Journal of the NACAA
ISSN 2158-9429
Volume 14, Issue 2 - December, 2021

Editor:

Information Accessibility and Resource Usage by Aquaponic Stakeholders

Pattillo, D.A., Faculty Specialist, University of Maryland Extension
Cline, D.J., Associate Extension Professor, School of Fisheries, Aquaculture, and Aquatic Sciences, Auburn University
Hager, J.V., Research and Extension Associate, School of Aquaculture and Aquatic Sciences, Kentucky State University
Roy, L.A., Associate Extension Professor, School of Fisheries, Aquaculture, and Aquatic Sciences, Auburn University
Hanson, T.R., Professor and Extension Specialist, School of Fisheries, Aquaculture, and Aquatic Sciences, Auburn University

ABSTRACT

Aquaponics has gained considerable attention in the past several years, bringing many new stakeholders into the fold. As with any new industry there are unknowns making newcomers susceptible to misinformation. It is critical to provide high quality information on relevant topics in appropriate formats to promote success within the aquaponics industry. This study assesses usage of various informational resource outlets and accessibility of quality information in nine competency areas by different stakeholder groups. Quality information was perceived as ‘moderately accessible’ in general, although this varied by stakeholder group and topic. Information on marketing food products and financial record keeping generally had the lowest accessibility ratings overall. The most commonly utilized information sources overall were internet and videos, books and library, and classes and workshops. The most commonly desired information resources overall were other aquaponic growers, Extension agents, classes/workshops, Extension publications, and manufacturers/suppliers. The three most unused resources across all groups were friends and family, consultants, and social media. This study provides a guide for prioritizing efforts to inform and support aquaponic growers for content providers like academics, consultants, public agencies, and non-government organizations.


Introduction

Aquaponics is a growing field of agriculture that integrates fish and plant culture to promote food production, self-sufficiency, environmental sustainability, community enhancement, and profit (Love et al., 2014). The aquaponics industry is currently in a growth phase, with interest levels soaring and new production systems being developed around the world (Love et al., 2014). However, the initial excitement and hype has diminished due to a number of failures experienced by early adopters due in part to lack of access to quality information in critical areas (Linden and Fenn, 2003; Junge et al., 2017; König et al., 2018; Greenfeld et al., 2019; Turnsek et al., 2020). The cumulative effect of these failures is a distrust amongst growers, investors, and lending agencies resulting in constricted growth of the aquaponics industry.

 

With relatively few quality training opportunities in aquaponics it is important to provide relevant, timely, and credible educational resources to improve grower success (Genello et al., 2015; Greenfeld et al., 2019). This study surveyed aquaponic industry participants, namely hobbyists, producers and educators to 1) evaluate perceived accessibility of quality information in nine core competency areas, 2) evaluate usage of informational resources, and 3) provide recommendations for resource development. This assessment provides guidance for educational resource providers in support of the aquaponic industry.

 

 

Methods

The authors developed an online survey instrument that combined previous industry surveys (Love et al. 2014; Villarroel et al., 2016) and researcher-developed questions, with concepts recommended by Dillman (2007) and Fowler (2009). The question clarity and face validity were verified externally through the Aquaponics Association membership prior to final approval (IRB Protocol No: 19-544 EX 1912). Survey participants were solicited from social media, Extension contacts, and professional associations with a focus on aquaponics. The ‘snowball’ advertising method was used to expand the audience captured in the survey results by encouraging respondents to share the survey among their peers (Browne, 2005; Baltar and Brunet, 2012; Love et al., 2014). However, this method prevented the calculation of a reliable response rate because the number of potential respondents is unknow. This study represents a portion of a larger aquaponics industry survey conducted by Pattillo (2021) from December 2019 to June 2020. The full survey is available from Pattillo (2021), but the focus of the present study is the usage of certain information resources and the accessibility of content in core areas.

 

Core Competencies

Competency areas assessed were system design (SD), system construction (SC), system maintenance (SM), water chemistry (WC), fish health-disease (FHD), plant pest-disease-nutrient deficiencies (PPD), financial record keeping (FRK), marketing food products (MFP) and food safety (FS). Accessibility of quality information (A) in the nine core competency areas were rated as 1 = not, 2 = slightly, 3 = moderately, 4 = very, and 5 = extremely accessible. The composite accessibility score was calculated as the sum of ‘A’ ratings for respondents that rated all nine competency areas. The composite score provides an index of the respondent’s overall perceptions of aquaponic content accessibility, which was compared statistically among groups.

