Enhancing Community Waste Recycling in Taiwan: Key Drivers Affecting Consumers in Waste Recycling
Abstract
1. Introduction
1.1. Literature Review
1.1.1. Municipal Solid Waste (MSW) Management
1.1.2. Role of Consumer in Recycling
1.1.3. AHP in Waste Management
1.2. Research Objectives
- To identify and evaluate the influential factors and indicators that encourage Taiwan consumers’ involvement in recycling using AHP
- To produce policy insights based on Taiwan consumers’ priorities in enhancing the effectiveness of the waste recycling system in Taiwan
2. Materials and Methods
2.1. Analytical Hierarchy Process (AHP)
- 1.
- Problem definition
- 2.
- Establishing a hierarchical framework
- 3.
- Questionnaire design and survey
- 4.
- Weightage calculation
- Establishment of pairwise comparison matrix: The values used for pairwise comparison are obtained from the questionnaire survey Each respondent compares factors at the same hierarchical level, and their judgments are entered into the upper triangular part of the comparison matrix. By definition, the diagonal elements of the matrix are set to 1, as they represent the comparison of a factor with itself. The lower triangular elements are the reciprocals of the corresponding upper triangle values, such that . The general form of the pairwise comparison matrix A is:
- Eigenvalue and eigenvector calculation: Once the matrix is constructed, the eigenvector representing the relative weights of the criteria or alternatives is calculated. In this study, Microsoft Excel was used for computation. The row vector average standardisation method is typically employed when calculating vector values in the AHP, and the calculation accuracy is higher [74]. Method of standardising row vector averages:
- 5.
- Consistency test
- Consistency Index, C.I.
- Consistency Ratio, C.R.
2.2. Statistical Test
3. Results
3.1. Factors Influencing Consumer Recycling
3.2. Demographic Characteristics That Influence Consumer Involvement in Waste Recycling
3.2.1. Gender
3.2.2. Age
3.2.3. Income
3.2.4. Education Level
3.2.5. Family Recycling Habits Influence on Personal Behaviour
3.3. Analysis
3.3.1. Data Normality Test
- Null hypotheses (H0): The sample distribution is the same as the theoretical distribution (i.e., normal distribution).
3.3.2. Mann-Whitney U Test
- A.
- Gender
- B.
- Originating family influences on recycling behaviour
- C.
- Personal recycling habit
3.3.3. Kruskal-Wallis Test
- A.
- Age
- B.
- Education level
- C.
- Income
4. Discussion
4.1. Recommendations to Improve Recycling Policies
4.1.1. Positive Rewards
4.1.2. Basic Infrastructure
4.1.3. Recycling Knowledge
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
AHP | Analytical Hierarchy Process |
ANOVA | Analysis of Variance |
C.I. | Consistency Index |
C.R. | Consistency Ratio |
EPA | Environmental Protection Administration |
FMADM | Fuzzy Multi-attribute Decision Making |
ICT | Information and communication technology |
ISWA | International Solid Waste Association |
MADM | Multiple Attribute Decision Making |
MODM | Multiple Object Decision Making |
MSW | Municipal solid waste |
PBC | Perceived behavioural control |
SAW | Simple Additive Weighting |
TOPSIS | Technique for Order Preference by Similarity to Ideal Solution |
UNEP | United Nations Environment Programme |
Appendix A
Appendix A.1
