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Circular practices in the hospitality sector regarding food waste

Journal of Cleaner Production, 2024

Marcelo Cardenas, Bruno Schivinski, Linda Brennan

Journal of Cleaner Production, volume 472, article 143452, September 2024 (online 23 August 2024)

  • Open access
  • Systematic literature review
  • 51 studies
  • PRISMA
  • Food waste
  • Hospitality
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Keywords
  • circular economy
  • sustainable behaviour
  • food waste
  • hospitality
  • sustainability
  • circular practices
  • food waste hierarchy
  • food waste prevention
  • plate waste
  • restaurants
  • hotels
  • food surplus redistribution
  • upcycled food
  • nudges and environmental interventions
  • SDG 12.3
  • research agenda
  • theory of planned behaviour
  • systematic literature review
  • PRISMA
  • SPIDER framework
  • conventional content analysis
  • Covidence

Research on cutting food waste in restaurants, hotels and other hospitality businesses has grown fast since 2020 and shows that circular practices work, but it concentrates on preventing, minimising and recycling waste and rarely explains what drives customers to take part. This review of 51 studies maps the field and sets a research agenda.

Key findings

  1. Research on circular food waste practices in hospitality is recent. Of 51 studies published between 2014 and August 2023, 48 (94.1%) appeared from 2020 onwards, mostly in Q1 journals (84.3%), with Sustainability (9) and British Food Journal (6) publishing the most (Cardenas et al., 2024).
  2. Circular practices reduce food waste and encourage sustainable customer behaviour. Practices such as smaller portions, menu planning, nudges, visual reminders, upcycled food, take-away of leftovers and food redistribution reduce food waste; one communication intervention cut food waste by 30% (Cardenas et al., 2024).
  3. Most research targets prevention, minimisation and recycling. Mapped onto the food waste hierarchy, the studies focus on preventing, minimising and recycling food waste, while reusing, recovery and disposal practices receive far less attention (Cardenas et al., 2024).
  4. Who wastes food in hospitality differs by age, income and other traits. Younger, lower-educated, higher-income, single and travelling customers tend to waste more food, while perceived behavioural control and social norms help customers reduce plate waste (Cardenas et al., 2024).
  5. Theory is used in only 37% of the studies. Nineteen of the 51 studies used a theory, most often the theory of planned behaviour (7 studies); the review calls for broader theories, more explanatory research and studies in less-developed countries (Cardenas et al., 2024).

At a glance

Design
Systematic literature review following PRISMA, with the SPIDER framework and conventional content analysis
Search
Nine databases (ProQuest, EBSCOhost, Scopus, Web of Science, Google Scholar, Emerald, Wiley, Sage, Taylor & Francis); studies from 1 January 2014 to 22 August 2023
Screening
4,704 records; 1,350 duplicates removed; 3,354 screened by title and abstract; 69 full texts assessed; 51 studies included
Analysis
Profile of the studies (year, journal, country, establishment, design, research type) and eight themes, classified by the six levels of the food waste hierarchy

Figure 1. Systematic literature review procedure

IdentificationScreeningEligibilityIncludedRecords identified: 4,704Databases (n = 9):ProQuest, EBSCOhost, Scopus,Web of Science, Google Scholar,Emerald, Wiley, Sage, Taylor & FrancisRecords removed before screening:duplicates (n = 1,350)Records screened by title and abstract(n = 3,354)Records excluded (n = 3,285)Full-text articles assessed for eligibility(n = 69)Full-text articles removed with reasons(n = 18)Full-text articles included in the review(n = 51)Studies published between 1 January 2014 and 22 August 2023; screening following PRISMA, in Covidence.
Redrawn from Figure 1 of the article (PRISMA flow, produced in Covidence).

Figure 2. Selected studies by year of publication

20232023: 1717 (33.3%)20222022: 1313 (25.5%)20212021: 1414 (27.5%)20202020: 44 (7.8%)20192019: 11 (2.0%)20182018: 11 (2.0%)20172017: 11 (2.0%)Number of the 51 selected studies by year of publication (Figure 2 of the article); percentages of 51.
Redrawn from Figure 2 of the article; 48 of the 51 studies appeared from 2020 onwards.