 

Informational Resource Usage

Survey respondents were presented with a list of informational resources and asked to sort them into one of three categories: ‘currently use’ (used), ‘want to use’ (desired), and ‘do not use’ (unused). Each information source could only be sorted into one category, and therefore were mutually exclusive. The frequency and proportion of respondent selections are reported by use category, resource type, and stakeholder group.

 

Statistical Analysis

Survey response data was compiled in Qualtrics XM (Provo, UT, USA) and analyzed in SPSS Statistic 26 (IBM, Armonk, NY, USA) and Excel (Microsoft 360, Redmond, WA, USA). After removing outliers and illogical responses, data characteristics were generalized using mean ± standard deviation (SD), median (M) and inter-quartile range (IQR), and proportions (e.g. percentage). One-way Analysis of Variance (ANOVA) with Tukey’s Post-Hoc test for pairwise comparisons (α = 0.05) detected differences between group means. Where necessary, data was transformed with the natural logarithm function to meet normality assumptions. Ordinal data was analyzed using the nonparametric Spearman’s correlation (ρ) to measure the strength (Evans, 1996) and nature of relationships between sets of variables with Bonferroni adjustment for multiple comparisons (α = 0.05/n) to reduce the risk of Type I error. Cronbach’s alpha (0.893) was calculated for Likert scaled accessibility data, indicating the responses were reliable (Habidin et al., 2015).

 

 

Results

 

Demographics and Background

Out of 378 respondents, 28% were hobbyists (n = 105), 41% were producers (n = 156), and 31% were educators (n = 117). The typical respondent was white/Caucasian (75%), male (80%), American (82%), 55 to 64 years of age (32%), and employed full time (62%), although many hobbyists (35%) and producers (18%) were retirees. Median years of aquaponic experience was 3 to 5 years for hobbyists, and 3 to 10 years for producers and educators. Eighty percent of respondents (N = 298) had some sort of training, with informal training (64%) being the most common overall, although  41% had work experience, and 24% had formal training. More detailed participant background information can be found in Pattillo (2021). The average number of training types selected (excluding non-trained respondents) was 1.3 ± 0.5 for hobbyists, which was significantly lower (p = 0.001) than producers (1.8 ± 0.7), but not different than educators (1.5 ± 0.7). Overall, the number of training sources used was weakly positively correlated (Evans, 1996) with years of aquaponic experience (ρ = 0.342, p < 0.001).

 

Overall, the most commonly selected interest areas were environmental sustainability and healthy food. Self-sufficiency, healthy food, fish, and education were also common interests, although this varied by stakeholder group. Of the 321 respondents, 57%, 21%, 15%, and 7% were in the operational, planning, researching, and construction phases, respectively. Overall, respondent progression through developmental stages (e.g. researching < planning < facility constructed < facility in operation) was significantly correlated with the number of years of experience (ρ = 0.370, p < 0.001), number of information sources used (ρ = 0.123, p = 0.041), and number of training sources used (ρ = 0.172, p = 0.009). The strength of these correlations varied by stakeholder group (Table 1).

 

Table 1. Spearman correlation coefficients between experience, training, and information resource utilization.

Hobbyist 1 2 3 4
1 Years of Aquaponic Experience --      
2 Number of Training Sources Used .415** --    
3 Number of Info Sources Used .357** .338* --  
4 Stage of Development .384** .016 .105 --
5 Composite Accessibility Score .213 .052 .219 .082
 
Producer 1 2 3 4
1 Years of Aquaponic Experience --      
2 Number of Training Sources Used .139 --    
3 Number of Info Sources Used .108 .245* --  
4 Stage of Development .467** .105 .152 --
5 Composite Accessibility Score .127 .019 .084 -.065
 
Educator 1 2 3 4
1 Years of Aquaponic Experience --      
2 Number of Training Sources Used .396** --    
3 Number of Info Sources Used .353** .302* --  
4 Stage of Development .282** .311* .111 --
5 Composite Accessibility Score .054 .125 .016 .185

*p ≤ 0.05, **p ≤ 0.005; Bonferroni adjustment for multiple correlations to minimize risk of Type I error. (α = 0.05/ = 0.005)

† Correlation strengths defined as very weak (0.0 < ρ < 0.19), weak (0.2 < ρ < 0.39), moderate (0.4 < ρ < 0.59), strong (0.6 < ρ < 0.79), or very strong (0.8 < ρ < 1.0) (Evans, 1996).

