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Exploring the Latest Trends in Management Literature

ISBN : 978-1-80262-358-1 , eISBN : 978-1-80262-357-4

Publication date: 14 November 2022

Instagram is a social media platform that has quickly evolved from a photo-sharing application to a successful marketing tool. It holds various business opportunities, and its rapid growth helps showcase the business offerings. Its innovative use of adverts entices clients, and its visual nature complements the social media marketing strategy. Thus, looking at the dynamic nature and growth of the platform, this chapter outlines the past research trends in the literature of Instagram marketing as the primary objective. This structured review undertakes the study of 76 articles based on defined inclusion and exclusion criteria and analyzes the literature in different contexts. This chapter includes the hybrid review (narrative and framework-based), and findings from the literature highlight a significant influence of Instagram marketing on users. During the brief description of the literature in a different context, the numerous research gaps are outlined with future research directions based on the ADO framework. Lastly, it also presents a broader overview of the managerial and theoretical implications based on the literature of Instagram marketing.

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Salunke, P. and Jain, V. (2022), "Instagram Marketing (2015–2021): A Review of Past Trends, Implications, and Future Research", Rana, S. , Sakshi and Singh, J. (Ed.) Exploring the Latest Trends in Management Literature ( Review of Management Literature, Vol. 1 ), Emerald Publishing Limited, Leeds, pp. 129-146. https://doi.org/10.1108/S2754-586520220000001007

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The Impact of Social Media Marketing on Consumer Engagement in Sustainable Consumption: A Systematic Literature Review

Paweł bryła.

1 Department of International Marketing and Retailing, Faculty of International and Political Studies, University of Lodz, Narutowicza 59a, 90-131 Lodz, Poland

Shuvam Chatterjee

2 Doctoral School of Social Science, University of Lodz, Matejki 22/26, 90-297 Lodz, Poland

Beata Ciabiada-Bryła

3 Department of Preventive Medicine, Faculty of Health Sciences, Medical University of Lodz, Zeligowskiego 7/9, 90-752 Lodz, Poland

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Not applicable.

Social media have progressed drastically in building successful consumer engagement both in brand building and sustainable consumption. This paper is a review of the articles concerning the influence of social media marketing on consumer engagement in sustainable consumption practices published over the last 8 years. We follow the PRISMA technique as a methodological approach. The review investigates 70 empirical research articles published between 2014 and 2022. A total of 70% of the reviewed articles were published during the last two years. The most influential theories in this field of study are relationship marketing and consumer engagement (16 articles), social exchange (10), and sustainable consumption (8). The most commonly used methods are quantitative (in as many as 61 of the 70 reviewed articles). A careful analysis of the reviewed articles suggests that the tools that are consistently contributing to sustainable consumption are influencer marketing along with creating meaningful content with the right balance of content design, quality, and creativity, as well as the use of emojis. Consumer involvement with a brand relationship quality is key to a sustainable lifestyle. Young individuals with an entrepreneurial vision and a high drive for increased social status demonstrate the highest social media engagement in sustainable consumption.

1. Introduction

In today’s world of business, engagement in any form appears to be the buzzword [ 1 ]. Consumers expect brands to connect with them more on an emotional level than just selling their products and services. This depicts a shift from a transactional marketing perspective to a more in-demand relationship focus approach [ 2 , 3 ]. Consumer engagement happens to receive major attention from marketers if they think of building a long-term relationship with their consumers, which will help them secure brand awareness [ 4 , 5 ] and loyalty toward their brands [ 6 ]. Marketing practitioners across the globe have realized the significant potential of investing time in the digital space considering a variety of social media platforms [ 7 , 8 ]. The same has been certified by the Marketing Science Institute [ 9 ], which has included consumer engagement as their top priority for the coming years in delivering top-notch customer value. Bhattacharjee [ 10 ] discussed how the digital space comprising social media tools would have projected estimated spending of more than USD 750 billion by 2025. Consumer engagement is a multifaceted approach comprising the cognitive, behavioral, and affective aspects of the brand–consumer relationship [ 11 , 12 ].