Demographic Traits | Time Consumed | Recycling Habit | Personal Attitude | Others Influence | Recycling Knowledge | Packaging Label | Multimedia Communication | Positive Reward | Monetary Penalty | System Recognition | Basic Infrastructure | Recycling Distance | Storage Space | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Gender | Male | 7.20 × 10−14 | 1.10 × 10−14 | 1.72 × 10−14 | 1.97 × 10−13 | 1.50 × 10−14 | 9.37 × 10−14 | 7.37 × 10−14 | 2.57 × 10−14 | 4.59 × 10−14 | 9.37 × 10−14 | 3.91 × 10−15 | 4.59 × 10−14 | 6.37 × 10−14 |
Female | 2.85 × 10−14 | 2.50 × 10−16 | 4.40 × 10−15 | 7.69 × 10−14 | 7.94 × 10−15 | 2.03 × 10−14 | 2.03 × 10−14 | 9.14 × 10−15 | 2.50 × 10−14 | 1.34 × 10−14 | 1.16 × 10−14 | 1.45 × 10−14 | 2.50 × 10−14 | |
Age | 21–30 | 6.17 × 10−9 | 1.93 × 10−9 | 2.55 × 10−9 | 9.45 × 10−9 | 5.21 × 10−10 | 3.50 × 10−9 | 6.39 × 10−9 | 3.59 × 10−9 | 3.60 × 10−9 | 4.26 × 10−9 | 4.10 × 10−9 | 2.14 × 10−9 | 3.35 × 10−9 |
31–40 | 3.75 × 10−7 | 3.80 × 10−8 | 1.52 × 10−7 | 6.05 × 10−7 | 1.54 × 10−7 | 3.86 × 10−7 | 2.70 × 10−7 | 1.27 × 10−7 | 3.18 × 10−7 | 3.86 × 10−7 | 2.43 × 10−7 | 2.41 × 10−7 | 3.51 × 10−7 | |
41–50 | 1.74 × 10−4 | 5.97 × 10−6 | 9.80 × 10−5 | 2.38 × 10−4 | 2.08 × 10−5 | 7.19 × 10−5 | 1.55 × 10−4 | 1.27 × 10−5 | 1.81 × 10−4 | 1.91 × 10−4 | 1.30 × 10−4 | 1.55 × 10−4 | 1.55 × 10−4 | |
51–60 | 5.82 × 10−6 | 1.58 × 10−6 | 3.22 × 10−6 | 6.38 × 10−6 | 3.82 × 10−6 | 1.69 × 10−6 | 4.84 × 10−6 | 1.11 × 10−6 | 4.84 × 10−6 | 3.55 × 10−6 | 1.25 × 10−7 | 4.84 × 10−6 | 4.70 × 10−6 | |
Above 60 | 1.75 × 10−3 | 7.84 × 10−4 | 2.04 × 10−3 | 3.15 × 10−3 | 1.48 × 10−3 | 1.90 × 10−3 | 2.97 × 10−3 | 9.15 × 10−5 | 1.40 × 10−3 | 2.33 × 10−3 | 1.48 × 10−3 | 4.99 × 10−4 | 2.04 × 10−3 | |
Education level | Secondary | 4.24 × 10−10 | 5.84 × 10−12 | 1.29 × 10−10 | 4.16 × 10−10 | 1.74 × 10−10 | 3.35 × 10−10 | 3.35 × 10−10 | 1.13 × 10−11 | 3.87 × 10−10 | 1.53 × 10−10 | 1.74 × 10−10 | 2.64 × 10−10 | 3.35 × 10−10 |
Diploma/bachelor | 2.14 × 10−11 | 6.08 × 10−13 | 4.23 × 10−12 | 4.84 × 10−11 | 5.92 × 10−12 | 2.64 × 10−11 | 2.17 × 10−11 | 9.19 × 10−12 | 1.47 × 10−11 | 2.64 × 10−11 | 1.24 × 10−11 | 1.47 × 10−11 | 1.93 × 10−11 | |
Postgraduate | 5.88 × 10−7 | 1.28 × 10−7 | 2.99 × 10−7 | 1.05 × 10−6 | 5.17 × 10−8 | 3.81 × 10−7 | 3.34 × 10−7 | 3.88 × 10−7 | 2.88 × 10−7 | 5.75 × 10−7 | 4.30 × 10−7 | 2.65 × 10−7 | 6.19 × 10−7 | |
Income range | No income | 5.07 × 10−3 | 2.38 × 10−3 | 3.74 × 10−3 | 5.62 × 10−3 | 2.09 × 10−3 | 4.25 × 10−3 | 1.65 × 10−3 | 1.11 × 10−3 | 3.73 × 10−3 | 4.87 × 10−3 | 4.13 × 10−3 | 3.90 × 10−3 | 5.45 × 10−3 |
Below 20,000 | 9.44 × 10−3 | 3.54 × 10−3 | 7.47 × 10−3 | 9.20 × 10−3 | 5.26 × 10−3 | 8.12 × 10−3 | 8.47 × 10−3 | 8.17 × 10−3 | 7.37 × 10−3 | 7.73 × 10−3 | 8.47 × 10−3 | 5.02 × 10−3 | 6.86 × 10−3 | |
20,000–39,999 | 4.24 × 10−10 | 1.57 × 10−11 | 2.38 × 10−11 | 5.8310−10 | 1.15 × 10−10 | 3.35 × 10−10 | 3.35 × 10−10 | 1.65 × 10−11 | 3.35 × 10−10 | 2.34 × 10−10 | 1.23 × 10−12 | 2.64 × 10−10 | 3.35 × 10−10 | |
40,000–59,999 | 9.91 × 10−7 | 2.37 × 10−7 | 5.40 × 10−7 | 1.68 × 10−6 | 8.29 × 10−8 | 1.19 × 10−6 | 5.53 × 10−7 | 2.49 × 10−7 | 8.56 × 10−7 | 1.19 × 10−6 | 7.73 × 10−7 | 2.28 × 10−7 | 9.96 × 10−7 | |
Above 60,000 | 3.38 × 10−7 | 1.32 × 10−7 | 1.52 × 10−7 | 6.05 × 10−7 | 1.54 × 10−7 | 1.83 × 10−7 | 3.42 × 10−7 | 1.27 × 10−7 | 3.51 × 10−7 | 3.25 × 10−7 | 2.02 × 10−7 | 2.70 × 10−7 | 2.61 × 10−7 | |
