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New Trends and Patterns in Sustainable Consumption: A Systematic Review and Research Agenda

The challenge of sustainable development and consumption is to meet current wants without impoverishing future generations and the planet in the long term. Therefore, new patterns of sustainable practices are increasingly promoted. The purpose of the present study is to realize a systematic review aimed to analyze the contents and features of articles dealing with new trends in consumers’ sustainable consumption. One hundred and four papers published in the last five years were retrieved and analyzed through a lexicographical analysis using the software T-LAB. The results show that, even if most of the current studies focus almost exclusively on the environmental impact of sustainability, the social perspective is also recently taking hold. Evidence suggests prevailing attention towards consumers’ appeal and consumption of eco-friendly food products, together with a growing interest in the last years in consumers’ practices in other key sectors, such as tourism, commerce, and clothing. Future research should spotlight the less explored frameworks, looking at the economic and social sides of sustainability in a variety of contextual settings. At the same time, consumer-focused research should not forget to look at consumers’ sustainable behavior as a whole and its impacts from the perspective of planet, people, and profit.


Introduction
Promoting sustainable consumption is a crucial aspect of sustainable development, which depends on achieving long-term economic growth that could ensure environmental and social needs for both present and future generations.
To understand what sustainable consumption is, it is advisable to first consider a paragraph from a guest editorial written by Peattie and Collins [1] (p. 108): "More than one contributing author, when requested by referees to provide a clear and explicit definition of sustainable consumption, decline to on the basis that they do not believe attempts to settle on a single view were genuinely helpful." This quote clearly embodies the idea that sustainable consumption represents a many-sided concept, entailing a large set of factors that can be analyzed from a variety of points of view. Indeed, a plethora of concepts have been investigated with regard to sustainable consumption, including responsible consumption, anti-consumption, consumer citizenship, and consumer lifestyles, to name only a few [1,2].
To further understand what sustainable consumption means, it could be helpful to refer to the 'Brundtland definition' of sustainable development, which provides two clear criteria: meeting human needs and respecting the constraints aimed to preserve the capacity of the environment to respond to topic of the 'green consumer' in general terms, looking at articles from 1975 to 2012. We can also find a systematic review concerning new trends of sustainable consumption in Shao [21].
In this research, we aim to collect data about consumers' trends of sustainable behavior and practices with no specific distinction of sectors and practices, in order to recognize what features and tendencies characterize research on sustainable behavior as a whole. Through a lexicographical analysis, it is possible to support the review throughout the recognition and categorization of concepts and topics. To our knowledge, this is the first review concerning consumers' sustainable behavior to employ a lexicographical analysis methodology.

Methodology
The review protocol is based on the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) statement for systematic reviews and meta-analysis, a checklist composed of 27 items guiding data selection and collection [22].

Eligibility Criteria
The following inclusion and exclusion criteria have been applied to select the studies: Inclusion criteria Research dealing with trends of sustainable consumption, focusing on consumers and their practices; • Studies covering trends related to sustainable purchasing behavior as well as to services (like tourism and mobility).

Exclusion criteria
• Literature reviews, systematic reviews, conference papers (since not peer-reviewed publications), speculative and position papers, and meta-analysis; • Studies covering interventions aimed to endorse sustainable behaviors, since our focus is on consumers' practices, not on how to endorse them; • Articles dealing with new processes or methodologies to improve sustainable development of industries, production processes, and urban landscape development, since our aim is to concentrate on consumers' perspective.

Information Source and Source Terms
We chose to use the electronic database Scopus, which covers a wide range of areas and academic fields. The database was searched between 10 and 20 March. As noted above, the search included only studies published after 2015. Indeed, in September 2015 the United Nations Member States adopted and approved the 2030 Agenda for Sustainable Development, a plan of action composed of 17 Sustainable Development Goals [4].
The search terms were constructed so as to respond to the above-mentioned criteria. It was mandatory for all studies to describe some trends or practices related to sustainability, with a main focus on consumers. The following research was conducted: • Scopus: TITLE-ABS-KEY (("trend*" OR "pattern*" OR "habit*" OR "profile*" OR "practice*") AND ("consumer behavio*r" OR "consumer attitude*") AND ("sustainability" OR "sustainable consumption")).

Study Selection
The early selection stage involved screening titles and abstracts by all the authors in order to reach an agreed-upon initial pool. The remaining articles were searched to download the full-text version. After all papers were scanned, a definitive selection was made, and the resulting corpus was categorized for the information levels described in Section 2.4.
During all screening stages, the three authors first independently analyzed the articles and then confronted. Any doubt or disagreement was conjointly discussed by the authors to reach a common choice.