Past studies have suggested that it is consumer engagement that acts as the initiator for brands building a long-term relationship with their consumers [ 13 ]; often, on most occasions, under its presence, consumers tend to demonstrate a favorable attitude toward the brands as well [ 14 ]. Lim et al. [ 6 ] have suggested consumer engagement as an emerging topic, which has progressed rapidly over the past decade. Hence, it is important to have an overview of past studies to build up a future trajectory to enrich our understanding of the concepts of consumer engagement in social media marketing. Several reviews have appeared in the literature over the last few years. Some of them were focusing on the implications of the managerial perspective and building a connection through social media from a B2B standpoint [ 15 , 16 ], whereas other reviews focused on the various theories adopted in the literature [ 17 ]. Reviews from the domain perspective, such as hospitality and tourism [ 18 ], were also apparently visible. Haider et al. [ 19 ] discussed the importance of sustainable consumption from the micro, meso, and macro levels to practice a better quality of life by training consumers in thoughtful consumption [ 20 ] and providing them with better infrastructural instruments. A systematic review by Fischer et al. [ 21 ] guides us on building communication as an integral tool for practicing sustainable consumption.

Epstein [ 22 ] discussed sustainable consumption as a consumer’s long-term awareness of consequences to the natural or social environment, often expressed through words such as environmentally friendly or socially friendly consumption behavior [ 23 ]. Although this field has developed intensely in recent years, nevertheless, the implementation of sustainable consumption by consumer engagement through social media is still in its nascent state. Green thinkers are individuals with a more conscious approach and responsible intentions and decision making when it comes to environmental issues [ 24 ]. De Morais et al. [ 25 ] discussed how consumers with selfless concerns for others’ well-being and culture are shaping the motives for sustainable consumption through social media. Consumers engaged in deeper participation in social media are actively trying to promote green buying for sustainable consumption. Kong et al. [ 26 ] suggest that high-end brand advertisers on social media should be respectful of consumers’ cultural orientation in building sustainable consumption interaction. Xia et al. [ 27 ] suggested how sustainable resource management by encouraging environmental innovation could contribute to improved performance for sustainable corporations through social media networks. Finally, Zafar et al. [ 28 ] suggest how a personalized advertisements approach attracts consumers to a sustainable purchase decision in social media networks.

To understand the popularity of social media as an effective tool to build consumer engagement in the sustainable consumption environment, catching the diversity and depth of the current research in this genre, a more detailed systematic review combining the future untapped research directions along with the research questions to clarify those dimensions is of utmost need. This review tries to bridge this gap by discussing the themes that emerged along with the characteristics portrayed over the last eight years, thus paving the way for future research questions and research directions for social media marketing researchers involved in consumer engagement in the social media brand community.

This work is an illustrative overview of articles on the social media brand communities involving consumer engagement with a special focus on (1) the various research methodological approaches and variables identified over this span of eight years, (2) research theories supporting previous research, and (3) future research directions along with research questions to assist social media marketing scholars in conducting fruitful and relevant research in this field.

This review provides insights into several research questions:

1. What are the characteristics of the recent literature on social media consumer engagement in sustainable consumption in terms of theories, contexts, and methods?

2. How was consumer engagement in social media brand communities operationalized in research models (independent or dependent variable, control, or moderator)?

3. What further investigations could be conducted by scholars into consumer engagement and building sustainable consumption through social media?

The remainder of the paper is organized as follows. The following section presents the literature review methodology. Subsequent sections include a substantive analysis of the research studies included in this review and discussion, including limitations, future research directions, and a conclusion.

2. Materials and Methods

The approach followed for this study is a meta-textual review further allowing the identification and extraction of the pertinent information on subjects of relevance from published research and assessing the literature [ 29 ]. This approach has the following goals:

(i) To assess relevant and quality articles focused on consumer engagement with a direct intervention with social media marketing.

(ii) To formulate an integrative framework providing a holistic understanding of the impact of social media marketing on consumer engagement in sustainable consumption.

(iii) To identify the research gaps in the literature and provide future research directions.

A systematic literature review is evidence of the previous literature that accurately and reliably analyzes the quality of peer-reviewed journals following some preferred reporting items and consisting of a meta-analytical structure (PRISMA) [ 30 ]. PRISMA is a structured review protocol, which provides a four-phase flow diagram representing the sample identification for screening and then for eligibility testing and the final demonstration of the studies included in the review. The logic for choosing PRISMA lies in its comprehensiveness and its potential to provide more consistency across its reviews. To conduct this review, four steps were followed, namely, (1) establishing the inclusion–exclusion criteria for study selection, (2) identifying relevant quality studies, (3) evaluating the literature, and (4) reporting the findings.