Family influence in recycling | Yes | 7.60 × 10−24 | 1.97 × 10−25 | 4.21 × 10−25 | 4.10 × 10−23 | 8.72 × 10−25 | 8.47 × 10−24 | 4.30 × 10−24 | 1.11 × 10−24 | 6.09 × 10−24 | 8.47 × 10−24 | 1.66 × 10−24 | 2.41 × 10−24 | 6.10 × 10−24 |
No | 3.04 × 10−4 | 1.28 × 10−4 | 2.09 × 10−4 | 3.48 × 10−4 | 1.04 × 10−4 | 1.65 × 10−4 | 3.14 × 10−4 | 1.95 × 10−5 | 1.42 × 10−4 | 3.02 × 10−4 | 5.47 × 10−5 | 1.47 × 10−4 | 2.36 × 10−4 | |
Personal recycling habit | Yes | 7.60 × 10−24 | 1.97 × 10−25 | 4.21 × 10−25 | 4.10 × 10−23 | 8.72 × 10−25 | 8.47 × 10−24 | 4.30 × 10−24 | 1.11 × 10−24 | 6.09 × 10−24 | 8.47 × 10−24 | 1.66 × 10−24 | 2.41 × 10−24 | 6.10 × 10−24 |
No | 3.04 × 10−4 | 1.28 × 10−4 | 2.09 × 10−4 | 3.48 × 10−4 | 1.04 × 10−4 | 1.65 × 10−4 | 3.14 × 10−4 | 1.95 × 10−5 | 1.42 × 10−4 | 3.02 × 10−4 | 5.47 × 10−5 | 1.47 × 10−4 | 2.36 × 10−4 |
Appendix A.2
Performance Indicators | Gender | Whether Family Engaged in Recycling | Whether Individual Engaged in Recycling |
---|---|---|---|
Time consumed | 3.05 × 10−1 | 6.90 × 10−2 | 3.64 × 10−2 * |
Recycling habit | 5.94 × 10−1 | 7.38 × 10−1 | 3.20 × 10−1 |
Personal attitude | 2.61 × 10−1 | 8.89 × 10−2 | 9.03 × 10−3 * |
Others influence | 4.93 × 10−1 | 6.23 × 10−1 | 1.53 × 10−1 |
Recycling knowledge | 7.26 × 10−1 | 3.27 × 10−1 | 2.83 × 10−1 |
Packaging label | 9.45 × 10−1 | 3.08 × 10−1 | 3.01 × 10−1 |
Multimedia communication | 2.82 × 10−1 | 4.64 × 10−1 | 1.32 × 10−1 |
Positive reward | 1.74 × 10−2 * | 5.89 × 10−1 | 2.67 × 10−1 |
Monetary penalty | 1.73 × 10−1 | 2.91 × 10−1 | 1.65 × 10−1 |
System recognition | 9.81 × 10−2 | 7.40 × 10−1 | 1.86 × 10−2 * |
Basic infrastructure | 3.22 × 10−2 * | 3.88 × 10−1 | 1.90 × 10−1 |
Recycling distance | 5.44 × 10−2 | 2.17 × 10−1 | 4.32 × 10−1 |
Storage space | 1.12 × 10−1 | 7.81 × 10−1 | 2.60 × 10−1 |
Appendix A.3
Performance Indicators | Age | Education Level | Income |
---|---|---|---|
Time consumed | 1.11 × 10−1 * | 1.48 × 10−1 | 3.69 × 10−1 |
Recycling habit | 2.51 × 10−1 | 1.62 × 10−2 | 3.24 × 10−2 |
Personal attitude | 4.63 × 10−1 * | 1.87 × 10−1 | 1.32 × 10−1 |
Others influence | 3.17 × 10−1 | 7.87 × 10−1 | 2.97 × 10−1 |
Recycling knowledge | 1.34 × 10−2 | 7.08 × 10−1 | 3.19 × 10−1 |
Packaging label | 9.09 × 10−1 | 7.81 × 10−1 | 6.36 × 10−1 |
Multimedia communication | 3.31 × 10−2 | 1.69 × 10−1 | 8.37 × 10−2 * |
Positive reward | 3.05 × 10−1 | 4.15 × 10−1 | 6.97 × 10−2 |
Monetary penalty | 3.04 × 10−1 | 5.29 × 10−1 | 6.56 × 10−2 |
System recognition | 4.55 × 10−1 | 1.21 × 10−1 | 6.52 × 10−1 |
Basic infrastructure | 6.07 × 10−1 | 5.64 × 10−1 | 2.96 × 10−3 |
Recycling distance | 2.54 × 10−1 | 1.22 × 10−1 | 5.93 × 10−1 |
Storage space | 6.82 × 10−1 | 2.69 × 10−1 | 4.24 × 10−1 |
Appendix A.4
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|
Notes There are several methods to evaluate in the Analytic Hierarchy Process (AHP). In its basic form, importance is categorized into five levels: absolute importance, very strong importance, essential importance, moderate importance, and equal importance. These qualitative judgements correspond to numerical values of 9, 7, 5, 3 and 1, respectively. If making a judgement is difficult, even numbers (e.g., 2, 4, 6, 8) may also be used as intermediate values. Since AHP requires pairwise comparisons between factors, the resulting scale includes the following ratios: 9:1, 7:1, 5:1, 3:1, 1:1, 1:3, 1:5, 1:7, and 1:9. Please select the value that best reflects your perception of the relative importance between each pair of factors—the greater the importance of a factor, the higher the assigned value. |