Data Collection Process
All the authors participated in the data collection. The data extraction was organized in a spreadsheet, and the following information was retrieved: Who is(are) the author(s)? 2.
What journal published the paper? 3.
Which academic field does the journal belong to? 4.
When was the study published? 5.
How many times was the article cited? 6.
Was the study conducted in a cross-cultural context? In which country(ies)? 7.
Which methods were used in the research? 8.
Which dimension of sustainability does the article investigate? 9.
Which sustainability aspect does the study focus on? 10. Which industry sector does the research involve?
The last three information levels deserve a separate mention. In the current analysis, the Triple Bottom Line was used to distinguish among the three pillars of sustainability-that is, environmental, social, and economic dimensions [6]. An additional categorization level aimed to discriminate the type of sustainable practice, habit, or aspect that was mainly explored (e.g., attractiveness towards eco-friendly food, sustainable practices such as recycling and wasting, consumption of goods produced in sustainable way). Last, we also encoded the industry sector where the research was handled (e.g., food and beverage, housing, services). In Section 3, specific information about all the categorization levels is provided.

Software and Analytical Strategy
A lexicographical analysis was conducted using the software T-LAB, version 9.1 (T-LAB di Lancia Franco, Roccasecca, Italy), which supports linguistic, statistical, and graphical text analysis [23]. The analysis is based on the occurrences and co-occurrences of lexical units (LU) within a textual corpus or context units (CU). In the T-LAB database each lexical unit is a classified record with two fields: words-as they appear in the textual corpus, and lemmas-the dictionary form of a set of words (i.e., 'run' is the lemma of 'running' and 'runs'), whose labels in T-LAB are listed according to linguistic criteria or by dictionaries and semantic grids defined by the authors. T-LAB allows for exploring and mapping the significant linguistic elements without a priori interpretative hypothesis. This software explores the co-occurrence of relationships between key terms within a subset of text. After a prior conceptualization activity to encode the articles through the variables listed in Section 2.1, two different analyses were performed on the titles and abstracts of selected papers.
First, a specificity analysis was run to identify specific lemmas and words characterizing the corpus. We were interested in verifying whether some key elements were typical of the three dimensions of sustainability (environmental, social, and economic) and whether some others were commonly absent. The output consisted of a table reporting all significant lexical units together with their occurrence and chi-square value. Then, a correspondence analysis was conducted to map the relationships between words and categorical variables [24]. This technique made it possible to organize data in thematic clusters, which are represented in a two-dimensional chart.

Results
The complete description of the flow process is presented in Figure 1. At the early stage, 207 articles resulted from Scopus, and no duplicated article was found. The identified papers were screened in several steps employing the above-mentioned exclusion and inclusion criteria. First, after analyzing titles and abstracts, 93 studies that did not meet the inclusion criteria were excluded. The remaining 114 studies were scanned in full-text papers. After downloading and scanning the full text of these 114 articles, a final pool of 104 papers meeting all the aforementioned criteria remained (see Box A1, Appendix A). In the last step, all the authors deeply analyzed and categorized these papers.

Results
The complete description of the flow process is presented in Figure 1. At the early stage, 207 articles resulted from Scopus, and no duplicated article was found. The identified papers were screened in several steps employing the above-mentioned exclusion and inclusion criteria. First, after analyzing titles and abstracts, 93 studies that did not meet the inclusion criteria were excluded. The remaining 114 studies were scanned in full-text papers. After downloading and scanning the full text of these 114 articles, a final pool of 104 papers meeting all the aforementioned criteria remained (see Box A1, Appendix A). In the last step, all the authors deeply analyzed and categorized these papers.

Description of the Final Set
Considering the descriptive data from the final set of papers, we were able to analyze the trends of studies conducted on recent patterns of consumers' sustainable habits and practices. Figure 2 provides information on the number of articles published since 2016, showing a slight increase in 2019 to a peak of 28 articles. The assumption of increasing academic curiosity remains to be confirmed in the coming years. Considering that the present search started in March 2020, data for 2020 were only partial, but if the trend of the first quarter of the year is confirmed (8 published articles), more than 30 studies on this topic may be published in 2020.

