Public Acceptance of Wastewater Reuse: New Evidence from Factor and Regression Analyses
Abstract
:1. Introduction
2. Literature Review
3. Materials and Methods
3.1. Al Ain City Water Resources: Water Supply and Wastewater
3.2. Questionnaire Design
- The first section investigates public acceptance for a wide range of wastewater application items, using a 5-levels Likert scale to measure the disagreement/agreement level (1 for Strongly Disagree, to 5 for Strongly Agree). Consistent and extending on related studies [19,20,21], 32 questions were used to cover the six main categories of applications: (i) industrial applications, (ii) non-food agriculture applications, (iii) home non-food applications, (iv) in the production of food agriculture, (v) as complement in water supply (for groundwater recharge or as water supply supplement), and, finally, (vi) in direct supply, either as potable water or water for ablution (wudu) for prayer.
- The following section examines participants’ knowledge about water use in Al Ain, and wastewater treatment and reuse. It also includes questions on respondents’ sources of information. In line with existing literature [19,33], six water and TWW awareness questions were included in the questionnaire, for each question, participants are presented with multiple choices, of which only one is the right answer.
- The third section consisted of a simple “Yes” or “No” question to investigate the respondents’ reasons for hesitation towards of wastewater recycling. The question on perceived risk associated with TWW reuse was drafted with careful consideration to the similar concepts reported in previous studies. Six perceived risks associated with TWW reuse were hence considered for the current study: (i) Presence of toxic chemical substances, (ii) Presence of pathogenic microorganisms, (iii) Unpleasant odors, (iv) Disgust by human waste, (v) Religious or ethical reasons, and a final category, (vi) “Others”, to specify, for any other reason. The respondents were asked to check all the reasons that influence their attitude.
- The last section collects (in nine questions) the participants’ relevant demographic and socio-economic information.
3.3. Sampling and Implementation
3.4. Data Analysis
4. Results
4.1. Awareness on Water and Wastewater Use & Sources of Information
4.2. Reasons for Hesitation Regarding Reuse of TWW: Risk Aversion vs. Yuck Factor
4.3. Attitude and Level of Acceptance for Various TWW Reuse Categories
4.4. Principal Components Analysis of TWW Acceptance of and Multilevel Regressions
4.4.1. Principal Components Analysis of Acceptance of TWW Reuse
- Direct consumption acceptance: This factor summarizes the attitude toward of the reuse of TWW in applications closely linked to human consumption, this applies to uses in water supply or direct uses as drinkable or ablution water, it also includes uses in food preparation, in aquaculture or for consumption by farm animals and pets.
- Indirect Consumption acceptance: This factor summarizes the attitude toward the use in six applications in food agriculture, as irrigation water to grow products destined for human consumption or animal feed.
- Non-food Agriculture acceptance: This factor summarizes the attitude toward all seven applications in non-food agriculture.
- Industrial acceptance: This factor summarizes the attitude toward of the reuse of TWW in industrial applications, it includes all listed applications except commercial laundries.
- Skin Contact acceptance: This factor relates the attitude toward of the reuse of TWW in most applications that involve skin or bodily contact; it includes all home applications, in addition to commercial laundries.