Analytic Hierarchy Process (AHP) hierarchical framework |
The image shown below serve as the basis for the questions that you will be answering. In this study, the factor will be evaluated through pairwise comparisons. |
Please answer the following questions based on the notes and hierarchical framework. |
| ||||||||||
Psychological Dimension V.S. Knowledge and Education Dimension Comparison | ||||||||||
Which one do you think is more influential? (Left represent Psychological dimension, Right represent Knowledge and Education dimension) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Psycho logical | Knowledge And Education | |||||||||
Psychological Dimension V.S. Economy and Policy Dimension Comparison | ||||||||||
Which one do you think is more influential? (Left represent Psychological dimension, Right represent Economy and Policy dimension) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Psycho logical | Economy And Policy | |||||||||
Psychological Dimension V.S. Infrastructure Dimension Comparison | ||||||||||
Which one do you think is more influential? (Left represent Psychological dimension, Right represent Infrastructure dimension) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Psycho logical | Infrastruc ture | |||||||||
Knowledge and Education Dimension V.S. Economy and Policy Dimension Comparison | ||||||||||
Which one do you think is more influential? (Left represent Knowledge and Education dimension, Right represent Economy and Policy dimension) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Knowledge And Education | Economy And Policy | |||||||||
Knowledge and Education Dimension V.S. Infrastructure Dimension Comparison | ||||||||||
Which one do you think is more influential? (Left represent Knowledge and Education dimension, Right represent Infrastructure dimension) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Knowledge And Education | Infrastruc ture | |||||||||
Economy and Policy Dimension V.S. Infrastructure Dimension Comparison | ||||||||||
Which one do you think is more influential? (Left represent Economy and Policy dimension, Right represent Infrastructure dimension) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Economy And Policy | Infrastruc ture | |||||||||
| ||||||||||
Time consumed V.S. Recycling habit Comparison | ||||||||||
Which one do you think is more influential? (Left represent Time consumed, Right represent Recycling habit) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Time consumed | Recycling habit | |||||||||
Time consumed V.S. Personal attitude Comparison | ||||||||||
Which one do you think is more influential? (Left represent Time consumed, Right represent Personal attitude) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Time consumed | Personal attitude | |||||||||
Time consumed V.S. Other influences Comparison | ||||||||||
Which one do you think is more influential? (Left represent Time consumed, Right represent Other influences) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Time consumed | Other influences | |||||||||