The sample search strategy and identification involve three activities, namely, (a) searching appropriate keywords, (b) assessing the relevance, and (c) assessing the quality.

2.1. Assessing Appropriateness of the Search Keywords

The data search was executed using a prominent multidisciplinary database of peer-reviewed research literature, Web of Science. Li et al. [ 31 ] discussed the usability of this database gaining increasing popularity in scientific instruments across countries and knowledge domains.

The search strings were created by regrouping the chosen keywords into three specific categories. The first category covers terms representing consumer engagement, and the second category is formulated using the influence of social media marketing. Finally, the third category investigates the sustainable consumption category. The search strings are presented in Figure 1 .

An external file that holds a picture, illustration, etc.
Object name is ijerph-19-16637-g001.jpg

Identification of initial inclusion criteria for articles in this review. Note: * in the search string denotes that different word endings following this symbol are included in the search.

The keywords were mainly searched in the titles, abstracts, and/or keyword sections, and consequently, 7652 articles were identified from the search process. Considering the appropriateness of the journals and limiting the time according to the inclusion and exclusion criteria set, a total of 1684 articles were identified, as shown in Figure 1 .

2.2. Assessing Relevance

Initial sorting of the articles’ titles and abstracts led to the exclusion of articles that did not focus on consumer engagement and social media marketing in the context of sustainable consumption. We excluded papers on the grounds of trade publications, editorial handbooks, overlapping studies in close contexts of consumer engagement, and dissertations, to ensure further homogeneity.

The rationale for the sample considering research papers after 2014 is manifold. First, the study tries to acknowledge the recent trends of methodologies and to understand the recent shift in research methods and techniques. Moreover, the context of studies has significantly varied from understanding consumer engagement in brands to hospitality, to influencers and their social media activities involving consumer engagement. Hence, this present study would primarily focus on understanding these pattern shifts.

Finally, 265 articles were selected for deeper reading, allowing us to discard 88 working papers. After these steps, the resulting sample consisted of 177 articles.

2.3. Assessing Quality

Many a time, an article seems relevant, but it might lack quality. Hence, a consistent focus on peer-reviewed and high-quality journals was chosen along with journal ranking criteria based on the Association of Business Studies (ABS) Journal Quality Guide and only included top journals ranked as 4*, 4, and 3 to generate high-quality articles. This refinement process led to inclusion of 70 articles in this systematic review ( Figure 2 ). A study by Mingers and Yang [ 32 ] suggested from a sample of over four hundred research articles from the ABS journal ranking list that the standard mean impact factor was around 1.25. Hence, for this study, we accommodated articles with an IF of at least 1.5 and above. Rowlinson et al. [ 33 ] suggested that ABS-ranked articles (above 3) defined quality levels as internationally excellent in terms of originality and rigor, which set up the base for our study to have articles listed in ABS 3 and above.

An external file that holds a picture, illustration, etc.
Object name is ijerph-19-16637-g002.jpg

Flowchart of the study selection process regarding relevance and quality of the initially selected studies.

3. General Overview of Articles Included in This Review

3.1. publication trends.

The year-wise distribution of articles presented in Figure 3 witnesses a sharp rise in the number of articles on consumer engagement within the context of social media in the last two years (i.e., 2021 and 2022). This implies that consumer engagement is gaining popularity and witnessing a growth phase in terms of the number of articles published in the area. In the last two years, the number of published articles increased so much that more than 65% of the total studies were published in the last two years.

An external file that holds a picture, illustration, etc.
Object name is ijerph-19-16637-g003.jpg

The number of articles included in this review by the year of publication.

3.2. Classification of Articles

To measure the progress of the impact of social media marketing on consumer engagement, we classified the empirical studies [ 16 ] into either qualitative (which bring out results where the primary data points are non-numeric) or quantitative or mixed methods. Out of the 70 articles studied, we figured out that only 7 studies adopted a qualitative path, while 2 studies adopted a mixed method approach. However, most of the articles were based on research through a quantitative approach (61 articles).

4. Meta-Textual Method

4.1. theories.

Consumer engagement in the context of social media has gained momentum across various theoretical contexts from various disciplines to showcase its effects. The study identifies 57 studies that have employed at least one theory. Here, we discuss the most applied theories in consumer engagement ( Table 1 ).

