Defining the big social data paradigm through a systematic literature review approach

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Gianluca Solazzo ◽  
Gianluca Elia ◽  
Giuseppina Passiante
Keyword(s):  
Machine Learning ◽  
Literature Review ◽  
Systematic Literature Review ◽  
Research Agenda ◽  
Web Of Science ◽  
Future Research ◽  
Content Type ◽  
Definition Of ◽  
Practical Implications

Purpose This study aims to investigate the Big Social Data (BSD) paradigm, which still lacks a clear and shared definition, and causes a lack of clarity and understanding about its beneficial opportunities for practitioners. In the knowledge management (KM) domain, a clear characterization of the BSD paradigm can lead to more effective and efficient KM strategies, processes and systems that leverage a huge amount of structured and unstructured data sources. Design/methodology/approach The study adopts a systematic literature review (SLR) methodology based on a mixed analysis approach (unsupervised machine learning and human-based) applied to 199 research articles on BSD topics extracted from Scopus and Web of Science. In particular, machine learning processing has been implemented by using topic extraction and hierarchical clustering techniques. Findings The paper provides a threefold contribution: a conceptualization and a consensual definition of the BSD paradigm through the identification of four key conceptual pillars (i.e. sources, properties, technology and value exploitation); a characterization of the taxonomy of BSD data type that extends previous works on this topic; a research agenda for future research studies on BSD and its applications along with a KM perspective. Research limitations/implications The main limits of the research rely on the list of articles considered for the literature review that could be enlarged by considering further sources (in addition to Scopus and Web of Science) and/or further languages (in addition to English) and/or further years (the review considers papers published until 2018). Research implications concern the development of a research agenda organized along with five thematic issues, which can feed future research to deepen the paradigm of BSD and explore linkages with the KM field. Practical implications Practical implications concern the usage of the proposed definition of BSD to purposefully design applications and services based on BSD in knowledge-intensive domains to generate value for citizens, individuals, companies and territories. Originality/value The original contribution concerns the definition of the big data social paradigm built through an SLR the combines machine learning processing and human-based processing. Moreover, the research agenda deriving from the study contributes to investigate the BSD paradigm in the wider domain of KM.

Supply chain resilience: a systematic literature review and typological framework

2018 ◽  
Vol 48 (8) ◽  
pp. 842-865 ◽  
Author(s):  
Cigdem Gonul Kochan ◽  
David R. Nowicki
Keyword(s):  
Supply Chain ◽  
Literature Review ◽  
Systematic Literature Review ◽  
Future Research ◽  
Exploratory Research ◽  
Content Type ◽  
Supply Chain Resilience ◽  
Assessment Techniques ◽  
Practical Implications

PurposeThe study of supply chain resilience (SCRES) continues to gain interest in the academic and practitioner communities. The purpose of this paper is to present a focused review of the SCRES literature by investigating supply chain (SC) capabilities, their relationship to SCRES outcomes and the underpinning theoretical mechanisms of this relationship.Design/methodology/approachThe paper uses the systematic literature review approach to examine 383 articles published between 2000 and 2017, ultimately down selecting to the most relevant 228 peer-reviewed studies. Context-interventions-mechanisms-outcomes (CIMO) logic is applied to organize and synthesize these peer-reviewed studies. A typological framework is developed from the CIMO-based classification of the SCRES literature.FindingsThe findings of this study outline the gaps in the SCRES literature and present an agenda for future research.Research limitations/implicationsThis paper presents an exploratory research; therefore, the typological model presented is just one of the possible perspectives.Practical implicationsThe typology of SCRES literature can help practitioners to understand SCRES and to measure and assess the resilience of SCs.Originality/valueThe paper provides clear definitions of SCRES constructs, develops a typological framework to further understand SCRES and identifies SCRES measures and assessment techniques.

