Completing the food waste management loop: Is there market potential for value-added surplus products (VASP)?
Abstract
Addressing the social, environmental and economic consequences of food waste has become an urgent issue for governments and industry stakeholders. This study investigates the factors influencing consumer acceptance of novel value-added surplus products (VASP) which could advance industry action to reduce food waste. Consumers’ perceptions and potential acceptance of VASP is under-explored in the academic literature. A survey with a panel of 687 consumers in Australia and the UK was conducted to examine the factors that influence consumers’ willingness to buy VASP and to identify potential consumer segments. Almost half of the participants are willing to buy VASP, such as a vegetable powder, a snack and a fermented product, with Australian respondents being more likely to buy these types of foods (47%, 51% and 44%) than respondents in the UK (43%, 49% and 39%). Consumers who are price conscious, convenience oriented, status seeking and concerned about the consequences of food waste are more willing to buy VASP than others. Cluster analysis reveals two consumer segments that show promise for the targeted marketing of VASP: the ‘status and convenience seeker’, which is a larger segment in Australia (76%) than in the UK (59%), and the ‘price and environmentally conscious’ consumer, which is larger in the UK (41%) than in Australia (24%). Respondents generally rank ‘other-oriented’ benefits, such as farmers’ welfare, as more important drivers of purchasing than ‘self-oriented’ benefits, such as healthy food. The results not only advance the theoretical understanding about consumer acceptance and segmentation of novel products, but also provide a valuable indication of the market potential of VASP, along with positioning strategies to assist marketers and policy makers in preventing pre-consumption food waste.
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Written from the paper’s full text.
TL;DR
A survey of 687 consumers in Australia and the UK finds market potential for value-added surplus products (VASP), with about half willing to buy vegetable powder and snack VASP and about 40% willing to buy a fermented VASP. Acceptance is driven by food-waste concern, status seeking, convenience orientation, and partially price consciousness, and two consumer segments emerge.
Key findings
- Willingness to buy VASP was higher in Australia than the UK: for vegetable powder, snack, and fermented product, Australian respondents were 47%, 51%, and 44% willing versus UK respondents at 43%, 49%, and 39%; Australian mean willingness was 4.23 versus UK 3.96 (diff = .27, p < 0.01), so Hypothesis 5 was not supported.
- Awareness of food waste consequences, status seeking, and convenience orientation had significant positive relationships with willingness to buy all three VASP types; price consciousness was significantly positive only for the vegetable snack, so Hypothesis 2 was partially supported.
- Cluster analysis identified two segments: “status and convenience seekers” (Australia 76%, UK 59%) and “price and environmentally conscious” consumers (UK 41%, Australia 24%). In the UK, status and convenience seekers showed significantly higher acceptance for all three VASP types; in Australia the two clusters did not differ significantly.
- In both countries, consumers ranked other-oriented benefits, such as helping farmers, as more important than self-oriented benefits, such as healthy food or good price.
Methods
- Online panel survey of consumers in Australia and the UK; 689 were surveyed and 687 analyzed after removing missing data (329 Australian, 358 UK), using quota sampling by gender, age, and income.
- Three hypothetical VASP product scenarios were used: a vegetable powder made from 100% whole carrot, a vegetable snack made from 20% broccoli, and a fermented vegetable product; willingness to buy was measured on a seven-point scale, and motivational scales were adapted from prior studies.
- Analysis included factor analysis, OLS regression, T-tests, and cluster analysis using Ward’s method with the Calinski–Harabasz pseudo-F index in STATA 12.0.
Limitations
- The paper states that respondents were not asked to compare VASP with conventional fresh produce; the study focuses on behavioral/attitudinal factors for a hypothetical vegetable-based novel food with a healthy image, and future work should test taste, eating habits, visual appearance, texture, brand name, labelling, and situational factors, as well as use qualitative, experimental, and tasting designs.
- The paper states that findings are not directly generalizable to the developing world, although VASP may find acceptance in developing markets with price-conscious consumers.