Theories used in studies on consumer engagement in social media in the context of sustainable consumption.

4.1.1. Relationship Marketing and Consumer Engagement

This section deals with the combined interrelated theories of relationship marketing and consumer engagement, which account for 25% of the total studies (16 studies). According to Pansari and Kumar [ 76 ], consumer engagement has shaped out to be one of the crucial elements in contemporary marketing, with its direct effects on relationship marketing. Further, they discuss that emotion and satisfaction are the main pillars of consumer engagement. Moreover, they conclude that engagements can only be nurtured if consumers tend to show belongingness toward the brand and form relationships in due process. Gómez et al. [ 34 ] suggest that consumer engagement is stronger with social media brand engagement than just brand communication. Ma et al. [ 12 ] suggest how strong brand engagement in the form of posts, tweets, and continuous interaction with consumers contributes to relationship building impacting the consumer’s behavioral, cognitive, and emotional engagement.

4.1.2. Social Exchange

The social exchange theory, which enlists psychology, sociology, and economics [ 77 ], has also been witnessed among consumer engagement theories (16%, 10 studies). The essence of this theory is to understand the focus for consumers to get involved through social media marketing [ 78 ]. According to Zhao and Chen [ 42 ], consumers tend to develop a more psychological bond when they are satisfied with the brand and its involvement in marketing. Consumers derive perceived benefits and satisfaction responses by engaging in social media activities [ 45 ]. A study by Kim and Baek [ 47 ] suggests the impact of influencers in engaging consumers and building a network of relationships.

4.1.3. Sustainable Consumption

The sustainability theory is highly visible in online consumer engagement through social media in the recent past, as consumers tend to become extremely aware of their purchases having an environmental impact. This pushes the demand for increased green sustainable brands [ 79 ]. Kong et al. [ 26 ] discussed how effective sustainable communication is in selling luxury products, keeping the cultural orientation of the consumers in mind at the same time. Nekmahmud et al. [ 53 ] suggested that online consumers’ need to engage with a positive attitude towards green products, which would have a strong association with sustainable consumption. Further, socio-environmental and socio-economic thoughts play a crucial role in building sustainable brand performance [ 27 ]. Zafar et al. [ 28 ] attempt to understand the importance of crafted personalized advertisements playing a significant role in consumers’ sustainable purchase intentions.

4.1.4. Uses and Gratification

Katz et al. [ 80 ] discussed the uses and gratification theory to understand how communication occurs through mass media. This theory concentrates on understanding users’ selection of media based on their goals to cater to specific needs. With the invention of social media, this theory now focuses on understanding the user’s choice and use of the internet. The theory has been consistently used in consumer engagement behavior across social media (seven studies, 10%). The studies talk about consumers’ engagement in participation in social media, including the cognitive and social benefits along with personal achievements in having pleasurable experiences derived from social media interactions. Bailey et al. [ 59 ] discuss consumer socialization motivation and participation in social media engagement, which would yield results in achieving brand and marketing goals [ 60 ].

4.1.5. Other Theories

In addition to the theories discussed, the study also explains specific behavior, which is categorized in “other theories”, which account for 25% of the studies (16 studies). For example, Liu et al. [ 75 ] discuss the trust transfer theory, where consumer engagement plays a significant role in brand trust. Additionally, Lourenço et al. [ 74 ] introduced the expectancy theory, which underlines the consumer engagement dimension operational scales for measuring the level of consumer engagement.

4.2. Context

This section discusses the countries involved in the analyzed sample. The findings indicate that Europe is the biggest contributor to this study, with 31 of the 70 studies (44%). This reflects that the European countries, mainly the UK, France, Austria, Belgium, and the Netherlands, dominate the papers related to consumer engagement in sustainable consumption within the social media marketing context. Asia, surprisingly, is the second biggest contributor to this research stream (25 studies, 35% of the total empirical papers studied), followed by the USA—19 studies (27%)—and other countries. It is noted that, unlike social science, the contexts are predominantly set in the more emerging Asian market. The feasible logic is the extensive economic and technological advancements witnessed in the Asian market in the last eight years. The study also finds that there will be ample scope for future researchers in the context of consumer engagement through social media in the South American market. Emerging markets, such as Brazil, did not showcase enough contribution in this domain of study. Hence, future research should focus on these markets. Additionally, the researchers would advise future researchers in this field to focus on cross-country consumer engagements in social media; culture would play a significant role in such studies ( Table 2 ).