Description of the Final Set
Considering the descriptive data from the final set of papers, we were able to analyze the trends of studies conducted on recent patterns of consumers' sustainable habits and practices. Figure 2 provides information on the number of articles published since 2016, showing a slight increase in 2019 to a peak of 28 articles. The assumption of increasing academic curiosity remains to be confirmed in the coming years. Considering that the present search started in March 2020, data for 2020 were only partial, but if the trend of the first quarter of the year is confirmed (8 published articles), more than 30 studies on this topic may be published in 2020. Table 1 shows that publications on this topic in the last five years mainly appeared in Sustainability (Switzerland) (12% of papers), followed by the Journal of Cleaner Production (11% of papers), and Appetite and British Food Journal (6% of papers each). The other journals registered inferior numbers of retrieved articles. Such information could be helpful for future researchers interested in deepening the topic.  Table 1 shows that publications on this topic in the last five years mainly appeared in Sustainability (Switzerland) (12% of papers), followed by the Journal of Cleaner Production (11% of papers), and Appetite and British Food Journal (6% of papers each). The other journals registered inferior numbers of retrieved articles. Such information could be helpful for future researchers interested in deepening the topic. As noted above, we encoded the academic field of each journal using the web source www.scimagojr.com, attributing multiple codes if applicable-that is, if a journal was classified with more than one academic field. Table 2 offers an overview of the number of publications for academic fields, basing on the publishing journal, distributed per year. Overall, we can note a predominance of Business, Management and Accounting and of Environmental Science and Forestry, which retrieved almost 40% of the total number of articles. Next were Social Science and Energy, with 33% and 28% of studies, respectively. It is interesting to notice the trend over the years (Figure 3). In particular, papers published in journals belonging to the Social Science field are increasing, reaching a peak of 54% of studies published in 2019. On the other hand, the number of studies on journal belonging to Business, Management, Accounting academic field is getting lower.   As noted above, we encoded the academic field of each journal using the web source www. scimagojr.com, attributing multiple codes if applicable-that is, if a journal was classified with more than one academic field. Table 2 offers an overview of the number of publications for academic fields, basing on the publishing journal, distributed per year. Overall, we can note a predominance of Business, Management and Accounting and of Environmental Science and Forestry, which retrieved almost 40% of the total number of articles. Next were Social Science and Energy, with 33% and 28% of studies, respectively. It is interesting to notice the trend over the years (Figure 3). In particular, papers published in journals belonging to the Social Science field are increasing, reaching a peak of 54% of studies published in 2019. On the other hand, the number of studies on journal belonging to Business, Management, Accounting academic field is getting lower.  Next, a cross-cultural perspective allowed us to further explore the findings. Indeed, different cultural contexts could influence and characterize consumers' trends of sustainable behaviors and practices, as well as academic curiosity. Looking at the geographical context where the selected studies have been performed (Figure 4), results show a high predominance of research on the chosen topic in Europe (55%). Zooming in, Italy shows the largest number of papers (14% of studies), followed by Germany (9% of studies) and the United States (7% of studies  Next, a cross-cultural perspective allowed us to further explore the findings. Indeed, different cultural contexts could influence and characterize consumers' trends of sustainable behaviors and practices, as well as academic curiosity. Looking at the geographical context where the selected studies have been performed (Figure 4), results show a high predominance of research on the chosen topic in Europe (55%). Zooming in, Italy shows the largest number of papers (14% of studies), followed by Germany (9% of studies) and the United States (7% of studies). Next, a cross-cultural perspective allowed us to further explore the findings. Indeed, different cultural contexts could influence and characterize consumers' trends of sustainable behaviors and practices, as well as academic curiosity. Looking at the geographical context where the selected studies have been performed (Figure 4), results show a high predominance of research on the chosen topic in Europe (55%). Zooming in, Italy shows the largest number of papers (14% of studies), followed by Germany (9% of studies) and the United States (7% of studies).  With regard to research methodologies, the majority of studies employed a quantitative approach. Indeed, 69% of papers conducted quantitative research, whereas 17% of them chose mixed methods and the remaining 14% were qualitative studies.
As anticipated in the introduction, in our analysis the Triple Bottom Line was used to encode the selected studies [6]. Drawing from the three pillars of sustainability, we analyzed the papers searching for cues to the presence of environmental, social, and economic dimensions. Our findings reveal that 27% of the studies addressed more than one sustainability dimensions. Moreover, a great majority of articles dealt with the environmental side of sustainability, followed by social and economic dimensions (88%, 24%, and 22% of studies, respectively).