Artisan entrepreneurship: a systematic literature review and research agenda

2019 ◽  
Vol 25 (4) ◽  
pp. 592-614 ◽  
Author(s):  
Tobias Pret ◽  
Aviel Cogan
Keyword(s):  
Literature Review ◽  
Systematic Literature Review ◽  
Research Agenda ◽  
Quantitative Research ◽  
Reciprocal Relationship ◽  
Future Research ◽  
Content Type ◽  
Entrepreneurship Research ◽  
Holistic Treatment ◽  
Entrepreneurial Behaviour

Purpose The purpose of this paper is to review and critique the extant body of literature on artisan entrepreneurship and to develop a research agenda for future studies based on the identified trends and themes. Design/methodology/approach A systematic literature review (SLR) was undertaken across 96 journals ranked by the Association of Business Schools. The initial search yielded 86 papers. Further scrutiny of these studies led to the development of exclusion criteria, resulting in a refined list of 32 articles which advance understanding of artisan entrepreneurship. Using an open coding approach, this SLR then identified seven core themes and 16 sub-themes which the extant literature examines. Findings This SLR finds that artisan entrepreneurship research contributes to understanding of entrepreneurial behaviour, context, motivation, development, resources, diversity and classification. It provides timely insights into coopetition practices, the reciprocal relationship between place and entrepreneurship and the coexistence of social and economic goals. It also reveals characteristics which facilitate venture development, discovers the mutability of various forms of capital, highlights the necessity of studying diverse experiences and identifies benefits and limits of typologies. Main elements of the resulting research agenda include calls for more quantitative research, further attention to context and more holistic treatment of a wider variety of stories. Originality/value This paper presents the first SLR of craft and artisan entrepreneurship research. It not only identifies, analyses and critiques the main streams in the literature, therefore providing an overview of the state of the field, but also highlights areas where this scholarship contributes to understanding of entrepreneurship and upon which future research can build. Artisan entrepreneurship is thus established as worthy of investigation in its own right and as an appropriate context in which to explore entrepreneurial processes. Furthermore, this SLR presents an agenda for future research to advance understanding of artisan entrepreneurship.

Cocreation of tourism experiences: are food-related activities being explored?

2020 ◽  
Vol 122 (3) ◽  
pp. 910-928 ◽  
Author(s):  
Susana Rachão ◽  
Zélia Breda ◽  
Carlos Fernandes ◽  
Veronique Joukes
Keyword(s):  
Literature Review ◽  
Systematic Literature Review ◽  
Web Of Science ◽  
Service Providers ◽  
Scientific Information ◽  
Professional Service ◽  
Content Type ◽  
Technological Advances ◽  
Food Tourism ◽  
Practical Implications

PurposeThis study analyses the dimensions of cocreation in on-site food-related activities.Design/methodology/approachA systematic literature review was conducted in two databases (Scopus and Institute for Scientific Information (ISI) Web of Science), and 67 peer-reviewed articles were identified on cocreation in tourism experiences.FindingsThe study reveals that food-related activities involving active participation are more likely to be successfully performed in more informal environments, in which culinary experiences cocreated by both tourists and hosts are favoured. Moreover, tourists who learn something new appreciate the value of cocreation within food tourism experiences better.Research limitations/implicationsAlthough the researchers used two renowned databases to conduct the systematic literature review, there is the risk that some manuscripts related to the topic were excluded.Practical implicationsThe transfer of new skills and knowledge through direct contact between tourists and hosts are prerequisites for the raise of the value of the cocreation process itself and of the final outcome of the cocreation experience. As a result, professional service providers should dedicate more attention to the inclusion of cocreative ‘learning’ elements in the food tourism experiences they create.Social implicationsDue to the changing structure of the tourism ecosystem (technological advances), the manner in which experiences are designed, distributed and consumed (cocreated) is being transformed. The present study highlights some aspects to be developed by tourism destination managers.Originality/valueThis study is the first to explore food-related tourism experiences through the lens of cocreation.

scholarly journals The experience – economy revisited: an interdisciplinary perspective and research agenda

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Yanina Chevtchouk ◽  
Cleopatra Veloutsou ◽  
Robert A. Paton
Keyword(s):  
Literature Review ◽  
Systematic Literature Review ◽  
Singular Term ◽  
Future Research ◽  
Brand Experience ◽  
Experience Economy ◽  
Content Type ◽  
Multi Level ◽  
Definition Of ◽  
Sustainable Competitive Advantages