Articles included in the review by country.

4.3. Methods

In this section, we will discuss the articles reviewed through the prism of the research approaches and analytical techniques adopted to assess the relationships investigated in consumer engagement research. Table 3 and Table 4 demonstrate the data collection techniques and analysis techniques used in consumer engagement, respectively. Surveys are the most used quantitative method. Other methods encountered are content analysis and latent profile analysis. Concerning data analysis techniques, structural equation modeling (SEM) is the most used research tool, accounting for 42% of the total quantitative studies, followed by confirmatory factor analysis (CFA), accounting for 37% of the studies. However, it is to be noted that 10% of the studies in consumer engagement have adopted a combination of qualitative methods, such as in-depth interviews, observational research, netnography, and Google Vision AI. We observed the emergence of netnography as a methodological tool, which is a refined version of ethnographic research occurring in social media communities [ 68 ]. Most of the studies initiated conducted surveys through online and social media platforms.

Methodologies adopted in consumer engagement research.

Data analysis techniques adopted in the reviewed articles.

We believe that consumer engagement studies would benefit immensely from conducting more longitudinal studies testing relationships over a period of time. Additionally, there is a lack of studies picking up the experimental method approach to understand a more trusted consumer engagement on social media platforms. Our research validates a greater scope of a mixed-method approach for conducting studies in consumer engagement.

5. Variables Used in the Reviewed Research Studies

This section reviews the various independent, moderating, control, and dependent variables in consumer engagement studies influenced by social media marketing and their associated relationships that were tested to unfold certain phenomena concerning these variables (see Table 5 ).

Variables investigated in social media consumer engagement research in the context of sustainable consumption.

5.1. Independent Variables

The independent variables include cognitive and affective states (8 articles, 12% of the study), their relationship with brands, and consumer engagement (14 articles, 22% of studies) in the tune of social media marketing. The various mental states as demonstrated by consumers include perceived benefits from the brand and behavioral outcomes in building value co-creation and research integration. Consumer-related variables contribute to the understanding of engagement through interaction, advocacy, and connecting with the brand and trust. Social-media-related variables try to test the strength of attachment, having faith in social media channels, and the various follow-up techniques effectively used (tweet reposts, likes, comments) to build consumer engagement. Finally, brand-related variables try to focus on building consumer appeal and brand engagement activities, developing persuasiveness and brand trust, and enriching the brand’s global identity.

5.2. Dependent Variables

Our investigation of the dependent variables reveals that most of the studies focus on intentional or behavioral consumer engagement and relationship-based outcomes as well. The intentional and behavioral outcome validates consumers’ word of mouth, feedback, and recommendations along with participation in community engagements. The focus also lies in analyzing social media and brand marketers’ posts from an emotional perspective. It also judges the purchase intention of consumers. The relationship-based outcomes deal with the various engagement activities consumers and brands perform, such as frequent likes and comments of the posts along with sharing them on social media networks. There are then consumer-related variables focusing on the attitude and purchase intentions of consumers, with an overall brand experience, which finally leads to purchase decisions for consumers as well. Finally, consumer-related variables leading to sustainable consumption contribute to green buying intentions, a clear psychological state of well-being, being thought of as an environmental activist, and making a sustainable purchase decision.

5.3. Control Variables

Our research on control variables comprises mainly brand or marketer-related and consumer-related control variables. The consumer-related variables discuss the demographic origin of the consumer along with analyzing his/her activities on the networking sites. Additionally, visual perceptions, the timing of posts, and brand familiarity with social networking sites play a crucial role. The brand/marketer-related variables focus on building a buzz about their products and services, thereby maintaining the brand community engagement along with building favorable brand attachments.

5.4. Moderating Variables

Finally, the moderating variables consist of consumer-related and brand-related variables. The consumer-related variables come from culture playing a significant role in consumers’ engagement with the brand over social media, while the brand-related variables include the topic and modality of the posts in social media networks.

6. Discussion

6.1. limitations.