 

 

Core Competency Information Accessibility

The median information accessibility (A) rating was generally ‘moderately accessible’ (A = 3) (Figure 1). Hobbyists rated SD and SC highest (A = 4) and MFP lowest (A = 2). Producers rated all accessibility of aquaponic information topics similarly. Educators rated accessibility highest for WC (A = 4), and all others as moderate (A = 3). Composite accessibility scores were not significantly different among stakeholder groups (p > 0.121), with means ranging from 27.1 to 29.4 out of a potential score of 45. Overall, composite accessibility score was very weakly correlated (Evans, 1996)) with years of experience (ρ = 0.173, p = 0.002) and number of information resources used (ρ = 0.148, p = 0.015); however, this correlation was not detected by stakeholder group (Table 1).

 

Figure 1. Median accessibility of quality information ratings in nine core competency areas for aquaponic hobbyists, producers, and educators. Accessibility ratings based on a Likert scale where 1 = not, 2 = slightly 3 = moderately, 4 = very, and 5 = extremely accessible. Core competencies include System Design (SD), System Construction (SC), System Maintenance (SM), Water Chemistry (WC), Fish Health & Disease (FHD), Plant Pest, Disease, and Nutrient Deficiencies (PPD), Financial Record Keeping (FRK), Marketing Food Products (MFP), Food Safety (FS)

 

 

Information Resource Usage

The most commonly used information sources overall were internet and videos (87%), books and library (66%), and classes and workshops (57%) (Table 2). The average number of information sources used per respondent was significantly lower (p < 0.001) for hobbyists (4.4 ± 1.9) than producers (5.4 ± 2.1) and educators (5.5 ± 2.2). Overall, the number of information sources was significantly and positively correlated with years of aquaponic experience (r = 0.289, p < 0.001), number of training sources used (r = 0.347, p < 0.001) (Table 1). Table 3 provides a list of benefits and drawbacks for each of the information resource categories.

 

The most commonly desired information resources overall were other aquaponic growers (40%), followed by Extension agents (38%), classes/workshops (37%), Extension publications (36%), and manufacturers/suppliers (34%) (Table 2). Classes and workshops, as well as manufacturers / suppliers, were desired by hobbyists. Extension agents and publications were preferred by producers. Peer-reviewed journals were desired by hobbyists and producers, but currently in use by educators. Consultants were desired more commonly by hobbyists and educators than by producers. The average number of desired information sources was 3.0 ± 1.5 per hobbyist, 2.7 ± 1.3 per producer, and 2.6 ± 1.2 per educator, which were not significantly different (p > 0.05) among groups.

 

The top three unused resources across all groups were friends and family, consultants, and social media (Table 2). The average number of unused information sources was 3.0 ± 1.3 per hobbyist, 2.7 ± 1.4 per producer, and 2.7 ± 1.2 per educator, which were not significantly different (p > 0.05) between groups.

 

Table 2. Informational resources used by aquaponic hobbyists, producers, and educators.

  Hobbyist (n = 85) Producer (n = 127) Educator (n = 86)
Currently Used Resources  Count    %    Count    %    Count    %   
Internet/Videos 76 89 112 88 71 83
Books/Library 57 67 81 64 58 67
Classes/Workshops 39 46 80 63 52 60
Peer-Reviewed Journals 25 29 63 50 58 67
Other Growers 28 33 64 50 45 52
Social Media 44 52 63 50 36 42
Extension Publications 29 34 50 39 47 55
Manufacturers/Suppliers 32 38 61 48 28 33
Extension Agents 20 24 38 30 33 38
Consultants 5 6 44 35 21 24
Friends/Family 20 24 27 21 22 26
 