An additional categorization level was meant to distinguish the type of sustainable practice, habit, or aspect investigated. Taking inspiration from Hanss and Böhm [8], six different codes were identified. First, studies focused on exploring consumers' consumption and attractiveness of food produced in a sustainable way were differentiated from studies examining the consumption habits of other eco-friendly goods. The third code refers to sustainable practices, such as recycling, tourism, and mobility. Fourth, several articles delved into consumers' identity and values to understand their attitudes, beliefs, and motives regarding sustainability in general. The last two codes refer to resource preservation and local production.  With regard to research methodologies, the majority of studies employed a quantitative approach. Indeed, 69% of papers conducted quantitative research, whereas 17% of them chose mixed methods and the remaining 14% were qualitative studies.
As anticipated in the introduction, in our analysis the Triple Bottom Line was used to encode the selected studies [6]. Drawing from the three pillars of sustainability, we analyzed the papers searching for cues to the presence of environmental, social, and economic dimensions. Our findings reveal that 27% of the studies addressed more than one sustainability dimensions. Moreover, a great majority of articles dealt with the environmental side of sustainability, followed by social and economic dimensions (88%, 24%, and 22% of studies, respectively).
An additional categorization level was meant to distinguish the type of sustainable practice, habit, or aspect investigated. Taking inspiration from Hanss and Böhm [8], six different codes were identified. First, studies focused on exploring consumers' consumption and attractiveness of food produced in a sustainable way were differentiated from studies examining the consumption habits of other eco-friendly goods. The third code refers to sustainable practices, such as recycling, tourism, and mobility. Fourth, several articles delved into consumers' identity and values to understand their attitudes, beliefs, and motives regarding sustainability in general. The last two codes refer to resource preservation and local production.
As shown in Figure 5, most studies focused on sustainable practices, including household habits, recycling, reducing waste, sustainable tourism, and sharing economy. Next, many studies dealt with the food topic, investigating the habits, purchase behavior, and attractiveness of products that contain organic elements or that are produced through eco-friendly processes. The third most discussed issue comprised 21% of articles investigating consumers' behavior and attitude towards products realized in an environmentally friendly way (excluding food, which was considered separately). Next, studies exploring consumers' identity and values towards environment-related issues were found in 20% of papers. Less treated were the themes of resource preservation and local production (4% and 3% of articles, respectively).
The last unit of analysis was the industry sector, as shown in Table 3. A "generic" code was used if no specific sector was reported (e.g., if sustainability was investigated in general terms). The food Sustainability 2020, 12, 5935 8 of 23 and beverage sector was the focus of more than 42% of all studies. The remaining articles were well distributed among the other categories.
As shown in Figure 5, most studies focused on sustainable practices, including household habits, recycling, reducing waste, sustainable tourism, and sharing economy. Next, many studies dealt with the food topic, investigating the habits, purchase behavior, and attractiveness of products that contain organic elements or that are produced through eco-friendly processes. The third most discussed issue comprised 21% of articles investigating consumers' behavior and attitude towards products realized in an environmentally friendly way (excluding food, which was considered separately). Next, studies exploring consumers' identity and values towards environment-related issues were found in 20% of papers. Less treated were the themes of resource preservation and local production (4% and 3% of articles, respectively). The last unit of analysis was the industry sector, as shown in Table 3. A "generic" code was used if no specific sector was reported (e.g., if sustainability was investigated in general terms). The food and beverage sector was the focus of more than 42% of all studies. The remaining articles were well distributed among the other categories. To sum up, these findings show that the majority of papers explore the environmental impact of sustainability, with a preference for investigating sustainable practices and consumer appeal of ecofriendly food products. This is in line with the top-cited studies, as shown in Table 4. Among them, 45% of studies investigated specific sustainable practices-such as recycling in Echegaray and Hansstein [25] and car-sharing in Wilhelms et al. [26], followed by exploring sustainable food consumption, like in Hoek et al. [27] and Thøgersen [28]. In addition, 8 out of the 11 top-cited papers took into account the environmental dimension of sustainability, overlooking social and economic aspects. Although research in this field is mostly related to the ecological aspect, cues from this first descriptive analysis of the articles suggest that the social perspective of sustainability is also recently taking hold.   To sum up, these findings show that the majority of papers explore the environmental impact of sustainability, with a preference for investigating sustainable practices and consumer appeal of eco-friendly food products. This is in line with the top-cited studies, as shown in Table 4. Among them, 45% of studies investigated specific sustainable practices-such as recycling in Echegaray and Hansstein [25] and car-sharing in Wilhelms et al. [26], followed by exploring sustainable food consumption, like in Hoek et al. [27] and Thøgersen [28]. In addition, 8 out of the 11 top-cited papers took into account the environmental dimension of sustainability, overlooking social and economic aspects. Although research in this field is mostly related to the ecological aspect, cues from this first descriptive analysis of the articles suggest that the social perspective of sustainability is also recently taking hold.