One of the limitations is related to the extremely fast changing social media landscape. Every high-quality indexed journal approves a research paper after considerable time spent by the reviewers understanding the paper’s quality, rigor, and contribution to the research community. Hence, during that review time, further developments can occur in the field of consumer engagement under social media influence, thereby creating a gap where the present researchers fail to accommodate the most recent articles. Second, this review followed strict guidelines to ensure a stringent process of selecting journal articles [ 86 , 87 ]. Hence, because of narrowing down the search criteria to accommodate articles complying with consumer engagement in a social media context, the review might have missed overlapping or close concepts in the literature, such as consumer engagement in a B2B context [ 16 ] or interactions in social CRM [ 88 ]. Third, social media, if not used effectively by organization salespersons, can often become a tool for exploitation, thereby resulting in consumers interpreting information and communication messages inappropriately. Fourth, “technostress”, as studied by Tarafdar et al. [ 89 ], could lead to stress due to spending excessive screen time on social networking sites (Facebook, Twitter, and Instagram) and further contribute to improper time management skills by both firm employees and consumers.

6.2. Future Research Directions

A direction for future research is an important lookout for systematic reviews [ 86 ]. Based on our review of the findings of research conducted on consumer engagement in social media networks, we noted multiple channels where we would highly encourage future research to occur. Researchers have made noteworthy progress in understanding the role of social media networks in communicating information in the business market. However, Maier et al. [ 90 ] discussed that salespersons loaded with excessive information may experience a feeling of discomfort. Hence, future research should follow the direction of understanding the optimum information chain, which would not create fatigue for the message recipients.

Second, it would be interesting to find out to what extent cross-country cultural differences influence the functioning of consumer engagement in social media networks with the use of the Hofstede [ 91 ] model and redefining the marketing strategies ensuring societal well-being by executing mindful consumption [ 19 ].

Third, it will be interesting to understand the consumer sentiment toward social media networks in building engagement in green consumption. Researchers could deploy analytical methods to forecast future consumer engagement in social media networks, measuring constructs such as the strength of the attachment and the total revenues generated for the firm through liking and sharing of tweets. Finally, future research could be carried out to understand how consumer engagement in sustainable consumption could be stimulated in social media networks in developing countries, such as Brazil, Indonesia, and India. This is because countries such as India and Brazil are dominating social networking sites [ 92 ], and hence, diversified fresh research looking for a varied research focus is much needed to understand the growth of social-media-based consumer engagement strategies.

7. Conclusions

This study constitutes an attempt to assess the state of the art in the hyper-dynamic field of social media consumer engagement in sustainable consumption. We analyzed research articles that examined the role of social media networks in engaging consumers to become attracted to a sustainable brand or product. We believe that this review will enable the scholarly community to initiate and conduct relevant research in this vital emerging research area.

According to our results, the investigated research area is gaining a rapidly increasing interest in the scientific community, as evidenced by the number of studies published. A total of 49 articles included in this review were published during the last two years. Twelve appeared in 2020 and only nine in the period of 2014–2019.

Most of the reviewed studies have been published in Europe (44%), followed by Asia (35%), and the USA (27%).

The most influential theories in this field of study are relationship marketing and consumer engagement (16 articles), social exchange (10), and sustainable consumption (8).

The most commonly used methods are quantitative (in as many as 61 of the 70 reviewed articles). The prevalent data analysis techniques are SEM (28 studies), CFA/EFA (23), and various regression models (16).

A careful analysis of the reviewed articles suggests that the tools that are consistently contributing to sustainable consumption are influencer marketing [ 73 ] along with creating meaningful content with the right balance of content design, quality, and creativity. Moreover, the meaningful use of emojis [ 69 ] is gaining immense popularity among social media practitioners for building sustainable marketing consumption through a rapid increase in likes and comments in the posts [ 44 ] and an array of text characteristics with emojis [ 64 ].

The review led to the conclusion that consistent and disciplined consumer involvement [ 49 ] with a steady brand relationship quality [ 34 ] is key to a sustainable lifestyle and behavior contributing to sustainable consumption.

This systematic review is a work that draws attention to the consumer segments, which are prone to adopting new technologies [ 48 ]. Young individuals [ 51 ] with an entrepreneurial vision [ 54 ] and a high drive for increased social status [ 25 ] are seen as actively involved in social media engagement in sustainable consumption. One very important observation that came out from this review is that consumers’ attitudes and purchase intentions toward social-media-based brand marketing activities depend largely on the consumers’ generation, and hence, all activities need to be fine-tuned respecting and understanding the age profile of the target audience [ 82 ].