  Hobbyist (n = 69) Producer (n = 108) Educator (n = 73)
Desired Resources Count    %    Count    %    Count %
Other Growers 31 45 40 37 28 38
Extension Agents 26 28 46 43 24 33
Classes/Workshops 31 45 35 32 26 36
Extension Publications 24 35 44 41 22 30
Manufacturers/Suppliers 31 45 31 29 24 33
Consultants 22 32 25 23 22 30
Peer-Reviewed Journals 24 35 37 34 12 16
Books/Library 12 17 18 17 8 11
Social Media 4 6 10 9 6 8
Internet/Videos 1 1 8 7 6 8
Friends/Family 4 6 5 5 7 10
 
  Hobbyist (n = 72) Producer (n = 101) Educator (n = 73)
Unused Resources Count    %    Count    %    Count    %   
Friends/Family 41 57 72 71 46 63
Consultants 46 64 44 44 32 44
Social Media 24 33 40 40 35 48
Extension Agents 26 36 24 24 20 27
Manufacturers/Suppliers 10 14 22 22 21 29
Peer-Reviewed Journals 22 31 17 17 8 11
Extension Publications 17 24 19 19 8 11
Books/Library 9 13 17 17 10 14
Other Growers 12 17 10 10 4 5
Classes/Workshops 8 11 5 5 6 8
Internet/Videos 1 1 4 4 2 3

 

 

 

Table 3. Benefits and drawbacks of various information sources for aquaponics.

Information Resource Benefits Drawbacks
Peer-Reviewed Journals

High quality information

Peer-review accountability

Internet-based

Open access journals

Few publications available

Not always relevant

Hard to understand

Cost

Non-interactive

Extension Agents

Good information

Interactive

Provide hands-on assistance

Provide training

Networking potential

Few agents trained in aquaponics

Low local availability
Extension Publications

Good information

Easy to understand

Internet-based

High accessibility

Free of charge

Few publications available

Non-interactive

Not always relevant

Not well known

Variation in quality
Internet Videos

Internet-based

Highly accessible

Easy to understand

Free of charge

Potential for misinformation

Variation in quality

Non-interactive

Not always relevant
Social Media

Internet-based

Highly accessible

Interactive

Networking potential
Potential for misinformation
Friends and Family Interactive

Potential for misinformation

Not always relevant
Books and Library

Comprehensive

High quality information

Non-interactive

Not always relevant

Few publications available

Variation in quality
Workshops

Relevant information

Provide hands-on assistance

Provide training

Interactive

Networking potential

Cost

Variation in quality

Potential for misinformation
Consultants

Interactive

Relevant information

Networking potential

Cost

Variation in quality

Potential for misinformation
Suppliers

Interactive

Relevant information

Networking potential

Requires Purchase

Variation in quality

Potential for misinformation
Other Growers

Good information

Interactive

Relevant information

Networking potential

Low availability

Potential for misinformation

May not be willing to help

 


 

Discussion

 

Information Accessibility

Aquaponics is multifaceted, requiring a diverse skillset to be successful, which presents unique challenges during the early stages of development (Hart et al., 2013; Goddek et al., 2015; Greenfeld et al., 2020a). Many stakeholders pursue aquaponics as an expansion of their current interests in aquaculture or horticulture (Villarroel et al., 2016), which has implications for where they seek information. Lack of access to relevant and reliable information can cause growers to waste significant time and money learning system design and production techniques through trial and error. Newcomers may feel a naive sense of self-confidence in managing their system while their actual troubleshooting skills may be inadequate (Mchunu et al., 2018). This is likely related to a lack of awareness of true challenges (Cline, 2011) and the abundance of unvetted reference materials available online (Turnsek et al., 2020). Compared to other areas of agriculture, the number and ratio of internet searchable resources that are non-peer-reviewed compared to peer-reviewed is quite high for aquaponics (Linden and Fenn, 2003; Junge et al., 2017). At the time of this publication the ‘hype ratio’ (e.g. google search results : google scholar search results) for “aquaponics” is 967:1 compared to “hydroponics” (859:1), “aquaculture” (13:1), “horticulture” (37:1), “sustainable agriculture” (162:1), and “agriculture” (257:1).

 

As the industry grows and government awareness and regulation increase for aquaponic practitioners, the need for quality information to dispel myths also increases. None of the competency areas stood out as overwhelmingly accessible, indicating that stakeholders could benefit from informational resources on each topic. Deficiencies in accessibility for MFP, FRK, FHD, PPD, FS, and SC should be addressed for information resource development and presented appropriately for each stakeholder group.