4.4.2. Multilevel Regressions
5. Discussion
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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2012 | 2013 | 2014 | 2015 | 2016 | |
---|---|---|---|---|---|
Emirate of Abu Dhabi | 1059.2 | 1083.5 | 1128.8 | 1153.6 | 1116 |
Al Ain | 286.4 | 293.4 | 294.4 | 316.4 | 296.7 |
2012 | 2013 | 2014 | 2015 | 2016 | |
---|---|---|---|---|---|
Total Capacity of Wastewater Treatment Plants | 65.3 | 112.7 | 81.7 | 81.7 | 82.4 |
Quantity of Treated Wastewater Generated | 55.9 | 59.1 | 67.6 | 67.6 | 65.3 |
Quantity of Treated Wastewater Reused | 66 | 64.6 | 63.7 | 51.5 | 54.8 |
Frequency | Percent | ||
---|---|---|---|
Gender | Female | 787 | 55.2 |
Male | 638 | 44.7 | |
Missing | 1 | 0.1 | |
Ethnicity | Non-National | 814 | 57.1 |
National | 591 | 41.4 | |
Missing | 21 | 1.5 | |
Age Group | 18–24 Years Old | 323 | 22.7 |
25–34 Years Old | 527 | 37.0 | |
35–44 Years Old | 390 | 27.3 | |
45–54 Years Old | 152 | 10.7 | |
55 or Over Years Old | 31 | 2.2 | |
Missing | 3 | 0.2 | |
Level of Education | Illiterate | 27 | 1.9 |
Elementary Diploma | 45 | 3.2 | |
Middle School Diploma | 67 | 4.7 | |
High School Diploma | 281 | 19.7 | |
College Associate Degree | 283 | 19.8 | |
University Bachelor Degree | 574 | 40.3 | |
Master or Above Graduate Degree | 146 | 10.2 | |
Missing | 3 | 0.2 | |
Sector of Employment | Self Employed | 139 | 9.7 |
Employed in Private Sector | 468 | 32.8 | |
Public Sector | 382 | 26.8 | |
Unemployed | 193 | 13.5 | |
Student | 229 | 16.1 | |
Others | 12 | 0.8 | |
Missing | 3 | 0.2 | |
Income | Less than 2500 Emirati Dirhams (AED) | 57 | 4.0 |
2501–5000 AED | 154 | 10.8 | |
5001–10,000 AED | 293 | 20.5 | |
10,001–20,000 AED | 341 | 23.9 | |
20,001–40,000 AED | 288 | 20.2 | |
40,001–60,000 AED | 182 | 12.8 | |
More than 60,001 AED | 93 | 6.5 | |
Missing | 18 | 1.3 | |
Marital Status | Single | 550 | 38.6 |
Married | 781 | 54.8 | |
Divorced | 54 | 3.8 | |
Widow | 27 | 1.9 | |
Missing | 14 | 1.0 | |
Child 5 years or less | No | 957 | 67.1 |
Yes | 469 | 32.9 |
Factor 1: Contamination Sensitivity | Factor 2: Disgust Factor | |
---|---|---|
Reasons for hesitation: | ||
Pathogenic Microorganism | 0.804 | |
Chemical Substances | 0.754 | |
Disgust by Human Waste | 0.690 | |
Odor | 0.358 | 0.635 |
Religious/Ethical Issues | 0.602 | |
Initial Eigenvalue | 1.355 | 1.242 |
% of variance explained | 27.11 | 24.84 |
N | S-D 1 (1) | D 1 (2) | NA-ND 1 (3) | Ag 1 (4) | S-Ag 1 (5) | Average | Total Approval | |
---|---|---|---|---|---|---|---|---|
Industrial applications | ||||||||
1. Firefighting | 1418 | 2% | 5% | 4% | 35% | 54% | 4.34 | 89% |
2. Offices toilet flushing | 1418 | 4% | 9% | 8% | 39% | 40% | 4.03 | 79% |
3. Construction | 1418 | 2% | 8% | 9% | 39% | 43% | 4.12 | 81% |
4. Commercial car-wash | 1411 | 4% | 12% | 13% | 38% | 33% | 3.85 | 71% |
5. Street cleaning | 1414 | 3% | 8% | 12% | 37% | 40% | 4.05 | 77% |
6. Commercial launderettes | 1413 | 13% | 18% | 15% | 28% | 26% | 3.36 | 54% |
Non Food Agriculture | ||||||||
1. Groundwater recharge agricultural Reuse | 1417 | 5% | 12% | 11% | 37% | 35% | 3.85 | 72% |