Funding Statement

This research received no external funding.

Author Contributions

Conceptualization, P.B. and B.C.-B.; methodology, S.C.; formal analysis, S.C.; writing—original draft preparation, S.C.; writing—review and editing, P.B. and B.C.-B.; visualization, P.B. and S.C.; supervision, P.B. All authors have read and agreed to the published version of the manuscript.

Institutional Review Board Statement

Informed consent statement, data availability statement, conflicts of interest.

The authors declare no conflict of interest.

Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Research Note “Replicating Published Literature Review using ChatGPT-Plus: Observations”

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Generative Artificial tools are prolific though their utility for academic writing or creating journal ready manuscripts is unclear. With the general goal of understanding how these AI tools such as ChatGPT might be used for academic writing in Marketing, I try to replicate a published review article using ChatGPT version Plus prompts. Using my observations of the tool's responses to my prompts, I provide strengths and weaknesses and implications for usage of Generative AI tools for academic writing in Marketing.

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Chakravarty, Anindita (2023), “Review of Marketing Relevant Real Activity Manipulation”, Customer Needs and Solutions 10 (4), pages 1–16. Access at https://rdcu.be/dfH6L .

See open source links such as https://ecoagi.ai/articles/chatgpt-prompt-engineering , https://www.freecodecamp.org/news/how-to-communicate-with-ai-tools-prompt-engineering/ , and published books such as Hunter [ 1 ].

Hunter, N (2023) The Art of Prompt Engineering with ChatGPT, A Hands-On Guide. Material of ChatGPT trainings. https://www.amazon.com/Art-Prompt-Engineering-chatGPT-Hands/dp/1739296710/ref=monarch_sidesheet

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  3. (PDF) Instagram Marketing (2015-2021): A Review of Past Trends

    PDF | On Nov 14, 2022, Parth Salunke and others published Instagram Marketing (2015-2021): A Review of Past Trends, Implications, and Future Research | Find, read and cite all the research you ...

  4. (PDF) Social Media Marketing: A Literature review on ...

    Paper followed a deductive approach and this paper attempts to review current scholarly on social media marketing literature and research, including its beginnings, current usage, benefits and ...

  5. Influencer Marketing on Instagram: Empirical Research on Social Media

    Although many studies in the literature of effectiveness of influencer marketing focus on consumer attitudes (Lou and Yuan, Citation 2019; van Reijmersdal et al. Citation 2020; Yuan and Lou Citation 2020), it is important to take into account behavioral and financial aspects as well. Our study extends prior research on the effectiveness of ...

  6. The big picture on Instagram research: Insights from a bibliometric

    A bibliometric literature review of Instagram research that includes 2,242 publications by 6,206 authors. Bibliometric networks and intellectual structure maps of Instagram research are analyzed. The dominant topics of Instagram research are the psychological motivation of Instagram use, the COVID-19 pandemic, Instagram marketing, social media ...

  7. Influencer Marketing and Consumer Behaviour: A Systematic Literature Review

    From this knowledge, a systematic literature review has been undertaken from the period of 2016 to 2021 based on 65 articles from the ABDC journal to fetch relevant research themes, methodology, theories, variables, antecedents and consequences and potential research gaps. ... An empirical investigation of influencer marketing on Instagram ...

  8. Social media in marketing research: Theoretical bases, methodological

    There is a need therefore to systematically review, evaluate, and integrate the extant literature on social media marketing that would help to achieve a more comprehensive and holistic understanding of the role of social media in marketing and advance knowledge of the subject (Dwivedi et al., 2021; Felix et al., 2017). Specifically, we have ...

  9. Digital Marketing and Technology Trends: Systematic Literature Review

    Starting from this reality, the objective of this research is to offer an updated view of the field of study, methodology, and common terms related to research concerning the use of Instagram as a marketing strategy. To this end, a systematic literature review (SLR) is addressed in Scopus, a database in which 264 articles indexed from 2015 to ...

  10. Sustainability

    Literature Review 2.1. Instagram Marketing Activities. Social media refers to online platforms, application programs, or media that aim to facilitate interactions or the sharing of content . Today, businesses tend to create, communicate, and deliver a variety of online marketing activities via social media to build and intensify powerful ...