Recycling habit V.S. Personal attitude Comparison | ||||||||||
Which one do you think is more influential? (Left represent Recycling habit, Right represent Personal attitude) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Recycling habit | Personal attitude | |||||||||
Recycling habit V.S. Other influences Comparison | ||||||||||
Which one do you think is more influential? (Left represent Recycling habit, Right represent Other influences) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Recycling habit | Other influences | |||||||||
Personal attitude V.S. Other influences Comparison | ||||||||||
Which one do you think is more influential? (Left represent Personal attitude, Right represent Other influences) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Personal attitude | Other influences | |||||||||
| ||||||||||
Recycling knowledge V.S. Packaging labels Comparison | ||||||||||
Which one do you think is more influential? (Left represent Recycling knowledge, Right represent Packaging labels) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Recycling knowledge | Packaging labels | |||||||||
Recycling knowledge V.S. Multimedia communication Comparison | ||||||||||
Which one do you think is more influential? (Left represent Recycling knowledge, Right represent Multimedia communication) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Recycling knowledge | Multi media commu nication | |||||||||
Packaging labels V.S. Multimedia communication Comparison | ||||||||||
Which one do you think is more influential? (Left represent Packaging labels, Right represent Multimedia communication) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Packaging labels | Multi media commu nication | |||||||||
| ||||||||||
Positive rewards V.S. Monetary penalties Comparison | ||||||||||
Which one do you think is more influential? (Left represent Positive rewards, Right represent Monetary penalties) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Posiitive rewards | Monetary penalties | |||||||||
Positive rewards V.S. System recognition Comparison | ||||||||||
Which one do you think is more influential? (Left represent Positive rewards, Right represent System recognition) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Posiitive rewards | System recognition | |||||||||
Monetary penalties V.S. System recognition Comparison | ||||||||||
Which one do you think is more influential? (Left represent Monetary penalties, Right represent System recognition) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Monetary penalties | System recognition | |||||||||
| ||||||||||
Basic infrastructure V.S. Recycling distance Comparison | ||||||||||
Which one do you think is more influential? (Left represent Basic infrastructure, Right represent Recycling distance) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Basic infra structure | Recycling distance | |||||||||
Basic infrastructure V.S. Storage space Comparison | ||||||||||
Which one do you think is more influential? (Left represent Basic infrastructure, Right represent Storage space) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Basic infra structure | Storage space | |||||||||
Recycling distance V.S. Storage space Comparison | ||||||||||
Which one do you think is more influential? (Left represent Recycling distance, Right represent Storage space) | ||||||||||