Specificity Analysis
Using the software T-LAB, an initial specificity analysis was performed on all key lemmas and words present in the corpus, considering abstracts and titles of selected papers. As above mentioned, a lemma represents the dictionary form of a set of words, labeled in T-LAB according to linguistic criteria or by dictionaries and semantic grids customized by the authors [23]. Words and lemmas that occurred more than the minimum threshold and with the highest chi-square values were included. The chi-square made it possible to detect the lexical units that are defined for over-using and under-using. The specificity analysis was conducted on three different subcorpi-that is, corpus subsets as defined by a categorical variable distinguishing among the three dimensions of sustainability. Therefore, the subcorpus categorized as 'Environmental Sustainability' was compared with the rest of the textual corpus. The same logic was applied to the other two dimensions, social and economic sustainability. Tables 5-7 show the words/lemmas that are used more frequently or less frequently in each subcorpus compared to the rest of available text.     In studies dealing with the environmental dimension of sustainability, researchers use the words 'food', 'purchase', and 'product' particularly frequently, suggesting a strong focus on consumers' habits and practices connected to shopping behaviors (Table 5). In addition, almost 50% of papers present in this subcorpus presented research conducted in the food/beverage sector, investigating consumers' attractiveness towards products produced using eco-friendly practices. On the other hand, the less frequent use of words like 'bank', 'ethical', 'social', and 'market' reinforces the distinction between the environmental dimension and social and economic aspects of sustainability. Table 6 shows the more frequently used words and lemmas in the subcorpus exploring the social dimension of sustainability. In this case, the more frequent use of words like 'ethical', 'social', 'regional', and 'citizenship' seems to indicate a reference to a communitarian and collective dimension, whose spotlight is the collective rather than the individual. By contrast, words like 'consumption', 'meat', 'waste', and 'household' were significantly less used than in the rest of the texts, suggesting less attention towards individual practices and behaviors.
Last, with regard to the economic dimension of sustainability, the analysis demonstrated a more frequent use of words linked to financial profitability and the impact on local economy-words such as 'economic', 'regional', 'local', and 'business' (Table 7). On the other side, it is interesting to notice that the less frequently used words for economic sustainability are partially the same as those that less connote social sustainability (Table 6), suggesting a proximity between them.