- Evident from the text: the sample came from an online panel, the Australian sample had more female (69%) than male participants while the UK sample had equal numbers, and the VASP products were hypothetical, so stated willingness may not equal actual purchase.
Model-written summary. Check it against the paper before relying on it.
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Claims the paper makes
0 of 33 cited sources checked · 0 supported · 0 flagged
- Findingown data
In both countries, consumers rank other-oriented factors as more important than self-oriented factors when asked why they would like to buy VASP.
“Results in Table 8 show that in both countries, consumers rank other-oriented factors as more important than self-oriented factors when asked why they would like to buy VASP.”
Quote in the paperNot a substantial claim - Findingown data
Australian consumers are significantly more willing to buy VASP than UK consumers (AU: 4.23; UK: 3.96; diff = .27; p < 0.01).
“A T-test comparing the acceptance level between Australia and the U.K. shows Australian consumers are significantly more willing to buy VASP (AU: 4.23; UK: 3.96; diff = .27; p < 0.01)”
Quote in the paperNot a substantial claim - Findingown data§ 8. Conclusion
Consumer acceptance of VASP is positively related to consumers' awareness of food waste consequences.
“Consumer acceptance of VASP is positively related to consumers' price consciousness, convenience orientation, status seeking and awareness of food waste consequences.”
Quote in the paperSubstantial claim - Findingown data
In Australia the status and convenience seekers rank healthy food as more important than the price and environmentally conscious group.
“When comparing the two clusters, in Australia the status and convenience seekers rank healthy food as more important than the price and environmentally conscious group.”
Quote in the paperNot a substantial claim - Findingown data
Gender is significant, with males being less likely to purchase VASP than females.
“Gender is significant, with males being less likely to purchase VASP than females.”
Quote in the paperNot a substantial claim
- Findingown data§ 8. Conclusion
Consumer acceptance of VASP is positively related to consumers' price consciousness.
“Consumer acceptance of VASP is positively related to consumers' price consciousness, convenience orientation, status seeking and awareness of food waste consequences.”
Quote in the paperSubstantial claim - Findingown data§ 8. Conclusion
Consumer acceptance of VASP is positively related to consumers' status seeking.
“Consumer acceptance of VASP is positively related to consumers' price consciousness, convenience orientation, status seeking and awareness of food waste consequences.”
Quote in the paperSubstantial claim - Findingown data
Around 50% of consumers in Australia and the U.K. are willing, very willing or extremely willing to purchase two types of VASP, the vegetable powder and snacks made from surplus food.
“The results in Figure 1 reveal that around 50% of consumers in Australia and the U.K. are willing, very willing or extremely willing to purchase two types of VASP, the vegetable powder and snacks made from surplus food.”
Quote in the paperSubstantial claim - Findingown data§ 8. Conclusion
Consumer acceptance of VASP is positively related to consumers' convenience orientation.
“Consumer acceptance of VASP is positively related to consumers' price consciousness, convenience orientation, status seeking and awareness of food waste consequences.”
Quote in the paperSubstantial claim - Findingown data
The four factors do not have significantly different impacts across the two countries.
“None of the interactions show any significant result, suggesting that the four factors do not have significantly different impacts across the two countries.”
Quote in the paperSubstantial claim - Findingown data
Fewer consumers (around 40%) are keen on purchasing the fermented baby product made from surplus food.
“Fewer consumers (around 40%) are keen on purchasing the fermented baby product made from surplus food.”
Quote in the paperNot a substantial claim - Findingown data
Price consciousness shows a significantly positive relationship with willingness to buy only for the vegetable snack.
“Hypothesis 2 is partially supported because price consciousness shows a significantly positive relationship with willingness to buy only for the vegetable snack.”
Quote in the paperSubstantial claim - Findingown data
The 2-cluster solution emerges as the best solution as it shows the greatest pseudo-F value (100.17 for the Australian sample and 129.94 for the UK sample).