Purpose The marketing literature uses five different experience terms that are supposed to represent different streams of research. Many papers do not provide a definition, most of the used definitions are unclear, the different experience terms have similar dimensionality and are regularly used interchangeably or have the same meaning. In addition, the existing definitions are not adequately informed from other disciplines that have engaged with experience. This paper aims to build a comprehensive conceptual framework of experience in marketing informed by related disciplines aiming to provide a more holistic definition of the term. Design/methodology/approach This research follows previously established procedures by conducting a systematic literature review of experience. From the approximately 5,000 sources identified in three disciplines, 267 sources were selected, marketing (148), philosophy (90) and psychology (29). To address definitional issues the analysis focused on enlightening four premises. Findings This paper posits that the term brand experience can be used in all marketing-related experiences and proposes four premises that may resolve the vagaries associated with the term’s conceptualization. The four premises address the what, who, how and when of brand experience and aim to rectify conceptual issues. Brand experience is introduced as a multi-level phenomenon. Research limitations/implications The suggested singular term, brand experience, captures all experiences in marketing. The identified additional elements of brand experience, such as the levels of experience and the revision of emotions within brand experience as a continuum, tempered by repetition, should be considered in future research. Practical implications The multi-level conceptualization may provide a greater scope for dynamic approaches to brand experience design thus providing greater opportunities for managers to create sustainable competitive advantages and differentiation from competitors. Originality/value This paper completes a systematic literature review of brand experience across marketing, philosophy and psychology which delineates and enlightens the conceptualization of brand experience and presents brand experience in a multi-level conceptualization, opening the possibility for further theoretical, methodological and interdisciplinary promise.

Facing the challenge of improvisation in project management: a critical review

2019 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Guilherme Malucelli ◽  
Marcos T.J. Barbosa ◽  
Marly Monteiro de Carvalho
Keyword(s):  
Content Analysis ◽  
Project Management ◽  
Literature Review ◽  
Systematic Literature Review ◽  
Future Research ◽  
Complex Environments ◽  
Content Type ◽  
The Core ◽  
The Face ◽  
Practical Implications

Purpose When plans fail, the form of making it happen leads to improvisation in practice, which is not sufficiently approached yet in the project management (PM) field. The main reason for the lack of research is that improvisation is predominantly seemed in a negative perspective. Due to the relevance of improvisation in the PM field, the purpose of this paper is to investigate how and why improvisation is applied in the PM context. This research address two questions: which are the key topics and studies linked with improvisation in the PM context?: how do the origin factors and the purpose influence improvisation in PM context? Design/methodology/approach A systematic literature review was carried out through the merging of bibliometric analysis and content analysis. The systematic literature review aims to identify and synthesize the research on the theme, applying structured, transparent and replicable procedures for each phase of the process. These studies focus mainly on the identification of literature standards based on publication reviews. The sampling process follows the flow summarized in Figure 1. The searching process was based on two selected databases, the Web of Science and Scopus. The search strings applied were: (improvisation OR bricolage) AND “project management.” Findings The evolution of publications has shown the existence of a growing interest in the articles relating to improvisation and PM in recent years. The literature on improvisation in the PM context, allows to identify the key related constructs, origin factors and purposes. It also identifies the core relation among these constructs. The understanding of the effect of origin factors on the key related constructs was achieved. Improvisation appears not only as a strategy for adapting when dealing with urgent demands, but also as a team skill. Research limitations/implications As a limitation related to the research methods adopted, their exploratory nature is acknowledged, implying some subjectivity in the content analysis of the surveyed sample. The databases, search strings and selection criteria may also have narrowed the research sample. This study shows a lack of research on knowledge management, experience and resilience that can be a drive for future research. Other interesting insights for future research are that some origin factors are more related with some related constructs than others. Practical implications As practical implications, project practitioners can better understand how improvisation is related to PM. The results can bring insights to professionals such as to explore improvisation in uncertainty and complex environments, and to improve aspects like adaptation, intuition and innovation needs. Improvisation can be understood as a way to improve project results considering that it is a mechanism of management in the face of the inherent environment pressure and is related to ones who have experience and is not necessarily a consequence of lack of planning. Originality/value This paper contributes to the current literature in two ways. First, there is in-depth understanding of the literature on improvisation in the PM context, which allows to identify the key related constructs, origin factors and purposes. Moreover, it identifies the core relation among these constructs. Second, understanding of the effect of origin factors on the key related constructs was achieved.