Figure 3. Geographical scope of the selected studies

Others (one study each)Others (one study each): 1414 (27.5%)Comparative studyComparative study: 1212 (23.5%)ItalyItaly: 66 (11.8%)United StatesUnited States: 33 (5.9%)AustraliaAustralia: 22 (3.9%)ChinaChina: 22 (3.9%)IndonesiaIndonesia: 22 (3.9%)MalaysiaMalaysia: 22 (3.9%)TaiwanTaiwan: 22 (3.9%)ThailandThailand: 22 (3.9%)TurkeyTurkey: 22 (3.9%)United KingdomUnited Kingdom: 22 (3.9%)Others: Finland, Lebanon, Switzerland, Denmark, Cyprus, Russia, Slovenia, New Zealand, Spain, India, Canada, Portugal, Peru, Brazil (Figure 3 of the article).
Redrawn from Figure 3 of the article. Comparative studies used data from two or more countries.

Figure 4. Type of establishment studied

Multiple establishmentsMultiple establishments: 1616 (31.4%)RestaurantRestaurant: 1212 (23.5%)Food surplus redistributionFood surplus redistribution: 88 (15.7%)HotelHotel: 77 (13.7%)University canteenUniversity canteen: 44 (7.8%)Food serviceFood service: 22 (3.9%)BakeryBakery: 11 (2.0%)CateringCatering: 11 (2.0%)Type of establishment studied in the 51 selected studies (Figure 4 of the article).
Redrawn from Figure 4 of the article.

Figure 5. Research design of the selected studies

QuantitativeQuantitative: 2222 (43.1%)QualitativeQualitative: 2121 (41.2%)Mixed methodsMixed methods: 55 (9.8%)ExperimentExperiment: 33 (5.9%)Research design of the 51 selected studies (Figure 5 of the article).
Redrawn from Figure 5 of the article.

Figure 6. Research type of the selected studies

ExploratoryExploratory: 2727 (52.9%)ExplanatoryExplanatory: 1616 (31.4%)DescriptiveDescriptive: 66 (11.8%)Descriptive and explanatoryDescriptive and explanatory: 22 (3.9%)Research type of the 51 selected studies (Figure 6 of the article).
Redrawn from Figure 6 of the article.

Tables

Table 1. Examples of practices in the food waste hierarchy

Sets of practices Examples
1. Prevention Just-in-time ordering systems (Lefadola et al., 2018); menu planning (Wu and Teng, 2022); rethinking purchasing strategies (e.g., timing, food quantities, types of food) (Filimonau et al., 2019)
2. Minimisation Portion control (McGrath, 2021); reducing plate sizes (Papargyropoulou et al., 2019); limiting over preparing (Cicatiello and Franco, 2020); being aware of activities that can lead to ruined/unusable food (McGrath, 2021)
3. Reusing Practices related to being creative with existing ingredients before buying new ones (Reynolds et al., 2020)
4. Recycling Redistributing to charities (Giordano et al., 2020); secondary uses (Paltrinieri et al., 2022); pickling and preserving (Joardder, 2019)
5. Recovery Sensory testing (Wellton and Öström, 2022); refreshing vegetables (Lombardi and Costantino, 2021)
6. Disposal Life cycle analyses, regenerative disposal, composting (Soma, 2021)

Table 5. Socio-demographic variables influencing food waste

Variable Study selection findings Reference
Age Older people tend to waste less food than younger people. Gallagher et al., 2022; Pandey et al., 2023; Wang et al., 2021
Education level Individuals with a higher education level are more likely to waste less food. Wang et al. (2021)
Income Individuals who possess higher income tend to waste more food. Goodman-Smith et al., 2020; Secondi et al., 2020
Gender Based on gender, individuals adopt different strategies to reduce food waste. Gallagher et al., 2022; Pandey et al., 2023
Relationship status Single individuals are more likely to waste more food than people with married individuals. Secondi et al., 2020; Wang et al., 2021
National identity National identity influences food waste behaviour. People tend to be less concerned about preventing food waste when travelling. Gallagher et al., 2022; Grasso et al., 2023; Orea-Giner and Fusté-Forné, 2023; Wang et al., 2021

Some studies covered various socio-demographic variables and were listed in multiple columns.