Correspondence Analysis
Correspondence analysis was performed to map the relationships between words and categorical variables. This technique made it possible to organize data in thematic clusters represented in a two-dimensional chart. The following variables were actively used in the analysis: year of publication, industry sector, explored habit and practice, methods, and dimensions of sustainability. For a better understanding, 'active' variables are those that take part in the construction of factorial axes in the correspondence analysis [23]. First, we examined the words, lemmas, and variables that characterized the factorial poles of the two resulting factors, identifying the underlying dimensions. Tables 8 and 9 illustrate the lemmas which feature the two factors, whereas Figure 6 shows how the investigated variables position on the two-dimensional chart.
Factor 1 (horizontal axis, explained inertia = 9.96%) distinguishes among the three dimensions of the Triple Bottom Line. On the positive pole we can find the social and economic dimensions of sustainability, while on the opposite edge the ecological aspect emerges. Indeed, the positive pole-which refers to social and economic dimensions of sustainability-features words like 'bank', 'tourism', 'ethical', 'identity', and 'customer' (Table 8). Moreover, the period 2019-2020 characterizes this side of Factor 1, whereas the period between 2016 and 2018 connotes the opposite edge (as shown in Figure 6). From a methodological point of view, we can find the presence of qualitative methods on the right side, whereas quantitative research appears on the opposite side. Focusing on the negative pole, the environmental impact of sustainability holds a strong position, linking aspects like consumers' attractiveness to eco-friendly food products and resource preservation. Words like 'meat', 'food', 'waste', and 'energy' characterize this pole.  Factor 2 (vertical axis, explained inertia = 8.25%) does not distinguish between sustainable dimensions, whereas it refers to the types of products and practices that are in the spotlight of the selected studies. Indeed, the top side is composed of the industry sector food and beverage, together with a focus on consumers' habits regarding food produced in a sustainable way and supporting local production ( Figure 6). Additional cues enforce the idea that this pole concerns food products, including words like 'food', 'regional', 'local', 'organic', 'ethnocentrism', and 'handicraft' (Table 9). On the bottom side, we can instead find words/lemmas like 'laundry', 'fashion', 'washing', 'energy', and 'clothes'. Looking at the industry sectors, housing, clothing, technology, and luxury characterize this pole, together with a focus on sustainable practices and the consumption of sustainable products, excluding food ( Figure 6).
In sum, our findings suggest that the vertical axis refers to the products and practices targeted by selected research, with food products on the one side and other type of goods on the bottom side; the horizontal axis instead distinguishes between environmental dimension of sustainability on the left side and economic and social dimensions on the right one. As shown in Figure 6, in the top left quadrant we can find food-related consumption, with a focus on environmental dimension; the bottom left quadrant is featured as well by a predominance of the ecological aspect, targeting consumers' practices in industry sectors such as housing and energy. Looking at the right part of the two-dimensional chart, in the top right quadrant social and economic dimensions can be found, close-up to the commercial sector. Last, in the bottom right quadrant we can detect habits related to goods produced in a sustainable way in sectors such as clothing and luxury.
Sustainability 2020, 12, x FOR PEER REVIEW 15 of 25 Figure 6. Positioning of variables on the two-dimensional chart, delimited by Factor 1 and Factor 2.
As written above, we also conducted a cluster analysis to map the variables and words and achieve deeper insights on the papers included in the review. Four clusters emerged, including 37%, 27%, 30%, and 6% of the whole corpus, respectively, as shown in Table 10. Cluster 1, 'consumption of organic products and eco-friendly food', represents the biggest group. Looking at the variables and words composing this cluster, we can observe the almost homogeneous presence of the topic concerning consumers' interest towards environmentally sound food products, as well as words like 'food', 'meat', 'organic', 'diet', 'healthy', and 'beef'. The environmental dimension of sustainability also seems to describe this cluster. Considering that 78% of the corpus encoded as the food and beverage sector is included in Cluster 1, it is feasible to assume that this cluster refers to consumers' habits, behaviors, and attitudes towards organic products and food realized in an environmentally friendly way.
Cluster 2, 'consumers' practices related to fashion and clothing', is characterized by consumers' attractiveness towards eco-friendly products and words/lemmas such as 'fashion', 'apparel', and 'cotton'. The social dimension of sustainability is particularly typical of this cluster, which includes almost 53% of the corpus encoded with such variables. If we consider industrial sectors, Cluster 2 is more varied, collecting luxury, clothing, housing, and mobility. To summarize, it refers to consumers' practices related to fashion and clothing, especially targeting their social impact.
Moving to Cluster 3, 'sustainable practices related to household and recycling', it is characterized by words like 'energy', 'recycle', and 'household' and by the convergence of the industry sectors energy and utilities. We can also detect the reference to sustainable practices and consumers' identity and values that feature in Cluster 3, together with the environmental side of sustainability. Therefore, Figure 6. Positioning of variables on the two-dimensional chart, delimited by Factor 1 and Factor 2.
As written above, we also conducted a cluster analysis to map the variables and words and achieve deeper insights on the papers included in the review. Four clusters emerged, including 37%, 27%, 30%, and 6% of the whole corpus, respectively, as shown in Table 10. Cluster 1, 'consumption of organic products and eco-friendly food', represents the biggest group. Looking at the variables and words composing this cluster, we can observe the almost homogeneous presence of the topic concerning consumers' interest towards environmentally sound food products, as well as words like 'food', 'meat', 'organic', 'diet', 'healthy', and 'beef'. The environmental dimension of sustainability also seems to describe this cluster. Considering that 78% of the corpus encoded as the food and beverage sector is included in Cluster 1, it is feasible to assume that this cluster refers to consumers' habits, behaviors, and attitudes towards organic products and food realized in an environmentally friendly way.
Cluster 2, 'consumers' practices related to fashion and clothing', is characterized by consumers' attractiveness towards eco-friendly products and words/lemmas such as 'fashion', 'apparel', and 'cotton'. The social dimension of sustainability is particularly typical of this cluster, which includes almost 53% of the corpus encoded with such variables. If we consider industrial sectors, Cluster 2 is more varied, collecting luxury, clothing, housing, and mobility. To summarize, it refers to consumers' practices related to fashion and clothing, especially targeting their social impact.
Moving to Cluster 3, 'sustainable practices related to household and recycling', it is characterized by words like 'energy', 'recycle', and 'household' and by the convergence of the industry sectors energy and utilities. We can also detect the reference to sustainable practices and consumers' identity and values that feature in Cluster 3, together with the environmental side of sustainability. Therefore, we can conclude that it refers to consumers' sustainable practices related to household and recycling.
Lastly, the fourth cluster, 'ethical practices linked to tourism, commerce, and other services', explains the lowest percentage of variance. We can find words like 'ethical' and 'identity', as well as concepts referring to the service sector, like 'hotel', 'mobile', 'tourism', and 'car-sharing'. As we look at the sectors converging in this cluster, we can find tourism, commerce, and services. It is interesting to note that the environmental side of sustainability is less prominent in this cluster, which is more characterized by the economic dimension.
To sum up, clear differences characterize the four resulting groups. Figure 7 shows the positioning of the four clusters on the two-dimensional chart defined by factors identified at the beginning of Section 3.3. Cluster 1 mainly gathers consumers' interest and habits towards organic products and food produced in an environmentally sound way, and it is located in the quadrant characterized by the environmental dimension of sustainability and consumers' attitude toward eco-friendly food. In the opposite quadrant, marked by a focus on consumers' practices and a predominance of social and economic aspects of sustainability, we can find Cluster 2, which gathers industrial sectors targeting 'Fashion' and 'Clothing', and the social dimension of sustainability. With regard to Cluster 3, its positioning features a prevalence of the environmental side of sustainability, as well as a focus on consumers' sustainable practices related to households and recycling. Lastly, Cluster 4, the smallest group, is positioned on the right side of horizontal axis and corresponds to a spotlight on ethical practices in sectors such as tourism and commerce, with a marked economic perspective. Lastly, the fourth cluster, 'ethical practices linked to tourism, commerce, and other services', explains the lowest percentage of variance. We can find words like 'ethical' and 'identity', as well as concepts referring to the service sector, like 'hotel', 'mobile', 'tourism', and 'car-sharing'. As we look at the sectors converging in this cluster, we can find tourism, commerce, and services. It is interesting to note that the environmental side of sustainability is less prominent in this cluster, which is more characterized by the economic dimension.
To sum up, clear differences characterize the four resulting groups. Figure 7 shows the positioning of the four clusters on the two-dimensional chart defined by factors identified at the beginning of Section 3.3. Cluster 1 mainly gathers consumers' interest and habits towards organic products and food produced in an environmentally sound way, and it is located in the quadrant characterized by the environmental dimension of sustainability and consumers' attitude toward ecofriendly food. In the opposite quadrant, marked by a focus on consumers' practices and a predominance of social and economic aspects of sustainability, we can find Cluster 2, which gathers industrial sectors targeting 'Fashion' and 'Clothing', and the social dimension of sustainability. With regard to Cluster 3, its positioning features a prevalence of the environmental side of sustainability, as well as a focus on consumers' sustainable practices related to households and recycling. Lastly, Cluster 4, the smallest group, is positioned on the right side of horizontal axis and corresponds to a spotlight on ethical practices in sectors such as tourism and commerce, with a marked economic perspective.