Importance level ratio | ||||||||||
Absolute importance | Very Strong Importance | Essential Importance | Moderate Importance | Equal Importance | Moderate Importance | Essential Importance | Very Strong Importance | Absolute importance | ||
9:1 | 7:1 | 5:1 | 3:1 | 1:1 | 1:3 | 1:5 | 1:7 | 1:9 | ||
Recycling distance | Storage space | |||||||||
|
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Dimensions | Indicators | Definition | Reference Number |
---|---|---|---|
Psychological | (1) Time consumed | Effort and time required to clean and sort recyclable items | [9,12,13,20,22,23,24,25,26,27,28,29,30,31,32,33,34,35] |
(2) Recycling habit | A mode of automatically recycling and sorting waste | [9,12,13,22,23,28,29,30,32,33,34,36,37,38,39] | |
(3) Personal attitude | Have positive attitude and responsibility for waste classification | [9,13,26,27,29,30,32,33,34,36,40,41,42,43,44,45,46] | |
(4) Other influences | Change own behaviour patterns due to other people influences | [9,13,22,27,30,32,33,34,35,37,43,44,47,48,49] | |
Knowledge and education | (5) Recycling knowledge | Ability to identify and classify recyclable items | [8,11,12,13,15,17,19,21,25,26,29,33,39,41,42,43,44,45] |
(6) Packaging labels | Complex packaging with single label affects recycling | [9,12,13,23,27,28,29,33,36,39,47,50,51,52,53,54,55] | |
(7) Multimedia communication | Raise awareness on recycling through multimedia | [9,13,14,24,25,33,43,44,47,48,49,55,56,57,58] | |
Economy and policy | (8) Positive rewards | Rewards like money, prizes, vouchers, discount coupons, etc. | [8,10,11,12,16,21,26,28,33,35,38,39,44,50,51,52,53,54,55,57,59] |
(9) Monetary penalties | Penalties like taxes, fines, etc. | [9,32,33,36,43,56,60,61,62,63] | |
(10) System recognition | Recognition of local authority recycling system | [9,14,24,27,33,35,36,40,43,44,46,51,61,64] | |
Infrastructure | (11) Basic infrastructure | Adequacy of recycling bins and recycling stations | [8,11,15,16,17,19,20,21,23,25,26,28,33,36,38,39,41,47,48,50,52,53,55,59,61] |
(12) Recycling distance | Distance to the nearest recycling facility | [9,12,21,23,27,28,29,33,57,61,65,66,67,68,69] | |
(13) Storage space | Extra spaces for temporary storage of recycling items | [9,12,23,26,27,28,29,31,33,35,47,61,66] |
Evaluation Scale | Definition | Explanation |
---|---|---|
1 | Equal Importance | The importance of two factors and degree of influence is equally strong |
3 | Moderate Importance | The importance slightly inclined to a certain factor and the degree of influence is slightly stronger |
5 | Essential Importance | The importance strongly inclined to a certain factor and the degree of influence is strong |
7 | Very Strong Importance | The importance very strongly inclined to a certain factor and the degree of influence is very strong |
9 | Absolute Importance | The importance must be absolute to a certain factor and the degree of influence is extremely strong |
2, 4, 6, 8 | Intermediate values between two adjacent judgements | Use when compromise is needed |
Dimensions | Weightage (A) | Indicators | Weightage (B) | Overall Weightage (A × B) |
---|---|---|---|---|
Psychological | 0.256 | Time consumed | 0.212 | 0.053 |
Recycling habit | 0.335 | 0.084 | ||
Personal attitude | 0.293 | 0.073 | ||
Others influence | 0.159 | 0.040 | ||