“The 2-cluster solution shown in Table 5 emerges as the best solution as it shows the greatest pseudo-F value (100.17 for the Australian sample and 129.94 for the UK sample).”
Quote in the paperSubstantial claim - Findingown data
In Australia the two clusters do not show significant differences in relation to consumers' acceptance of VASP.
“Results show that in Australia the two clusters do not show significant differences in relation to consumers' acceptance of VASP”
Quote in the paperSubstantial claim - Findingown data§ 8. Conclusion
Two segments are identified from a cluster analysis: the 'status and convenience seekers' and the 'price and environmentally conscious consumers'.
“Two segments are identified from a cluster analysis, the 'status and convenience seekers' and the 'price and environmentally conscious consumers'.”
Quote in the paperSubstantial claim - Findingown data
In the UK the status and convenience seekers show significantly higher level of acceptance towards VASP for all three types of VASP than the price and environmentally conscious.
“while in the UK the status and convenience seekers show significantly higher level of acceptance towards VASP for all three types of VASP than the price and environmentally conscious.”
Quote in the paperSubstantial claim - Premisecitation§ 1. Introduction
Only one study has investigated consumers' use of cues and perceptions of VASP.
“To our knowledge, only one study investigated consumers' use of cues and perceptions of VASP (see Bhatt et al., 2018)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bhatt et al., 2018 source
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- Premisecitation§ Abstract
Consumers' perceptions and potential acceptance of VASP is under-explored in the academic literature.
“Consumers' perceptions and potential acceptance of VASP is under-explored in the academic literature.”
- Also stated in: § 1. Introduction · plain
“consumers' perception and potential acceptance of VASP is under-explored in the academic literature.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bhatt et al., 2018 source
Not checked in the free run.
- Also stated in: § 1. Introduction · plain
- Premisecitation
Consumers may be reluctant to consume VASP as they may perceive them as waste or destined for the trash bin.
“consumers may be reluctant to consume VASP as they may perceive them as waste or destined for the trash bin (Bhatt et al., 2018).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bhatt et al., 2018 source
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- Premisecitation§ 3. Theory
Consumers who are environment conscious and feel guilty about food waste are likely to respond to advertising appeals that link the purchasing of pro-environmental products with the welfare of the society.
“There is evidence that consumers who are environment conscious and feel guilty about food waste are likely to respond to advertising appeals that link the purchasing of pro-environmental products with the welfare of the society (Yang et al., 2015).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Yang et al., 2015 source
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- Premisecitation§ 3. Theory
Consumers tend to have positive attitudes towards pro-environmental products when such products highlight benefits to others.
“consumers tend to have positive attitudes towards pro-environmental products when such products highlight benefits to others (Yang et al., 2015).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Yang et al., 2015 source
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- Interpretationown data
Hypothesis 5 is not supported.
“so, hypothesis 5 is not supported.”
Quote in the paperNot a substantial claim - Interpretationown data
The same four motivators are appropriate for market segmentation in Australia and the U.K.
“Such results confirm the appropriateness of using the same four motivators for market segmentation in Australia and the U.K.”
Quote in the paperSubstantial claim - Interpretationown data
VASP could be more appealing to Australian consumers who are younger and with higher income.
“Such results suggest that VASP could be more appealing to Australian consumers who are younger and with higher income.”
Quote in the paperSubstantial claim - Premisecitation
The use of online consumer panels is considered a valid and reliable data source for social science research when compared with conventionally sourced data.
“The use of online consumer panels is becoming increasingly common in food waste studies (Stancu et al., 2016) and panels are considered to be a valid and reliable data source for social science research (Birau and Faure, 2018) when compared with conventionally sourced data (Walter et al., 2018).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Birau and Faure, 2018
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- cites Walter et al., 2018
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- Premisecitation§ 3. Theory
Convenience has an immense impact on food choice.
“Evidence has shown that convenience has an immense impact on food choice (Buckley et al., 2007).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Buckley et al., 2007 source
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- Premisecitation
Vegetables are one of the main foods wasted both in the UK and Australia.