Table 6. Challenges in research agenda themes to guide future studies

Research agenda theme Research challenges
Theme 1: Increase the scope of food waste research Developing innovative study models to evaluate practices aimed at preventing food waste, to be applied and tested in diverse contexts. Conducting balanced comparative studies in both developed and less developed settings to ascertain the impact of circular practices on food waste reduction. Identifying context-specific factors that influence or impede food waste, thereby establishing a benchmark for comparative analyses with analogous countries.
Theme 2: Expanding the use of mediators and moderators Developing research models incorporating theoretical or practical input from different disciplines to expand understanding of circular practices and food waste. Analysing the food waste system to identify circular practices utilised in addressing food waste. Determining the necessary parameters for implementing circular practices to mitigate food waste, thereby guiding the implementation of these practices to achieve optimal results.
Theme 3: Enhance the evaluation of strategies to mitigating food waste Developing comprehensive study models, including actual implementation in hospitality contexts, to determine the relationship between circular practices and food waste. Retrieving the outcomes and insights from applying circular practices to reduce food waste to guide future applications and identify potential areas for improvement. Identifying the antecedents and consequences derived from the application of circular practices to assist the development of food waste reduction strategies.
Theme 4: Broadening the use of theories to conduct research Undertaking comprehensive system wide studies using a flexible theoretical framework to better understand food waste and develop effective strategies to tackle it. To identify elements of the food waste hierarchy that present the greatest opportunities for substantive change. Examining apposite theories to explore inter-multi-cross-disciplinary elements of food waste behaviour within the food waste system. Developing measurement and well-founded theoretical frameworks that can be sued to predict and influence food waste behaviours in multiple levels of the food waste system and the food waste hierarchy.
Table 4. Journals publishing articles about food waste and circular practices in the hospitality industry
Scholarly journal Number of publications Journal rank SJR (2023) H-index (2023)
British Food Journal 6 Q1 0.8 102
Food Quality and Preference 3 Q1 1.13 152
Foods 3 Q1 0.87 97
Journal of Cleaner Production 3 Q1 2.06 309
Journal of Foodservice Business Research 2 Q2 0.57 37
Journal of Retailing and Consumer Services 2 Q1 2.99 143
Resources, Conservation & Recycling Advances 2 Q1 2.03 21
Sustainability 9 Q1 0.67 169
Agriculture 1 Q1 0.61 66
Appetite 1 Q1 1.27 178
Cogent Social Sciences 1 Q2 0.68 27
Heliyon 1 Q1 0.62 88
Industrial Marketing Management 1 Q1 2.71 177
International Journal of Culture, Tourism and Hospitality Research 1 – – –
International Journal of Hospitality Management 1 Q1 2.92 169
International Journal of Sustainability in Higher Education 1 Q1 0.83 77
Italian Sociological Review 1 Q2 0.27 9
Journal of Food Products Marketing 1 Q2 0.59 40
Journal of International Food and Agribusiness Marketing 1 Q2 0.41 31
Journal of Marketing Research 1 Q1 5.98 202
Journal of Services Marketing 1 Q1 1.21 124
Journal of Small Business and Enterprise Development 1 Q1 0.79 86
Journal of Sustainable Tourism 1 Q1 2.82 140
Resources, Conservation & Recycling 1 Q1 2.77 196
Scandinavian Journal of Hospitality and Tourism 1 Q1 0.99 58
Science of the Total Environment 1 Q1 2 353
Sustainability: Science, Practice and Policy 1 Q1 1.47 36
Waste Management 1 Q1 1.73 220
World Food Policy 1 – – –
Total 51

Journal rank, SJR and H-index from Scimago Journal and Country Rank (2023). Order as printed.