Knowledge and Education | 0.218 | Recycling knowledge | 0.472 | 0.118 |
Packaging label | 0.282 | 0.071 | ||
Multimedia communication | 0.245 | 0.061 | ||
Economy and Policy | 0.251 | Positive reward | 0.480 | 0.120 |
Monetary penalty | 0.280 | 0.070 | ||
System recognition | 0.240 | 0.060 | ||
Infrastructure | 0.275 | Basic infrastructure | 0.450 | 0.113 |
Recycling distance | 0.320 | 0.080 | ||
Storage space | 0.230 | 0.057 |
Dimensions | Performance Indicators | Male | Female |
---|---|---|---|
Psychological | Time consumed | 0.058 | 0.049 |
Recycling habit | 0.084 | 0.083 | |
Personal attitude | 0.069 | 0.078 | |
Others influence | 0.039 | 0.040 | |
Knowledge and Education | Recycling knowledge | 0.119 | 0.117 |
Packaging label | 0.071 | 0.071 | |
Multimedia communication | 0.060 | 0.062 | |
Economy and Policy | Positive reward | 0.131 | 0.109 |
Monetary penalty | 0.064 | 0.076 | |
System recognition | 0.055 | 0.065 | |
Infrastructure | Basic infrastructure | 0.126 | 0.100 |
Recycling distance | 0.072 | 0.088 | |
Storage space | 0.052 | 0.062 |
Dimensions | Performance Indicators | Age Group (Years Old) | ||||
---|---|---|---|---|---|---|
21–30 | 31–40 | 41–50 | 51–60 | Above 60 | ||
Psychological | Time consumed | 0.043 | 0.048 | 0.071 | 0.042 | 0.092 |
Recycling habit | 0.084 | 0.085 | 0.086 | 0.082 | 0.081 | |
Personal attitude | 0.077 | 0.075 | 0.065 | 0.085 | 0.046 | |
Others influence | 0.046 | 0.042 | 0.028 | 0.041 | 0.031 | |
Knowledge and Education | Recycling knowledge | 0.115 | 0.130 | 0.134 | 0.107 | 0.097 |
Packaging label | 0.075 | 0.061 | 0.063 | 0.078 | 0.075 | |
Multimedia communication | 0.060 | 0.059 | 0.052 | 0.065 | 0.078 | |
Economy and Policy | Positive reward | 0.117 | 0.108 | 0.143 | 0.117 | 0.129 |
Monetary penalty | 0.068 | 0.079 | 0.065 | 0.061 | 0.077 | |
System recognition | 0.065 | 0.063 | 0.042 | 0.071 | 0.044 | |
Infrastructure | Basic infrastructure | 0.127 | 0.097 | 0.113 | 0.116 | 0.101 |
Recycling distance | 0.075 | 0.088 | 0.080 | 0.069 | 0.098 | |
Storage space | 0.048 | 0.065 | 0.057 | 0.065 | 0.051 |
Dimensions | Performance Indicators | Income Level (TWD) | ||||
---|---|---|---|---|---|---|
No Income | Below 20,000 | 20,000–39,999 | 40,000–59,999 | Above 60,000 | ||
Psychological | Time consumed | 0.067 | 0.067 | 0.041 | 0.060 | 0.054 |
Recycling habit | 0.081 | 0.081 | 0.085 | 0.076 | 0.091 | |
Personal attitude | 0.054 | 0.055 | 0.081 | 0.074 | 0.075 | |
Others influence | 0.048 | 0.047 | 0.043 | 0.039 | 0.031 | |
Knowledge and Education | Recycling knowledge | 0.076 | 0.110 | 0.117 | 0.122 | 0.133 |
Packaging label | 0.067 | 0.065 | 0.069 | 0.079 | 0.069 | |
Multimedia communication | 0.107 | 0.075 | 0.064 | 0.049 | 0.048 | |
Economy and Policy | Positive reward | 0.098 | 0.132 | 0.124 | 0.123 | 0.115 |
Monetary penalty | 0.097 | 0.073 | 0.060 | 0.068 | 0.074 | |
System recognition | 0.055 | 0.046 | 0.066 | 0.058 | 0.061 | |
Infrastructure | Basic infrastructure | 0.094 | 0.122 | 0.111 | 0.120 | 0.112 |
Recycling distance | 0.101 | 0.081 | 0.079 | 0.067 | 0.085 | |
Storage space | 0.055 | 0.047 | 0.059 | 0.063 | 0.054 |
Dimensions | Performance Indicators | Education Level | ||
---|---|---|---|---|
Secondary Education | Diploma/Bachelor Degree | Postgraduate Degree | ||
Psychological | Time consumed | 0.054 | 0.049 | 0.058 |
Recycling habit | 0.088 | 0.080 | 0.086 | |