“These product scenarios solely focused on vegetables because they are one of the main foods wasted both in the UK (De Laurentiis et al., 2018) and Australia (Hamilton et al., 2005).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites De Laurentiis et al., 2018 source
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- cites Hamilton et al., 2005
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- Interpretationreasoning
VASP tend to be more attractive for U.K. female consumers who are younger and have more family members than others.
“These results suggest that VASP tend to be more attractive for U.K. female consumers who are younger and have more family members than others.”
Quote in the paperNot a substantial claim - Study design and conductcitation
Cronbach's α for the factors ranges from .723 to .887, providing evidence for acceptable internal consistency.
“As Table 1 shows, the Cronbach's α for the factors ranges from .723 to .887, providing evidence for acceptable internal consistency (Field, 2013).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Field, 2013
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- Interpretationreasoning§ 6. Discussion and Implications
VASP may also be very attractive to status seeking consumers.
“Due to its pro-social stance emanating from food waste reduction campaigns along with its innovative processing method, VASP may also be very attractive to the status seeking consumers.”
Quote in the paperNot a substantial claim - Interpretationown data§ 6. Discussion and Implications
The results show a market potential for VASP.
“The results show a market potential for VASP.”
Quote in the paperSubstantial claim- Rests on an assumption: Commercialization of VASP will not be possible without consumers' acceptance.
- Interpretationown data§ 6. Discussion and Implications
Acceptance of novel VASP and engagement with ethical behaviors are multifactorial.
“Drawing from the wider literature on ethical and sustainable consumption, this study shows that acceptance of novel VASP and engagement with ethical behaviors are multifactorial.”
Quote in the paperSubstantial claim - Interpretationcitation§ 6. Discussion and Implications
VASP could also attract the convenience-oriented consumers.
“VASP could also attract the convenience-oriented consumers (Aschemann-Witzel et al., 2018) since several factors contribute to convenience, such as being quick and easy to eat, and fitting in with consumers' domestic routines and busy lives (Jackson and Viehoff, 2016).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Aschemann-Witzel et al., 2018 source
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- cites Jackson and Viehoff, 2016
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- Interpretationcitation§ 6. Discussion and Implications
VASP could appeal to environmentally conscious consumers.
“In line with other studies, this study shows VASP could appeal to environmentally conscious consumers (De Hooge et al., 2017; Loebnitz et al., 2015).”
Quote in the paperSubstantial claim0 of 2 sources checked
- May combine two claims. 25
- Classified as probably not a substantial claim. 20
May combine two claims.
Findingown dataIn the UK sample, willingness to buy VASP is positively related to household size, but negatively related to age.
“In the UK sample, willingness to buy VASP is positively related to household size, but negatively related to age.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThere is a significant, positive relationship between awareness of food waste consequences, status seeking, convenience orientation, and willingness to buy three types of VASP.
“There is a significant, positive relationship between awareness of food waste consequences, status seeking, convenience orientation, and willingness to buy three types of VASP, supporting Hypotheses 1, 3 and 4.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown data§ 6. Discussion and ImplicationsThe status and convenience seekers segment is younger and holds a full-time or part-time job.
“For the status and convenience seekers who are younger and holding a full-time or part-time job, messages could highlight the novelty and convenient attributes of the product, use status appeals and celebrity endorsement to create a positive social image.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn both Australia and the UK, most status and convenience seekers are young (below 40), have a full-time or part-time job, and more have a larger family size (more than 3 members).
“Most of Cluster 1 (status and convenience seekers) are young (below 40 yr old), have a full-time or part-time job, and more of them have a larger family size (more than 3 family members)”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn the Australian sample, willingness to buy VASP is positively related to income (for the vegetable snack only), but negatively related to age (for all VASP product scenarios).
“In the Australian sample, willingness to buy VASP is positively related to income (for the vegetable snack only), but negatively related to age (for all VASP product scenarios).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ 6. Discussion and ImplicationsThe price and environmentally conscious segment includes older consumers and many are not working.