 

Knowledge limitations exist for secondary (i.e. consultants, manufacturers, suppliers, and service providers) and tertiary groups (i.e. regulatory agencies, media, food retailers, consumers, animal rights groups, non-government organizations, and general public) (Campbell et al., 2015; Zugravu et al., 2016; Short et al., 2017; Miličić et al., 2017; Greenfeld et al., 2020a & b). Lack of awareness can negatively affect consumer willingness to pay more for safe, sustainable, and locally produced aquaponic products (Abbey, 2018; Yue et al., 2020). Consumer education could potentially be achieved through news sources as well as at the retail store level because consumers tend to display trust and preference in these outlets (Zugravu et al., 2016; Short et al., 2017). Also, as US granting agencies become more aware of aquaponics and its positive potential, research funding is becoming more available. Access to quality information is needed for all these groups.

 

 

Information Resource Usage

All stakeholders used multiple aquaponic information sources, with the most common being internet and videos, books and library, and classes and workshops. The theme among these resources is comprehensive coverage of topics and relevance for specific needs (Table 3). Flanagin and Metzger (2000) suggest that consumers find internet resources to be equally credible as television, radio, or magazines, yet there are concerns over the potential for inaccurate or biased information. Internet video accessibility, quality, shareability on social media, and entertainment value are likely the greatest contributing factors for their use (Yang, 2007). With the prevalent use of the internet and smart devices, the trend is towards short snippets of information rather than in-depth instructional content (Cheng et al., 2013). However, when stakeholders really need to dig into the details, they tend to triangulate the validity of information with trusted sources like books, peer-reviewed literature, research-based Extension resources, workshops and experienced farmers (Cooley and Parks-Yancy, 2019). Non-academic stakeholders may not have access to peer-reviewed literature, making resource utilization an access limitation. Further, the language used in scientific publications is often difficult to understand for the general public, requiring synopsis with broad audience appeal in Extension publications or trade articles. Credible information providers should focus on delivering content with the end user in mind, with attention to relevance, stylistic quality, appearance, media type, user interface, understandability, and organization (Wathen and Burkell, 2002; Yang, 2007; Lock and Seele, 2017; Nagy, 2018).

Desired resources were other growers, Extension agents, classes/workshops, Extension publications, and manufacturers/suppliers. Common themes in these resources were networking opportunities and content delivery with general audience appeal (Table 3). While other farmers and Extension agents were highly desired resources their less frequent use was likely either an awareness (Cline, 2011) or accessibility issue. Other farmers are likely to have the highest credibility because their experiences are directly relatable. Extension agents provide free information and feedback, but there are relatively few trained Extension professionals in aquaponics. Many of the current class/workshop training opportunities are not associated with accredited university programs, although some do exist.

The most unused resources by survey respondents included friends/family, consultants, and social media, whose lack of use is likely due to lower perceived quality and rigor of the information, and in the case of consultants, cost. The number of aquaponic information resources continue to increase, produced both by researchers and enthusiasts. Misinformation about best practices provided by so-called ‘experts’ on the internet promising high return on investment and minimal effort has led to failures for some start-up aquaponic businesses (Turnsek et al., 2020). As the rate of scientific research publications increases relative to other non-scientific resources, the “hype ratio” decreases (Junge et al., 2017). There is a need for free, credible information on aquaponics to be widely available and easily accessible.

 

 

Recommendations

Education and training opportunities to help newcomers could be very helpful during the startup phase, but due to the newness of aquaponics, these programs are relatively rare. Informal education opportunities such as workshops, seminars, field days, site visits, webinars, and internet videos are highly valued across groups. Internet resources, like YouTube videos, webinars, websites, and online publications are the most used and widely available sources of information. Yet hands-on learning and networking opportunities are typically preferred to reinforce aquaponic concepts. Because few training opportunities exist, travel expenses can limit program accessibility to would-be participants. Online alternatives, such as webinars and distance education classes, could be employed to reduce program cost and increase access and participation. Additionally, with the recent efforts to promote diversity, equity, and inclusion in educational programs, Extension agents must carefully consider their marketing strategy to ensure that their intended audience is reached.