Table B. List of articles that met all inclusion criteria
Study Geographical scope Research design Research type Journal
Ahmed et al. (2021) Malaysia Qualitative Exploratory Sustainability
Amicarelli et al. (2022) Comparative Study (Italy and Romania) Qualitative Exploratory International Journal of Culture, Tourism and Hospitality Research
Auwalin et al. (2022) Indonesia Quantitative Descriptive and Explanatory Sustainability: Science, Practice and Policy
Batat (2021) Lebanon Qualitative Exploratory Journal of Services Marketing
Berti et al. (2021) Italy Qualitative Exploratory Agriculture
Bhatt et al. (2021) United States Experiment Explanatory Journal of Food Products Marketing
Börühan and Ozbiltekin-Pala (2022) Turkey Qualitative Exploratory British Food Journal
Cordova-Buiza et al. (2022) Peru Quantitative Descriptive Sustainability
Coskun and Yetkin Ozbuk (2020) Turkey Quantitative Explanatory Waste Management
de Morais Watanabe et al. (2023) Comparative Study (Brazil and the United States) Quantitative Descriptive and Explanatory Journal of International Food and Agribusiness Marketing
de Rezende Alvares et al. (2022) Brazil Mix Methods Descriptive World Food Policy
de Visser-Amundson et al. (2021) Comparative Study (Netherlands and the United States) Experiment Explanatory Journal of Marketing Research
de Visser-Amundson et al. (2023) Comparative Study (Netherlands and the United States) Experiment Explanatory Food Quality and Preference
Demetriou (2022) Cyprus Qualitative Exploratory Cogent Social Sciences
Di Pierro et al. (2023) Comparative Study (Italy, Sweden, Spain, United States, Singapore, France, and Belgium) Quantitative Exploratory Science of the Total Environment
Erälinna and Szymoniuk (2021) Finland Mix Methods Explanatory Sustainability
Filimonau and Ermolaev (2021) Russia Qualitative Exploratory Journal of Cleaner Production
Fraccascia and Nastasi (2023) Italy Quantitative Exploratory Resources, Conservation and Recycling Advances
Fragapane and Mortara (2022) Italy Qualitative Exploratory Italian Sociological Review
Fraj-Andrés et al. (2023) Spain Qualitative Exploratory British Food Journal
Gallagher et al. (2022) Comparative Study (Italy and Ireland) Quantitative Explanatory Food Quality and Preference
Goh et al. (2022) Indonesia Qualitative Exploratory British Food Journal
Goodman-Smith et al. (2020) New Zealand Quantitative Exploratory Sustainability
Grasso et al. (2023) Comparative Study (China and the United States) Quantitative Exploratory Journal of Cleaner Production
Gričar and Šugar (2021) Slovenia Quantitative Explanatory Sustainability
Hellali and Koraï (2023) Canada Quantitative Explanatory Food Quality and Preference
Higgins-Desbiolles and Wijesinghe (2019) Australia Qualitative Descriptive Journal of Sustainable Tourism
Huang et al. (2023) Comparative Study (France, Germany, United Kingdom, Spain, Italy, Switzerland, Denmark, Sweden, Belgium, Netherlands, Norway, Slovenia, Ireland, Finland, Estonia, Portugal, Croatia, Austria, Luxembourg, Japan, Hong Kong, Taiwan, Thailand, China, Macau, South Korea, and the United States) Qualitative Exploratory Journal of Foodservices Business Research
Iraldo et al. (2017) Italy Quantitative Explanatory Journal of Small Business and Enterprise Development
Kattiyapornpong et al. (2023) Thailand Qualitative Exploratory Sustainability
Kirmani et al. (2023) India Quantitative Explanatory Journal of Retailing and Consumer Services
Ko and Hong (2023) Taiwan Mix Methods Exploratory International Journal of Sustainability in Higher Education
Lopes et al. (2022) Portugal Quantitative Explanatory Sustainability
Lu and Ko (2023) Taiwan Quantitative Exploratory Foods
Mahasuweerachai and Suttikun (2022) Thailand Quantitative Explanatory Sustainability
Makov et al. (2023) United Kingdom Quantitative Exploratory Resources, Conservation and Recycling
Mars (2022) United States Qualitative Exploratory Sustainability
Närvänen et al. (2021) Comparative Study (Finland, United Kingdom, Germany, and Bulgaria) Qualitative Exploratory Industrial Marketing Management
Ng and Sia (2023) Malaysia Quantitative Explanatory International Journal of Hospitality Management
O’Connor (2021) Australia Mix Methods Explanatory Resources, Conservation and Recycling Advances
Orea-Giner and Fusté-Forné (2023) Comparative Study (Spain, Venezuela, Romania, and China) Qualitative Descriptive British Food Journal
Pandey et al. (2023) Denmark Quantitative Exploratory Foods
Paparella et al. (2023) Comparative Study (Italy, Denmark, Finland, United Kingdom, Portugal, Germany, France, Netherlands, United States, Bulgaria, and Canada) Qualitative Exploratory Heliyon