“The price and environmentally conscious segment includes older consumers and many are not working.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown data§ AbstractIn Australia, status and convenience seekers comprise 76% and price and environmentally conscious comprise 24%.
“the 'status and convenience seeker', which is a larger segment in Australia (76%) than in the UK (59%), and the 'price and environmentally conscious' consumer, which is larger in the UK (41%) than in Australia (24%).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThere are slightly more consumers with a degree and above among the price and environmentally conscious than among the status and convenience seekers in the two countries.
“There are slightly more consumers with a degree and above among the price and environmentally conscious than among the status and convenience seekers in the two countries.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ 6. Discussion and ImplicationsThe cluster analysis reveals two segments which were similar in both countries, i.e. status and convenience seekers and price and environmentally conscious.
“The cluster analysis reveals two segments which were similar in both countries, i.e. status and convenience seekers and price and environmentally conscious.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown data§ 6. Discussion and ImplicationsThe two consumer segments identified in the study (status and convenience seekers; price and environmentally conscious consumers) have different motives and demographic profiles.
“The two segments have different motives and demographic profiles.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown data§ AbstractIn the UK, status and convenience seekers comprise 59% and price and environmentally conscious comprise 41%.
“the 'status and convenience seeker', which is a larger segment in Australia (76%) than in the UK (59%), and the 'price and environmentally conscious' consumer, which is larger in the UK (41%) than in Australia (24%).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn both Australia and the UK, most price and environmentally conscious consumers are older (40 or above), do not have a job, and more have a smaller family size (1-3 members).
“while Cluster 2 (price and environmentally conscious) are older (40 yr old or above), do not have a job, and more of them have a smaller family size (1-3 household members) in both Australia and the UK.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Premisecitation§ 3. TheoryVASP are considered pro-environmental products because their main purpose is the reduction of food waste.
“VASP are considered pro-environmental products because their main purpose is the reduction of food waste (Bhatt et al., 2018).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bhatt et al., 2018 source
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Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 3. TheoryStatus seeking drives consumers to purchase conspicuous products to enhance their sense of self and social image, or own personal sense of taste.
“According to signaling theory (Griskevicius et al., 2010), status seeking drives consumers to purchase conspicuous products to enhance their sense of self and social image, or own personal sense of taste (O'Cass and McEwen, 2004).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Griskevicius et al., 2010 source
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- cites O'Cass and McEwen, 2004
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Interpretationnone given§ 3. TheoryConsumers who are price conscious will perceive VASP as a value-for-money choice and react positively.
“It is argued that consumers who are price conscious will perceive VASP as a value-for-money choice and react positively.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationThe promotion of VASP may help meet multiple policy goals of reducing food waste, improving public health and reducing greenhouse gas emissions associated with food waste.
“The promotion of VASP may help meet multiple policy goals of reducing food waste, improving public health and reducing greenhouse gas emissions associated with food waste (Miller and Welch, 2013), through waste valorization (Kourmentza et al., 2018).”
Quote in the paperSubstantial claim0 of 2 sources checkedMay combine two claims.
PremisecitationMore food is wasted in the pre-consumption and production phase than in any other phase of the food lifecycle, particularly for horticultural commodities in Europe and Australia.
“More food is wasted in the pre-consumption and production phase than in any other phase of the food lifecycle (Bhatt et al., 2018) particularly for horticultural commodities in Europe (Beretta et al., 2013) and Australia (McKenzie et al., 2017).”
Quote in the paperSubstantial claim0 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 8. ConclusionMilligan and Cooper (1985) evaluate 30 stopping rules, singling out the Calinski-Harabasz index and the Duda-Hart index as two of the best rules.
“Milligan and Cooper (1985) evaluate 30 stopping rules, singling out the Calinski–Harabasz index and the Duda–Hart index as two of the best rules.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Milligan and Cooper (1985)
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Study design and conductown dataThe Australian sample has more female (69%) than male participants, while there are equal numbers of males and females in the UK sample.