  11. Social media influencer marketing: A systematic review, integrative

    In response, this paper is the first to consolidate the present state of research on IM within social media settings. More specifically, a systematic review of relevant studies published in peer-reviewed academic journals across diverse fields was conducted in order to identify key themes and dominant concepts.

  12. An Experiment: Instagram Marketing Techniques and Their Effectiveness A

    Literature Review About Instagram Instagram is one of many social media applications that the Internet population is using on a daily basis. It is a simple photo-taking and photo-sharing application that was released on October 6, 2010 created by Kevin Systrom and Mike Krieger. When looking under the FAQ on

  13. Social media influencer marketing: foundations, trends, and ways

    The increasing use and effectiveness of social media influencers in marketing have intrigued both academic scholars and industry professionals. To shed light on the foundations and trends of this contemporary phenomenon, this study undertakes a systematic literature review using a bibliometric-content analysis to map the extant literature where consumer behavior, social media, and influencer ...

  14. Setting the future of digital and social media marketing research

    This section synthesizes the existing literature focusing on digital and social media marketing and discusses each theme listed in Table 1 from a review of the extant literature. Studies included in this section were identified using the Scopus database by using the following combination of keywords "Social media", "digital marketing" and "social media marketing".

  15. Full article: Social media advertisements and their influence on

    This review of the literature aided in identifying the majority of the variables affecting social media advertising. However, prior knowledge about the characteristics of advertisements that influence their perception is limited. ... Social media in marketing: A review and analysis of the existing literature. Telematics and Informatics, 34 ...

  16. PDF Influencer Marketing on Instagram: A Sequential Mediation Model of

    empirical test, the contribution is discussed in the domains of influencer marketing and helps the social media influencers understand how the millennial segment can be reached more effectively, states the study's shortcomings, and provides practical implications. 2. Literature Review 2.1. Social Media Influencers

  17. Social Media Marketing: A Literature Review and Implications

    This study carries out content analysis and systemizes articles on social media marketing in the Web of Science database. Forty-four studies were analyzed in accordance with a variation on the ...

  18. The Impact of Social Media Marketing on Consumer Engagement in

    A systematic literature review is evidence of the previous literature that accurately and reliably analyzes the quality of peer-reviewed journals following ... Jacobson J., Pancer E. Predicting social media engagement with computer vision: An examination of food marketing on Instagram. J. Bus. Res. 2022; 149:736-747. doi: 10.1016/j.jbusres ...

  19. PDF Social Media and Social Media Marketing: A Literature Review

    Social Media and Social Media Marketing: A Literature Review DOI: 10.9790/487X-171111215 www.iosrjournals.org 14 | Page 2.1.4 Presence The presence dimension is about the extent to which an individual can know whether his/her peers are available online. Presence dimension includes information as to where each-individual-in-one„s-network is in ...

  20. Political social media marketing: a systematic literature review and

    2.1 Social media marketing. Social media hold a central position in modern marketing [5, 36].Social media are 'a group of internet‐based applications that build on the ideological and technical foundations of Web 2.0, and that allow the creation and exchange of user-generated content' [], p. 61).In our study, we focus on five popular social media platforms: YouTube, Facebook, Instagram ...

  21. (PDF) The Effectiveness of Instagram Content Marketing on Brand

    The Effectiveness of Instagram Content Marketing on Brand Building of a. Company. Akhila Challa, Nilesh Anute. Student, Associate Professor, ASM Group of Institutes - Institute of Business ...

  22. Instagram Literature: Insights from Scientometric Application

    Abstract. Instagram is increasingly developing as a technopreneur-based social media for sharing photos and videos. It has been research yet the notion about Instagram literature review which ...

  23. Research Note "Replicating Published Literature Review ...

    This research note is a summary of my observations as I tried to replicate the following publication at Customer Needs and Solutions Footnote 1 titled "Review of Marketing Relevant Real Activity Manipulation" using ChatGPT-Plus. This exploratory excursion is motivated by the meteoric rise of generative Artificial Intelligence (AI) tools that some experts say might replace the need for ...

  24. Social Media Influencer Marketing: a Systematic Literature Review

    Social media influencers are considered a type of endorser who influence and shape. up audience attitudes through blogs, tweets, posts, and the use of other social media. platforms such as ...