
Insufficient charging infrastructure at airports/airfields | 0 | 376 | 4.23 | 1.031 | 0.053 | 1.499 | 59.881 | 0.139 | 0.271 | 0.181 | (−0.091, 0.632) |
1 | 51 | 3.96 | 1.232 | 0.173 | |||||||
Long battery charging times | 0 | 376 | 4.11 | 1.056 | 0.054 | 1.655 | 58.646 | 0.103 | 0.325 | 0.196 | (0.004, 0.646) |
1 | 51 | 3.78 | 1.346 | 0.189 | |||||||
High battery wear | 0 | 376 | 3.58 | 1.163 | 0.06 | 1.107 | 64.668 | 0.272 | 0.19 | 0.172 | (−0.153, 0.534) |
1 | 51 | 3.39 | 1.15 | 0.161 | |||||||
Environmental or ethical problems caused by battery production (e.g., child labor in cobalt mining) | 0 | 376 | 3.61 | 1.371 | 0.071 | 1.909 | 60.965 | 0.061 | 0.438 | 0.229 | (0.029, 0.897) |
1 | 51 | 3.18 | 1.558 | 0.218 |
Dependent Variable | Without Experience | With Experience | ||
---|---|---|---|---|
SD_Potential_Electric_Planes_GA 1 | Mean | 2.45 | 2.67 | |
Standard Deviation | 0.687 | 0.554 | ||
Std. Error of the Mean | 0.035 | 0.078 | ||
Levene’s Test for Equality of Variances | F = 6.534 (p = 0.011) | |||
t-Test for Equality of Means (Equal variances assumed) | t = −2.136 (df = 425, p = 0.034) | Mean Difference = 0.033 | Std. Error Difference = 0.100 | |
t-Test for Equality of Means (Equal variances not assumed) | t = −2.516 (df = 72.653, p = 0.014) | Mean Difference = 0.085 | Std. Error Difference = 0.085 |
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Stiebe, M. Stakeholder Perceptions on Sustainability Challenges and Innovations in General Aviation. Sustainability 2023, 15, 16505. https://doi.org/10.3390/su152316505
Stiebe M. Stakeholder Perceptions on Sustainability Challenges and Innovations in General Aviation. Sustainability. 2023; 15(23):16505. https://doi.org/10.3390/su152316505
Chicago/Turabian StyleStiebe, Michael. 2023. "Stakeholder Perceptions on Sustainability Challenges and Innovations in General Aviation" Sustainability 15, no. 23: 16505. https://doi.org/10.3390/su152316505
APA StyleStiebe, M. (2023). Stakeholder Perceptions on Sustainability Challenges and Innovations in General Aviation. Sustainability, 15(23), 16505. https://doi.org/10.3390/su152316505