Secondi et al. (2020) Italy Quantitative Exploratory British Food Journal
Sert et al. (2018) Italy Qualitative Descriptive British Food Journal
Smith and Harvey (2021) United Kingdom Qualitative Descriptive Appetite
Sorin and Sivarajah (2021) Comparative Study (Denmark, Finland, and Norway) Qualitative Exploratory Scandinavian Journal of Hospitality and Tourism
Stirnimann and Zizka (2022) Switzerland Qualitative Exploratory Journal of Foodservices Business Research
Talwar et al. (2021) United States Mix Methods Explanatory Journal of Retailing and Consumer Services
Tsai et al. (2020) China Quantitative Explanatory Foods
Wang et al. (2021) China Quantitative Exploratory Journal of Cleaner Production
Table C. Classification of studies based on the food waste hierarchy
Theme Prevention Minimisation Reusing Recycling Recovery Disposal
(i) Factors contributing to food waste in the hospitality industry Amicarelli et al., 2022; Cordova-Buiza et al., 2022; Filimonau and Ermolaev, 2021; Huang et al., 2023 Cordova-Buiza et al., 2022; Coskun and Yetkin Ozbuk, 2020; de Morais Watanabe et al., 2023; Goodman-Smith et al., 2020; Gričar and Šugar, 2021; Lu and Ko, 2023; Stirnimann and Zizka, 2022; Wang et al., 2021 Gričar and Šugar, 2021; Wang et al., 2021 Gričar and Šugar (2021)
(ii) Socio-demographic factors and customer food waste in hospitality settings Gallagher et al., 2022; Goodman-Smith et al., 2020 Orea-Giner and Fusté-Forné, 2023; Wang et al., 2021 Gallagher et al., 2022; Orea-Giner and Fusté-Forné, 2023 Goodman-Smith et al., 2020; Pandey et al., 2023; Secondi et al., 2020
(iii) Psychosocial factors and customer food waste in hospitality settings de Visser-Amundson et al., 2023; Fraj-Andrés et al., 2023; Hellali and Koraï, 2023; Iraldo et al., 2017; Orea-Giner and Fusté-Forné, 2023; Paparella et al., 2023 Coskun and Yetkin Ozbuk, 2020; Mahasuweerachai and Suttikun, 2022 Gallagher et al. (2022) Fraccascia and Nastasi, 2023; Iraldo et al., 2017; Kirmani et al., 2023; Makov et al., 2023; Paparella et al., 2023; Talwar et al., 2021
(iv) Social norms and customer food waste in hospitality settings Coskun and Yetkin Ozbuk, 2020; de Visser-Amundson et al., 2021; Grasso et al., 2023 Börühan and Ozbiltekin-Pala, 2022; Eralinna and Szymoniuk, 2021; Tsai et al., 2020 Gallagher et al. (2022) Fraccascia and Nastasi, 2023; Kirmani et al., 2023; Pandey et al., 2023
(v) Factors influencing managers’ intentions to implement food waste reduction practices in hospitality settings Goh et al., 2022; Iraldo et al., 2017; Kattiyapornpong et al., 2023; Lu and Ko, 2023; Ng and Sia, 2023; Stirnimann and Zizka, 2022 O’Connor (2021) Batat, 2021; de Rezende Alvares et al., 2022; Demetriou, 2022; O’Connor, 2021
(vi) Encouraging food waste reduction by using environmental interventions Cordova-Buiza et al., 2022; Filimonau and Ermolaev, 2021; Mars, 2022 Amicarelli et al., 2022; Eralinna and Szymoniuk, 2021; Filimonau and Ermolaev, 2021; Higgins-Desbiolles and Wijesinghe, 2019; Kattiyapornpong et al., 2023 Di Pierro et al. (2023)
(vii) Circular economy strategies to reduce food leftovers applied in the hospitality sector Ahmed et al., 2021; Amicarelli et al., 2022; Cordova-Buiza et al., 2022; de Morais Watanabe et al., 2023; de Visser-Amundson et al., 2021; Iraldo et al., 2017; Kattiyapornpong et al., 2023; Ko and Hong, 2023; Lopes et al., 2022; Mars, 2022; Ng and Sia, 2023; Stirnimann and Zizka, 2022 Ahmed et al., 2021; de Morais Watanabe et al., 2023; Ko and Hong, 2023; Ng and Sia, 2023 de Visser-Amundson et al., 2021; Lu and Ko, 2023 Berti et al., 2021; Demetriou, 2022; Fragapane and Mortara, 2022; Higgins-Desbiolles and Wijesinghe, 2019; Kirmani et al., 2023; Makov et al., 2023; Smith and Harvey, 2021; Talwar et al., 2021 de Rezende Alvares et al., 2022; de Visser-Amundson et al., 2021 Ahmed et al., 2021; Börühan and Ozbiltekin-Pala, 2022; de Rezende Alvares et al., 2022; O’Connor, 2021
(iii) Theories used to study food waste in the hospitality sector [sic; theme viii] Ahmed et al., 2021; Coskun and Yetkin Ozbuk, 2020; Fraj-Andrés et al., 2023; Goh et al., 2022; Lu and Ko, 2023; Ng and Sia, 2023; Orea-Giner and Fusté-Forné, 2023 Ahmed et al., 2021; Auwalin et al., 2022; Coskun and Yetkin Ozbuk, 2020; de Morais Watanabe et al., 2023; Mahasuweerachai and Suttikun, 2022; Ng and Sia, 2023; Orea-Giner and Fusté-Forné, 2023; Tsai et al., 2020 Gallagher et al., 2022; Lu and Ko, 2023; O’Connor, 2021; Orea-Giner and Fusté-Forné, 2023 Berti et al., 2021; Fraccascia and Nastasi, 2023; Kirmani et al., 2023; O’Connor, 2021; Pandey et al., 2023; Talwar et al., 2021 Ahmed et al., 2021; O’Connor, 2021