“The Australian sample, has more female (69%) than male participants, while there are equal numbers of males and females in the UK sample.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductcitationInternet access in both countries is very high, with a penetration rate of 87% for Australia and 95% for the United Kingdom in 2017, therefore the bias towards households with internet access is minimal.
“Internet access in both countries is very high, with a penetration rate of 87% for Australia and 95% for the United Kingdom in 2017 (World Bank, 2017), therefore, the bias towards households with internet access is minimal.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites World Bank, 2017
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Study design and conductreasoningQuota sampling was employed by taking into account gender, age and income to ensure a diverse and comparable sample across the two countries.
“To ensure a diverse and comparable sample across the two countries, quota sampling was employed by taking into account gender, age and income.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 7. Limitations and Future ResearchDeveloping countries also waste large quantities of food.
“Developing countries also waste large quantities of food (FAO, 2019).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites FAO, 2019
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PremisecitationHealth benefits were highlighted in all three product scenarios because labeling VASP foods to align with consumers' health consciousness is critical in increasing acceptance.
“In all the three product scenarios, health benefits were highlighted since labeling VASP foods to align with consumers' health consciousness is critical in increasing acceptance (Bhatt et al., 2018).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bhatt et al., 2018 source
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Study design and conductnone given§ 7. Limitations and Future ResearchThe survey respondents were not asked to compare VASP with conventional, fresh produce.
“The survey respondents were not asked to compare VASP with conventional, fresh produce.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe survey participants are diverse in terms of income, education, age and employment characteristics.
“Overall, the survey participants are diverse in terms of income, education, age and employment characteristics.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Premisecitation§ 6. Discussion and ImplicationsThere are multiple types of sustainability-conscious consumers with different expectations, attitudes, and demographics.
“Such results are in line with the general food marketing literature, which suggests that there are multiple types of sustainability-conscious consumers with different expectations, attitudes, and demographics, and companies should implement targeted strategies instead of a”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Balderjahn et al., 2018 source
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Premisecitation§ 7. Limitations and Future ResearchThe prevalence of obesity is growing fast in developing countries, with experts calling for an increase in vegetable intake and higher quality, nutritious foods.
“Although these findings are not directly generalizable to the developing world, VASP may find acceptance in developing markets where large clusters of price-conscious consumers are likely to exist and the prevalence of obesity is growing fast, with experts calling for increase in vegetable intake and higher quality, nutritious foods (Popkin et al., 2012).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Popkin et al., 2012 source
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Study design and conductown dataAfter removing participants with missing data, a total of 329 Australian and 358 UK responses were analyzed.
“After removing participants with missing data, a total of 329 Australian and 358 UK responses were analyzed.”
Quote in the paperSubstantial claimMay combine two claims.
Premisecitation§ 3. TheoryThe two markets Australia and the UK are culturally similar as they both belong to the Anglo countries group and their pro-environmental attitudes will be similar.
“drawing from the Hofstede model of national cultures (Hofstede et al., 2010), the two markets are culturally similar as they both belong to the Anglo countries group (House et al., 2004) and their pro-environmental attitudes will be similar (Gifford and Nilsson, 2014).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Hofstede et al., 2010
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- cites House et al., 2004
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- cites Gifford and Nilsson, 2014
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Study design and conductcitationAlmost all AVE values are above the suggested threshold; values above 0.7 are considered good, while a value of 0.5 is acceptable.
“Almost all AVE values are above the suggested threshold (Fornell and Larcker, 1981); values above 0.7 are considered good, while a value of 0.5 is acceptable.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Fornell and Larcker, 1981 source
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Interpretationown data§ 8. ConclusionThe data from consumers in Australia and the UK, which are culturally similar, shows the market feasibility of VASP, a novel product that may help reduce food waste.
“The data from consumers in Australia and the UK, which are culturally similar, shows the market feasibility of VASP, a novel product that may help reduce food waste.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe factor analysis of the 19-item scales resulted in a 5-factor solution.