Discussion
This paper offers a systematic review of research exploring recent trends in consumers' sustainable practices over the period of 2016-2020. Our study provides an innovative perspective, since the employed lexicographical analysis methodology allowed for delving into the contents and features of selected papers without being limited to the descriptive level. The aim was to explore recent patterns of sustainable consumption grasping the perspective of consumers in order to detect trends characterizing the research on sustainable behaviors over the last five years.
Our findings suggest that research on consumers and sustainability is solid, covering a wide range of topics that have been investigated with different methodologies. Indeed, an increase in 2019 of papers dedicated to trends of consumers' sustainable behaviors highlights a growing curiosity towards this theme. Different topics have caught the attention of researchers, from sustainable

Discussion
This paper offers a systematic review of research exploring recent trends in consumers' sustainable practices over the period of 2016-2020. Our study provides an innovative perspective, since the employed lexicographical analysis methodology allowed for delving into the contents and features of selected papers without being limited to the descriptive level. The aim was to explore recent patterns of sustainable consumption grasping the perspective of consumers in order to detect trends characterizing the research on sustainable behaviors over the last five years.
Our findings suggest that research on consumers and sustainability is solid, covering a wide range of topics that have been investigated with different methodologies. Indeed, an increase in 2019 of papers dedicated to trends of consumers' sustainable behaviors highlights a growing curiosity towards this theme. Different topics have caught the attention of researchers, from sustainable practices like household behavior and the circular economy to consumers' attractiveness to eco-friendly products. This variety of investigated topics is confirmed by past reviews, whose scope is quite heterogeneous (e.g., sharing economy in Agarwal and Steinmetz [11]; sustainable tourism in Hall et al. [13]; attractiveness of sustainable features of products in Bunga Bangsa and Schlegelmilch [15]; food and beverage consumption in Sanchez-Sabate and Sabaté [16]).
Our study shows a predominance of research focused on the food and beverage industry sector that accounts for more than 42% of all selected studies, in line with the top-cited papers. The predominance of research in some specific sectors is in line with the results of the 'European Environmental Impact of Products' Project published in 2005 [29], in which the key sectors for environmental impacts were confirmed to be food and drink, housing, and transport. There is less variety in the methodological perspectives, as the quantitative approach dominates in the majority of papers of the present review.
An interesting piece of evidence is the predominance of studies exploring the environmental side of sustainability, overlooking social and economic dimensions. Assuming that sustainable consumption is a complex concept, past researchers have already advocated for a more holistic approach to this topic [2]. Extensive emphasis has already been placed on the environmental impact, together with a predominant interest in the aspect of purchasing rather than the whole cycle of consumption and production [1,5]. At the same time, sustainability marketing research also tends to focus only on specific dimensions rather than on sustainability as a whole [5]. In addition, the vast majority of past reviews focused mainly on the environmental dimension, although there are some exceptions [15,19]. In most cases, the dimensions of sustainability are not even a level of analysis; thus, it is difficult to clearly depict a distinction among the investigated articles. Also, considering the exceptions, both Bunga Bangsa and Schlegelmilch [15] and Amarando et al. [19] reported a strong predominance of studies exploring environmental aspects over social or economic aspects.
However, different cues emerging from our review suggest a transition to an increasing interest in the social perspective of sustainability. Indeed, the trend over years of published searches exploring the three dimensions of sustainability shows that, besides a constantly growing interest in environmental aspects, the social impact of sustainable practices also seems to be increasingly in the spotlight. In addition, papers published in journals belonging to the Social Science academic field increased in 2019, whereas publications in Business, Management, Accounting are decreasing.
Confirming the above-mentioned results, the lexicographical analysis showed the predominance of the 'consumption of organic products and eco-friendly food' cluster, characterized by a preference for the environmental dimension of sustainability. Nevertheless, while studies published between 2016 and 2018 appear on the same side of the chart, studies from 2019 emerge on the opposite side, placing them on the pole characterized by the social and economic dimensions of sustainability. On this side we can also find the clusters 'ethical practices linked to tourism, commerce, and other services' and 'consumers' practices related to fashion and clothing', again suggesting an interest in the social impact of consumers' practices.