From a design aspect, sources of credible information should focus on delivering content with emphasis on appearance, presentation, and usability (Wathen and Barkell, 2002; Yang, 2007). As online resources increase in number, dated and low production value content tend to be dismissed, regardless of the quality of the content. Media production professionals should be engaged to improve product quality. Extension personnel are encouraged to plan, budget, and collaborate appropriately when designing resources to ensure their usefulness and longevity.

To build a programmatic pipeline for stakeholder engagement, educators could initially focus their information delivery efforts on short, attention-catching videos to gain interest. Then users can be directed to more in-depth training opportunities like lectures, hands-on activities, site visits, and value stream exercises to impart knowledge, perspective, and confidence that aquaponic enterprises can be viable. A holistic suite of topics including system design, production, pest and disease management, harvesting, food safety, economics, and marketing would be a good starting point for content development. However, each program should be catered to the needs of the participants by surveying their knowledge and goals during the program planning stage. Workshops may vary in content, format, and cost by their duration, but a combination of technical knowledge and hands-on experience should be targeted.

Furthermore, building the aquaponics industry will require workforce development. Research and demonstration facilities, in conjunction with long-term high school or university education programs, could generate the necessary skilled labor pool. Additionally, there are few Extension educators trained in aquaculture and aquaponics (Swann and Morris, 2001). Train-the-trainer workshops and in-service training would be a great way to increase the number of teachers and Extension agents at US Land-grant universities with a background in aquaponics.

Regional aquaculture Extension contacts are typically aware of upcoming training opportunities featuring aquaponics, such as master gardener, 4-H, state, and regional aquaculture events. Nationally, the Aquaponics Association and the US Aquaculture Society host annual conferences featuring cutting edge research, community projects, commercial production, and education tracts to engage various stakeholder groups. Extension agents should be directly involved with each of these educational platforms.

The desire for other growers as an information resource was common in this study, and could be facilitated through educational programs like classes/workshops, webinars, online classes professional associations, and social media. Connections with social and professional aquaponic groups could provide a support network for new growers when they become discouraged during startup. Such associations could be influential in public education and affect government policy. Although social media can be a great platform for reaching broad and varied audiences, it is among the most unused resources. The low use of social media may be related to the perceived quality and rigor of these resources. The credibility of social media content can be improved if it comes from a reputable source, such as Extension, which should be pursued to ensure accurate and useful information is reaching intended audiences (Majid and Kanagasabai, 2007).

 

 

Conclusions

Education of aquaponic stakeholders is necessary for the future success of the industry (Goddek et al., 2015). Streamlining and standardization of practices to develop comprehensive guidelines for success should be pursued to enhance the learning timeline of stakeholders (Konig et al., 2018; Palm et al., 2018; Greenfeld et al., 2019). There are many options for informational resources, but matching content and format to stakeholder needs is critical. The role of Extension in facilitating information transfer and professional networking among growers is expected to increase. Train-the-trainer programs to strengthen the Extension knowledge and networks should be pursued into the future.

 

Acknowledgements

This project was supported by Agriculture and Food Research Initiative Competitive grant no. 2017-38420-26765 from the USDA National Institute of Food and Agriculture and by the Alabama Agricultural Experiment Station.

 


References

Abbey, M. (2018). Market Analysis and Productivity of Aquaponics in Minnesota. [Master’s Thesis, University of Minnesota]. http://hdl.handle.net/11299/202105.

Baltar, F. and I. Brunet. (2012). Social research 2.0: Virtual Snowball Sampling Method Using Facebook. Internet Research. 22(1), 57-74. https://doi.org/10.1108/10662241211199960.   

Browne, K. (2005). Snowball sampling: using social networks to research non-heterosexual women. International Journal of Social Research Methodology. 8(1), 47-60. https://doi.org/10.1080/1364557032000081663.

Campbell, N., L. Miller, and A. Reynolds. (2015). Identifying Aquaponics Information Gaps: An Examination of Educational Resources Available to Home Hobbyists in Minneapolis Garden Center Sites. University of Minnesota Aquaponics. https://aquaponics.umn.edu/sites/aquaponics.umn.edu/files/files/information-gaps.pdf.  