“The factor analysis of the 19-item scales resulted in a 5-factor solution, the loading of which is shown in Table 1.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
Interpretationcitation§ 7. Limitations and Future ResearchVASP may find acceptance in developing markets where large clusters of price-conscious consumers are likely to exist.
“Although these findings are not directly generalizable to the developing world, VASP may find acceptance in developing markets where large clusters of price-conscious consumers are likely to exist and the prevalence of obesity is growing fast, with experts calling for increase in vegetable intake and higher quality, nutritious foods (Popkin et al., 2012).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningItems with high internal reliability (Cronbach's alphas) were selected from previous studies.
“To achieve the highest quality responses, items with high internal reliability (Cronbach's alphas) were selected from previous studies (see Table 1).”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown data§ 6. Discussion and ImplicationsAustralian consumers are significantly more willing to buy VASP than UK consumers, which might be explained by their higher level of awareness of food waste consequences (5.15 vs. 5.00, p<0.05) and concern about price (5.23 vs. 4.93, p<0.001).
“A comparison between Australia and UK shows that Australian consumers are significantly more willing to buy VASP than UK consumers, which might be explained by their higher level of awareness of food waste consequences (5.15 vs. 5.00, the difference is significant at p<0.05) and concern about price (5.23 vs. 4.93, the difference is significant at p<0.001).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationreasoning§ 3. TheoryNovel VASP, if provided as a plant-based snack or cracker in or outside of the home, will enable the consumer to consume them easily and conveniently.
“Novel VASP, if provided as a plant-based snack or cracker in or outside of the home (i.e. while exercising, at work or school), will enable the consumer to consume them easily and conveniently.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Study design and conductnone given§ 8. ConclusionAll procedures performed in studies involving human participants were in accordance with the ethical standards of the authors' institution and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.
“All procedures performed in studies involving human participants were in accordance with the ethical standards of the authors' institution and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
Commercialization of VASP will not be possible without consumers' acceptance.
“Given that the commercialization of VASP will not be possible without consumers' acceptance, this study aims to examine consumers' willingness to buy novel VASP by identifying promising consumer segments as well as shedding light on purchasing motivations.”
The paper relies on this without support.
There is little evidence that status seeking can successfully predict willingness to buy VASP.
“There is little evidence that status seeking can successfully predict willingness to buy VASP.”
The paper relies on this without support.
Consumers' willingness to buy VASP, as measured by the survey, indicates actual market potential for VASP.
“The results show a market potential for VASP.”
The paper relies on this without support.
Health-conscious individuals are likely to consume fresh or raw produce rather than processed products.
“Health-conscious individuals are likely to consume fresh or raw produce rather than processed products.”
The paper relies on this without support.
Consumers who have a specific liking of broccoli will be more likely to buy VASP made from broccoli surplus, but not willing to buy VASP made from other ingredients.
“For example, consumers who have specific liking of broccoli will be more likely to buy VASP made from broccoli surplus, but not willing to buy VASP made from other ingredients.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Consumers with a high level of education and a high income level are inclined to choose upcycled foods.
“Consumers with a high level of education [61] and a high income level [65] are inclined to choose upcycled foods.”
From Challenges for Upcycled Foods: Definition, Inclusion in the Food Waste Management Hierarchy and Public Acceptability (2021) · cites this paper as [65]
The citation to this paper is attached to the high-income part of the sentence, not the education claim. The Results (§5.2; page unavailable) find that income is positively related to willingness to buy VASP only for the vegetable snack in the Australian sample. The claim omits those limits and generalizes the finding to upcycled foods and consumers overall. (LLM, conf=0.90)
Experimental — accuracy not yet measuredIndividuals who are concerned about the consequences of food waste and those who are aware of their own food waste generation are motivated to choose upcycled foods.
“Additionally, individuals who are concerned about the consequences of food waste [65] and those who are aware of their own food waste generation [22] are also motivated to choose this type of food.”