Personal attitude | 0.069 | 0.080 | 0.069 | |
Others influence | 0.038 | 0.041 | 0.037 | |
Knowledge and Education | Recycling knowledge | 0.109 | 0.122 | 0.128 |
Packaging label | 0.075 | 0.069 | 0.063 | |
Multimedia communication | 0.066 | 0.060 | 0.059 | |
Economy and Policy | Positive reward | 0.127 | 0.125 | 0.100 |
Monetary penalty | 0.061 | 0.070 | 0.086 | |
System recognition | 0.061 | 0.056 | 0.065 | |
Infrastructure | Basic infrastructure | 0.109 | 0.112 | 0.121 |
Recycling distance | 0.082 | 0.076 | 0.081 | |
Storage space | 0.059 | 0.062 | 0.048 |
Dimensions | Performance Indicators | Family Influence | Without Family Influence | ||
---|---|---|---|---|---|
Recycle | Do Not Recycle | Recycle | Do Not Recycle | ||
Psychological | Time consumed | 0.045 | 0.058 | 0.074 | 0.073 |
Recycling habit | 0.086 | 0.083 | 0.082 | 0.060 | |
Personal attitude | 0.081 | 0.071 | 0.054 | 0.046 | |
Others influence | 0.039 | 0.038 | 0.040 | 0.072 | |
Knowledge and Education | Recycling knowledge | 0.114 | 0.130 | 0.106 | 0.103 |
Packaging label | 0.074 | 0.070 | 0.053 | 0.070 | |
Multimedia communication | 0.062 | 0.050 | 0.090 | 0.076 | |
Economy and Policy | Positive reward | 0.120 | 0.114 | 0.127 | 0.156 |
Monetary penalty | 0.067 | 0.071 | 0.082 | 0.064 | |
System recognition | 0.063 | 0.065 | 0.042 | 0.030 | |
Infrastructure | Basic infrastructure | 0.114 | 0.104 | 0.118 | 0.158 |
Recycling distance | 0.079 | 0.085 | 0.081 | 0.043 | |
Storage space | 0.057 | 0.060 | 0.051 | 0.049 |
Time Consumed | |||||
Age | 21–30 | 31–40 | 41–50 | 51–60 | Above 60 |
21–30 | 1 | 1 | 1 | 1 | 0.022004 |
31–40 | 1 | 1 | 1 | 1 | 0.029117 |
41–50 | 1 | 1 | 1 | 1 | 1 |
51–60 | 1 | 1 | 1 | 1 | 0.02575 |
Above 60 | 0.022004 | 0.029117 | 1 | 0.02575 | 1 |
Personal Attitude | |||||
Age | 21–30 | 31–40 | 41–50 | 51–60 | Above 60 |
21–30 | 1 | 1 | 1 | 1 | 0.045252 |
31–40 | 1 | 1 | 1 | 1 | 0.115199 |
41–50 | 1 | 1 | 1 | 1 | 0.709448 |
51–60 | 1 | 1 | 1 | 1 | 0.02608 |
Above 60 | 0.045252 | 0.115199 | 0.709448 | 0.02608 | 1 |
Multimedia Communication | |||||
---|---|---|---|---|---|
Income (TWD) | No Income | Below 20,000 | 20,000–39,999 | 40,000–59,999 | Above 60,000 |
No income | 1 | 1 | 0.215073 | 0.029925 | 0.001781 |
Below 20,000 | 1 | 1 | 1 | 1 | 0.797636 |
20,000–39,999 | 0.215073 | 1 | 1 | 1 | 0.221793 |
40,000–59,999 | 0.029925 | 1 | 1 | 1 | 1 |
Above 60,000 | 0.001781 | 0.797636 | 0.221793 | 1 | 1 |
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Kuo, C.-J.; Nah, X.J.; Hsu, H.-W. Enhancing Community Waste Recycling in Taiwan: Key Drivers Affecting Consumers in Waste Recycling. Sustainability 2025, 17, 5322. https://doi.org/10.3390/su17125322
Kuo C-J, Nah XJ, Hsu H-W. Enhancing Community Waste Recycling in Taiwan: Key Drivers Affecting Consumers in Waste Recycling. Sustainability. 2025; 17(12):5322. https://doi.org/10.3390/su17125322
Chicago/Turabian StyleKuo, Ching-Jung, Xiao Jin Nah, and Hsin-Wei Hsu. 2025. "Enhancing Community Waste Recycling in Taiwan: Key Drivers Affecting Consumers in Waste Recycling" Sustainability 17, no. 12: 5322. https://doi.org/10.3390/su17125322
APA StyleKuo, C.-J., Nah, X. J., & Hsu, H.-W. (2025). Enhancing Community Waste Recycling in Taiwan: Key Drivers Affecting Consumers in Waste Recycling. Sustainability, 17(12), 5322. https://doi.org/10.3390/su17125322