Research Agenda
The results which emerged from the current analysis indicate some areas to be explored in the future research agenda. In the following paragraphs, different starting points are provided to stimulate additional research in the field of consumer's sustainable behavior.
First, sustainability depends not on a single factor but on multiple sets of factors that conjointly determine an impact on environmental, social, and economic preservation [2,5,9]. Our findings suggest that the social dimension of sustainability provides a more communitarian and collective dimension, whose spotlight is the collective rather than the individual. This is in line with Peattie and Collins [1], demanding an in-depth analysis of the other two sides of sustainability with the aim of emphasizing the connections and highlighting the consequences of individual and collective behavior.
Then, looking at the 2030 Agenda for Sustainable Development and its 17 Sustainable Development Goals [4], further possibilities to broaden the research scope emerge. Indeed, some of the objectives identified by the United Nations Member States in 2015 seem to be unexplored lands. In particular, good health and well-being, gender equality, and promotion of peaceful and just societies and institutions are some of the less-treated themes from the perspective of consumers' practices.
A broader and more holistic perspective is therefore recommended, in the attempt to preserve the diversity of sustainability issues and to avoid overshadowing some of their facets [2,30]. In this context, fostering a deeper understanding of consumers would have a key role in reinforcing sustainable patterns of consumption in the long term [10]. Indeed, the ownership of sustainable consumption is not only up to producers, who transfer such responsibility to consumers from the moment of the purchase [31]. In addition, recent trends of sustainable practices seem to ask for a more active role of the consumer. Activities such as the sharing economy, sustainable tourism, and ethical banking imply a more active commitment and participation to favor sustainability, if compared to more passive consumers who purchase products looking for specific sustainable features. Thus, the responsible consumer embodies all the different facets of sustainable impacts, including environmental, social, and economic perspectives [2]. It is necessary to comprehend consumers' prospects to engage in and maintain sustainable behavior, looking at sustainability in its entirety. Topics dear to social sciences and psychology are key to deeply understanding sustainable practices from the actors' perspective and reaching a holistic conceptualization of sustainable behavior [2]. In such a framework, qualitative methods can be key instruments to gain a deeper understanding of consumers' perspective.
In addition, our study showed that research on new trends of sustainable consumption has predominantly been conducted in developed countries (e.g., Italy, Germany, and the United States, as shown in Figure 4). Future studies could deepen this topic in emerging countries and explore how consumption patterns differ between developed and developing countries.
Finally, results related to the present research study suggest the heterogeneous interest in the topic of sustainability that continues to evolve over time. This could be significant not only for scholars, but also for marketers and companies that could look at sustainable consumption with a broader perspective. For instance, it could be relevant to deepen how the emphasis on the three dimensions of sustainability is perceived by consumers, to study less explored areas of sustainable consumption, and finally, to adapt the proposal of services and products according to the current trends of consumers' sustainable behavior.

Limitations
Of course, our own research was not without limitations. First, we used a limited number of key words with the aim of specifically depicting papers investigating new trends of sustainable behavior with a focus on consumers. The same definition of sustainable consumption is fragmented, and future studies could widen the search keywords. Second, our search was limited to the Scopus database. Although Scopus is an exhaustive and broad source, future research could extend the search scope to other databases. Finally, from a methodological perspective, we respected the guidelines provided by the PRISMA statement for systematic reviews and meta-analysis, although future research could also refer to bibliometric indicators that would strengthen the quality of the research providing a normalization of bibliometric data [32].
To sum up, at the present moment research on consumers and sustainability is strong and heterogeneous. However, some areas needing further investigation emerge. Future research should spotlight the less explored frameworks, looking at the economic and social sides of sustainability in a variety of contextual settings. At the same time, consumer-focused research should not forget to look at consumers' sustainable behavior as a whole and its impacts from the perspectives of planet, people, and profit.