From Challenges for Upcycled Foods: Definition, Inclusion in the Food Waste Management Hierarchy and Public Acceptability (2021) · cites this paper as [65]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Convenience orientation is not significant for all three products
MajorThe results describe a significant positive relationship with willingness to buy all three VASP types. In the pooled regressions, convenience orientation is marked significant at p<0.05 only for the vegetable snack; the powder and fermented-product coefficients have no significance marks.
“There is a significant, positive relationship between awareness of food waste consequences, status seeking, convenience orientation, and willingness to buy three types of VASP, supporting Hypotheses 1, 3 and 4.”
“| Convenience orientation | 0.1+ (0.1) | 0.08 (0.08) | 0.14* (0.14) | 0.08 (0.08) | 0.09 (0.09) | 0.08 (0.08) | 0.14+ (0.14) | 0.07 (0.07) | 0.15+ (0.15) | 0.13 (0.13) | 0.16+ (0.16) | 0.16+ (0.16) |”
UK clusters do not differ significantly in price consciousness
MinorThe paper characterizes the second cluster in both countries as having significantly higher price consciousness. In the UK, Table 5 gives nearly identical scores of 4.93 and 4.94 and marks their difference as nonsignificant.
“The second cluster is featured by significantly higher price consciousness and environment consciousness, which is categorized as "price and environmentally conscious".”
“| Price consciousness | 4.93 | 4.94 | -.02 |”
Australian age effect is not significant for every product
MinorTable 4 marks the Australian age coefficients significant for the vegetable snack and fermented product, but not for the vegetable powder. The statement that age is negatively related to willingness for all product scenarios overstates those results.
“In the Australian sample, willingness to buy VASP is positively related to income (for the vegetable snack only), but negatively related to age (for all VASP product scenarios).”
“| Age | -0.14*** (-0.14) | -0.14** (-0.14) | -0.11** (-0.11) | -0.15*** (-0.15) | -0.12* (-0.12) | -0.09 (-0.09) | -0.13* (-0.13) | -0.13* (-0.13) | -0.14** (-0.14) | -0.18** (-0.18) | -0.08 (-0.08) | -0.16** (-0.16) |”
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Driving Management of Novel Foods: A Network Analysis Approach
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Exploring the Opportunities and Challenges of ICT-Mediated Food Sharing in Japan
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Why should we try upcycled food? An exploratory study in East Asian and Western contexts
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Accessing Supermarket Shelves: Retail Category Managers Advice to Upcycled Food Manufacturers
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From Scraps to Sweets: Perceptions of Food Healthfulness and the Acceptance of Upcycled Foods
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- Authors
- McCarthy, B., Kapetanaki, A. B., & Wang, P.
- Affiliations
- James Cook University (AU)
- University of York (GB)
- James Cook University Singapore (SG)
- Corresponding author
- McCarthy, Breda
- Venue
- Journal of Cleaner Production
- Publisher
- Elsevier BV
- Published
- 2020-05
- Volume
- 256
- Pages
- 120435
- ISSN
- 0959-6526 (ISSN-L)
- OpenAlex
- W3004769327
- Semantic Scholar
- af6f017e72d13ba41383a8dda9cbfe31db1678ca
- Cited by
- 91
- References
- 91
- Citations by year
- 2026: 6 · 2025: 23 · 2024: 15 · 2023: 15 · 2022: 18 · 2021: 10 · 2020: 4
- FWCI
- 7.62
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Cleaner Production (publishedVersion)
- White Rose Research Online (University of Leeds, The University of Sheffield, University of York) (acceptedVersion)
- ResearchOnline at James Cook University (James Cook University) (submittedVersion)
- Topics
- Life Sciences › Agricultural and Biological Sciences › Food Science › Food Waste Reduction and Sustainability
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Consumer Attitudes and Food Labeling
- Life Sciences › Agricultural and Biological Sciences › Plant Science › Organic Food and Agriculture
- Keywords
- food waste, consumer acceptance, customer segmentation, purchase intention, novel foods, food waste reduction, consumer purchasing behaviour, price sensitivity, status seeking, environmental concern, market potential, product positioning
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