Several studies covered different aspects of the food waste hierarchy and were listed across multiple columns. The last theme is numbered (iii) in the article; it is theme (viii).

The question

The hospitality sector produces about a quarter of global food waste, much of it avoidable, and SDG 12.3 aims to halve retail and consumer food waste by 2030. Circular practices aim to prevent and reduce waste and keep food in use. We asked what research exists on circular practices regarding food waste in hospitality, what it covers, which practices and theories it uses, and what future research should address.

Implications

Practical implications

Hospitality managers can choose practices along the food waste hierarchy, tailor interventions to customers’ socio-demographic and psychosocial characteristics, communicate circular practices such as upcycled food and menu planning to customers, and build a culture of sustainability through committed leadership, which also cuts costs.

Theoretical implications

The review organises the evidence by the food waste hierarchy, shows where research is missing (reuse, recovery, disposal; less-developed countries; explanatory designs) and proposes a four-theme research agenda with mediators, moderators, theories and evaluation strategies.

Limitations and future research

  • The search across nine databases may have missed relevant studies, including those not in English.
  • Grey literature was excluded.
  • The authors describe the review’s scope as concentrated in developed nations, which may limit its applicability to less-developed contexts.

Questions this paper answers

What are circular practices for food waste in hospitality?

Practices that prevent, minimise, reuse, recycle, recover or dispose of food waste, such as menu planning, portion control, creative use of ingredients, redistributing surplus food, and composting (Cardenas et al., 2024).

Do circular practices reduce food waste in restaurants and hotels?

Yes. A systematic review of 51 studies found that circular practices reduce food waste and encourage sustainable behaviour among customers (Cardenas et al., 2024).

Which customers waste more food when eating out?

The studies reviewed suggest that younger customers, those with less education, higher incomes, single people and tourists tend to waste more food (Cardenas et al., 2024).

What theories are used to study food waste in hospitality?

Only 37% of the 51 studies used a theory, most often the theory of planned behaviour; others include norm activation theory, social cognitive theory and institutional theory (Cardenas et al., 2024).

Key concepts

Circular economy
An economic model with a regenerative aim that keeps resources in use and prevents waste, rather than producing, using and discarding.
Food waste hierarchy
A ranking of food waste practices from most to least preferred: prevention, minimisation, reusing, recycling, recovery and disposal (European Commission, 2017).
Plate waste
Food served to customers that is left uneaten and thrown away.
Systematic literature review
A review that identifies, screens and synthesises all studies on a question through an explicit, reproducible search and selection procedure.

Open science and materials

How to cite

Cardenas, M., Schivinski, B., & Brennan, L. (2024). Circular practices in the hospitality sector regarding food waste. Journal of Cleaner Production, 472, Article 143452. https://doi.org/10.1016/j.jclepro.2024.143452

Open access under a Creative Commons CC BY-NC-ND 4.0 licence.

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