Cheng, X, J. Liu, and C. Dale. (2013). Understanding the Characteristics of Internet Short Video Sharing: A YouTube-Based Measurement Study. IEEE Transactions on Multimedia. 15(5), 1184-1194. https://doi.org/10.1109/TMM.2013.2265531.  

Cline, D.J. (2011). Perceptions of Alabama Science and Career Technology Teachers Concerning Teaching the Alabama Aquaculture Course of Study. [Doctoral Dissertation, Auburn University]. http://hdl.handle.net/10415/2711.

Cooley, D. and R. Parks-Yancy. (2019). The Effect of Social Media on Perceived Information Credibility and Decision Making. Journal of Internet Commerce. 18(3), 249-269. https://doi.org/10.1080/15332861.2019.1595362.

Dillman, D.A. (2007). Mail and Internet Surveys: The Tailored Design Method (2nd ed.). John Wiley & Sons.

Evans, J.D. (1996). Staightforward Statistics for the Behavioral Sciences. Brooks/Cole Publishing Company.

Flanagin, A.J. and M.J. Metzger. (2000). Perceptions of Internet Information Credibility. Journalism and Mass Communication Quarterly. 77(3), 515-540.  https://doi.org/10.1177/107769900007700304.

Fowler, F. J. (2009). Applied Social Research Methods: Survey research methods (4th ed.). Thousand Oaks, CA: SAGE Publications, Inc. https://dx.doi.org/10.4135/9781452230184.

Genello, L., J.P. Fry, J.A. Frederick, X. Li, and D.C. Love. (2015). Fish in the Classroom: A Survey of the Use of Aquaponics in Education. European Journal of Health & Biology Education. 4(2), 9-20. http://dx.doi.org/10.20897/lectito.201502.

Goddek, S., B. Delaide, U. Mankasingh, K.V. Ragnarsdottir, H. Jijakli, and R. Thorarinsdottir. (2015). Challenges of Sustainable and Commercial Aquaponics. MDPI Sustainability. 7, 4199-4224; https://doi.org/10.3390/su7044199.  

Greenfeld, A., N. Becker, J. Mcllwain, R. Fotedar, and J.F. Bornman. (2019). Economically Viable Aquaponics? Identifying the Gap Between Potential and Current Uncertainties. Reviews in Aquaculture. 11, 848-862. https://doi.org/10.1111/raq.12269

Greenfeld, A., N. Becker, J.F. Bornman, and D.L. Angel. (2020a). Identifying Knowledge Levels of Aquaponics Adopters. Environmental Science and Pollution Research. 27, 4536–4540. https://doi.org/10.1007/s11356-019-06758-8.

Greenfeld, A., N. Becker, J.F. Bornman, M.J. dos Santos, and D. Angel. (2020b). Consumer Preferences for Aquaponics: A Comparative Analysis of Australia and Israel. Journal of Environmental Management. 257, 109979 http://doi.org/10.1016/j.jenvman.2019.109979.

Habidin, N.F., A.F.M. Zubir, N.M. Fuzi, NA.M. Latip, and M.N.A. Azman. (2015). Sustainable Performance Measures for Malaysian Automotive Industry. World Applied Sciences Journal. 33(6), 1017-1024. DOI: 10.5829/idosi.wasj.2015.33.06.257.

Hart, E.R., J.B. Webb, and A.J. Danylchuk. (2013). Implementation of Aquaponics in Education: An Assessment of Challenges and Solutions. Science Education International, 24(4), 460-480. https://eric.ed.gov/?id=EJ1022306.

Junge, R., B. König, M. Villarroel, T. Komives, and M.H. Jijakli. (2017). Strategic Points in Aquaponics. MDPI Water. 9,182. https://doi.org/10.3390/w9030182

König, B., J. Janker, T. Reinhardt, M. Villarroel​, and R. Junge. (2018). Analysis of Aquaponics as an Emerging Technological Innovation System. Journal of Cleaner Production. 180, 232-243. http://doi.org/10.1016/j.jclepro.2018.01.037.

Linden, A. and J. Fenn. (2003). Understanding Gartner’s Hype Cycles, Strategic Analysis Report No. R-20-1971. Gartner Research, Inc. https://sites.google.com/a/paulohenrique.com/www/3606402_gg_understanding_gartners_hy.pdf.  