2. Forest irrigation | 1411 | 3% | 7% | 7% | 45% | 38% | 4.07 | 83% |
3. Landscape/sidewalks irrigation | 1414 | 3% | 6% | 8% | 45% | 37% | 4.07 | 82% |
4. Urban parks | 1418 | 3% | 8% | 12% | 44% | 33% | 3.94 | 77% |
5. Sport fields | 1413 | 3% | 10% | 13% | 40% | 34% | 3.92 | 74% |
6. Playgrounds | 1421 | 5% | 15% | 14% | 35% | 31% | 3.71 | 66% |
7. Industrial crops irrigation | 1419 | 5% | 11% | 14% | 37% | 34% | 3.83 | 70% |
Domestic | ||||||||
1. Home toilet flushing | 1419 | 6% | 16% | 12% | 30% | 36% | 3.74 | 66% |
2. Home washing machine/laundry | 1422 | 16% | 26% | 18% | 23% | 17% | 2.98 | 40% |
3. Recreational lake/swimming pool | 1416 | 20% | 28% | 19% | 20% | 14% | 2.79 | 33% |
4. Bathing | 1416 | 26% | 29% | 16% | 17% | 11% | 2.57 | 28% |
5. General cleaning | 1417 | 15% | 21% | 25% | 24% | 16% | 3.05 | 40% |
Food and Agricultural | ||||||||
1. Animal feed crops | 1414 | 9% | 18% | 11% | 37% | 25% | 3.50 | 62% |
2. Vegetables irrigation (edible) | 1419 | 17% | 25% | 12% | 27% | 19% | 3.06 | 46% |
3. Private garden irrigation | 1414 | 8% | 14% | 14% | 42% | 21% | 3.53 | 63% |
4. Orchard irrigation | 1415 | 9% | 16% | 15% | 40% | 21% | 3.47 | 60% |
5. Field crops irrigation | 1409 | 11% | 19% | 13% | 35% | 21% | 3.36 | 56% |
6. Date palm trees irrigation | 1409 | 12% | 18% | 12% | 36% | 21% | 3.37 | 58% |
7. Use in food processing industry | 1414 | 22% | 28% | 18% | 19% | 13% | 2.72 | 32% |
8. Domestic cooking purposes | 1414 | 28% | 29% | 16% | 15% | 11% | 2.51 | 26% |
9. Aquaculture/fish farms | 1413 | 16% | 25% | 24% | 22% | 13% | 2.92 | 35% |
10. For drinking by farm animals/pets | 1415 | 16% | 25% | 23% | 21% | 15% | 2.94 | 36% |
Water Supply Supplement | ||||||||
1. Groundwater recharge (drinking water) | 1420 | 24% | 23% | 19% | 19% | 15% | 2.79 | 35% |
2. Supplementing drinking water supply | 1417 | 28% | 22% | 22% | 17% | 11% | 2.62 | 28% |
Direct Supply and Wudu Application | ||||||||
1. Potable (drinkable) use | 1415 | 33% | 22% | 18% | 13% | 14% | 2.54 | 27% |
2. Ablution (wudu) for prayer | 1412 | 28% | 20% | 22% | 17% | 13% | 2.66 | 30% |
(a) | |||||
Factor | Average Acceptance | Number of Applications | Std. Deviation | Rank of Interaction | |
Direct consumption (PC1) | 2.67 | 8 | 0.17 | 5 | |
Indirect Consumption (PC2) | 3.37 | 6 | 0.18 | 3 | |
Non-food Agriculture (PC3) | 3.92 | 7 | 0.14 | 2 | |
Industrial (PC4) | 4.09 | 5 | 0.18 | 1 | |
Skin Contact (PC5) | 3.06 | 6 | 0.43 | 4 | |
Total | 3.37 | 32 | 0.59 | ||
(b) | |||||
Sum of Squares | df | Mean Square | F | Sig. | |
Between Groups | 9.156 | 4 | 2.289 | 40.645 | 0.000 |
Within Groups | 1.521 | 27 | 0.056 | ||
Total | 10.677 | 31 |
Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | Model 7 | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Risk Factor | Disgust Factor | Direct Consumption | Indirect Consumption | Non-Food Ag | Industrial | Skin Contact | ||||||||
B | Sig. | B | Sig. | B | Sig. | B | Sig. | B | Sig. | B | Sig. | B | Sig. | |
(Constant) | 0.422 | 0.029 | 0.727 | 0.000 | 0.520 | 0.006 | 0.164 | 0.423 | −0.182 | 0.370 | −0.236 | 0.265 | 0.379 | 0.061 |
Gov. Websites and Publ. | −0.264 | 0.000 | −0.209 | 0.001 | 0.186 | 0.004 | 0.104 | 0.135 | −0.110 | 0.110 | −0.104 | 0.148 | 0.069 | 0.315 |
TV and Radio | −0.006 | 0.918 | −0.270 | 0.000 | 0.003 | 0.964 | 0.193 | 0.002 | −0.069 | 0.262 | −0.007 | 0.912 | −0.008 | 0.893 |
School | −0.060 | 0.472 | −0.126 | 0.121 | 0.066 | 0.422 | −0.047 | 0.596 | −0.088 | 0.324 | −0.025 | 0.783 | −0.050 | 0.573 |
Newspaper | −0.182 | 0.004 | −0.275 | 0.000 | −0.070 | 0.261 | −0.047 | 0.483 | 0.082 | 0.221 | 0.004 | 0.952 | −0.054 | 0.413 |
Internet | −0.084 | 0.132 | −0.144 | 0.009 | 0.005 | 0.928 | 0.156 | 0.009 | 0.009 | 0.877 | −0.012 | 0.845 | 0.006 | 0.920 |
Social Media | −0.172 | 0.002 | −0.362 | 0.000 | −0.009 | 0.875 | −0.076 | 0.193 | 0.218 | 0.000 | 0.063 | 0.295 | −0.010 | 0.867 |
Social Discussions | −0.167 | 0.004 | −0.360 | 0.000 | −0.112 | 0.051 | 0.003 | 0.964 | −0.061 | 0.323 | −0.079 | 0.223 | −0.009 | 0.889 |
Gender | −0.052 | 0.355 | 0.072 | 0.193 | 0.250 | 0.000 | −0.147 | 0.013 | −0.019 | 0.748 | 0.010 | 0.874 | 0.097 | 0.100 |
Ethnicity | 0.451 | 0.000 | −0.245 | 0.000 | 0.474 | 0.000 | −0.244 | 0.001 | 0.127 | 0.073 | −0.075 | 0.308 | 0.255 | 0.000 |
Age Group | −0.139 | 0.000 | 0.010 | 0.742 | −0.090 | 0.005 | −0.016 | 0.636 | 0.117 | 0.001 | 0.042 | 0.238 | −0.006 | 0.873 |
Education | −0.038 | 0.098 | −0.032 | 0.149 | −0.105 | 0.000 | −0.017 | 0.494 | 0.040 | 0.099 | 0.023 | 0.360 | −0.090 | 0.000 |
Sector of Employment | −0.003 | 0.900 | −0.008 | 0.719 | −0.042 | 0.070 | −0.022 | 0.371 | 0.032 | 0.207 | −0.049 | 0.061 | −0.029 | 0.251 |
Income | −0.006 | 0.769 | 0.015 | 0.461 | −0.039 | 0.064 | −0.015 | 0.496 | −0.065 | 0.004 | 0.058 | 0.013 | 0.010 | 0.668 |
Marital Status | 0.147 | 0.007 | −0.039 | 0.464 | 0.079 | 0.139 | −0.013 | 0.816 | −0.118 | 0.040 | −0.017 | 0.771 | 0.002 | 0.971 |
Child_5_Or_Less | −0.122 | 0.050 | 0.063 | 0.298 | −0.122 | 0.045 | 0.055 | 0.405 | 0.119 | 0.070 | 0.075 | 0.268 | −0.001 | 0.984 |
Tot_Info_level | 0.036 | 0.083 | 0.038 | 0.062 | 0.122 | 0.000 | 0.132 | 0.000 | −0.015 | 0.483 | −0.018 | 0.413 | 0.015 | 0.490 |
Risk factor | 0.080 | 0.002 | 0.080 | 0.005 | −0.066 | 0.021 | −0.051 | 0.084 | 0.172 | 0.000 | ||||
Disgust factor | 0.159 | 0.000 | 0.113 | 0.000 | −0.020 | 0.502 | 0.020 | 0.508 | 0.040 | 0.166 |
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Chfadi, T.; Gheblawi, M.; Thaha, R. Public Acceptance of Wastewater Reuse: New Evidence from Factor and Regression Analyses. Water 2021, 13, 1391. https://doi.org/10.3390/w13101391
Chfadi T, Gheblawi M, Thaha R. Public Acceptance of Wastewater Reuse: New Evidence from Factor and Regression Analyses. Water. 2021; 13(10):1391. https://doi.org/10.3390/w13101391
Chicago/Turabian StyleChfadi, Tarik, Mohamed Gheblawi, and Renna Thaha. 2021. "Public Acceptance of Wastewater Reuse: New Evidence from Factor and Regression Analyses" Water 13, no. 10: 1391. https://doi.org/10.3390/w13101391
APA StyleChfadi, T., Gheblawi, M., & Thaha, R. (2021). Public Acceptance of Wastewater Reuse: New Evidence from Factor and Regression Analyses. Water, 13(10), 1391. https://doi.org/10.3390/w13101391