Lock, I. and P. Seele. (2017). Measuring Credibility Perceptions in CSR Communication: A Scale Development to Test Readers’ Perceived Credibility of CSR Reports. Management Communication Quarterly. 31(4), 584–613. https://doi.org/10.1177/0893318917707592.

Love, D.C., J.P. Fry, L. Genello, E.S. Hill, J.A. Frederick, X. Li, and K. Semmens. (2014). An International Survey of Aquaponic Practitioners. PLoS ONE. 9(7):e102662. https://doi.org/10.1371/journal.pone.0102662.

Majid, S. and D. Kanagasabai. (2007). Information Source Preference for Project Work by Primary School Students. Library Review. 56(1), 24-33. https://doi.org/10.1108/00242530710721998.  

Mchunu, N., G. Lagerwall, and A. Senzanje. (2018). Aquaponics in South Africa: Results of a National Survey. Aquaculture Reports. 12, 12-19. http://doi.org/10.1016/j.aqrep.2018.08.001.

Miličić, V., R. Thorarinsdottir, M. Dos Santos, and M. Turnsek Hančič. (2017). Commercial Aquaponics Approaching the European Market: To Consumers’ Perceptions of Aquaponics Products in Europe. MDPI Water. 9(2), 80. https://doi.org/10.3390/w9020080.

Nagy, J. (2018). Evaluation of Online Video Usage and Learning Satisfaction: An Extension of the Technology Acceptance Model. International Review of Research in Open and Distributed Learning. 19 (1). https://doi.org/10.19173/irrodl.v19i1.2886

Palm, H.W., U. Knaus, S. Appelbaum, S. Goddek, S.M. Strauch, T. Vermeulen, M.H. Jijakli, and B. Kotzen. (2018). Towards Commercial Aquaponics: A Review of Systems, Designs, Scales and Nomenclature. Aquaculture International. 26, 813-842. http://doi.org/10.1007/s10499-018-0249-z.

Pattillo, D.A. (2021). Needs Assessment and Practical Solutions for the Aquaponics Industry. [Doctoral Dissertation, Auburn University]. https://etd.auburn.edu//handle/10415/7618

Short, G. C. Yue, N. Anderson, C. Russell, and N. Phelps. (2017). Consumer Perceptions of Aquaponic Systems. HortTechnology. 27(3), 358-366. https://doi.org/10.21273/HORTTECH03606-16.  

Swann, L and J.E. Morris. (2001). A White Paper on the Status and Needs of Aquaculture Extension Outreach for the North Central Region. NCRAC White Papers. 8. https://lib.dr.iastate.edu/ncrac_whitepapers/8/.

Turnsek, M., A. Joly, R. Thorarinsdottir, and R. Junge. (2020). Challenges of Commercial Aquaponics in Europe: Beyond the Hype.  MDPI Water. 12, 306; https://doi.org/10.3390/w12010306.

Villarroel, M. ,R. Junge, T. Komives, B. König, I. Plaza, A. Bittsánszky, and A. Joly. (2016). Survey of Aquaponics in Europe. MDPI Water. 8, 468. https://doi.org/10.3390/w8100468.

Wathen, C.N. and J. Burkell. (2002). Believe it or Not: Factors Influencing Credibility on the Web. Journal of the American Society for Information Science and Technology. 53(2), 134-144. https://doi.org/10.1002/asi.10016.  

Yang, K.C.C. (2007). Factors Influencing Internet User’ Perceived Credibility of News-related blogs in Taiwan. Telematics and Informatics. 24(2), 69-85. https://doi.org/10.1016/j.tele.2006.04.001.

Yue, C., Z. Vickers, J. Wang, N.O. Anderson, L. Wisdorf, J. Brady, M. Schermann, N. Phelps, and P. Venturelli. (2020). Consumer Acceptability of Aquaponically Grown Basil. HortScience. 55(6), 841-850. https://doi.org/10.21273/HORTSCI14831-20.

Zugravu, A.G., M. M. T. Rahoveanu, A. T. Rahoveanu, M. S. Khalel, and M. A. R. Ibrahim. (2016). The Perception of Aquaponics Products in Romania. International Conference “Risk in Contemporary Economy”. http://ssrn.com/abstract=3427989.