scholarly journals Effectuation theoretical debate: systematic review and research agenda

2019 ◽  
Vol 17 (1) ◽  
pp. 41-57
Author(s):  
Suzi Elen Ferreira Dias ◽  
Edson Sadao Iizuka ◽  
Eduardo Pinto Vilas Boas
Keyword(s):  
Literature Review ◽  
Systematic Literature Review ◽  
Future Research ◽  
Theoretical Discussion ◽  
Ongoing Debate ◽  
Seminal Paper ◽  
Content Type ◽  
Is Theory ◽  
Under Construction ◽  
Practical Implications

Purpose The purpose of this paper is to understand the theoretical discussion of effectuation since the seminal paper in 2001 and to propose an agenda for future studies. Design/methodology/approach Systematic literature review and content analysis of 71 papers. Findings Most papers performed a replication of the concepts empirically, and few studies proposed to understand theoretical aspects of effectuation, among them, some authors presented theoretical advances to improve the approach and others participated in an ongoing debate that shows there is no consensus on whether the approach is theory or if considered, appears to be under construction at a rudimentary level or being questioned. Research limitations/implications The method requires authors to make choices, so the database used and the criteria defined for searching papers that were analyzed are the main limitations of this research. Practical implications The authors suggest that researchers, teachers and practitioners use effectuation analytically and reflectively. Social implications The authors present and analyze the current theoretical debate on effectuation. Results suggest the need for new discussions about the concepts, as well as new theoretical efforts of the researchers to analyze the potentialities and limitations of this approach. Originality/value Among empirical and applied research, with replications of the concepts of effectuation, this research contributes to a theoretical discussion based on a systematic literature review, seeking to bring new reflections about this approach. Additionally, the authors present an agenda of theoretical gaps for the development of future research.

Country-related future research agenda of Lean Manufacturing–A systematic literature review

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Evangelos Psomas
Keyword(s):  
Literature Review ◽  
Systematic Literature Review ◽  
Lean Manufacturing ◽  
Research Agenda ◽  
Future Research ◽  
Journal Articles ◽  
Content Type ◽  
Future Research Agenda ◽  
Quality Tool ◽  
Country Specific

PurposeMany future research proposals of Lean Manufacturing (LM) are presented in the literature. The purpose of this paper is to determine these future research proposals of LM which are country-related and classify them.Design/methodology/approachA systematic literature review (SLR) of peer-reviewed journal articles in LM was conducted. A total of 145 articles published in 34 journals during 2010–2020 were collected from four major management science publishers namely, Emerald Online, Elsevier/Science Direct, Springer Link and Taylor and Francis. The country-related future research proposals of LM identified in the literature were classified according to, firstly, the continent of the country of reference, and secondly, some form of natural affinity of these proposals creating meaningful themes. The quality tool “affinity diagram” was applied to classify the country-related future research proposals of LM.FindingsThe country-related future research proposals of LM, which are increasing in the literature over time, refer mostly to studies to be conducted in several continents/countries and to multinational studies. Conducting studies specifically in Asia, Europe, South and North America, Africa and Australia–New Zealand is also suggested. The plethora of the country-related future research proposals of LM were classified, based on the affinity of their content, into 18 meaningful themes. These themes were also classified based on their affinity into two broad categories, namely “themes concerning the LM approach itself” and “themes concerning factors outside the LM approach”.Research limitations/implicationsThe restricted number of the databases searched and the subjectivity of classifying the large number of the country-related future research proposals into themes are the main limitations of the present SLR. Based on these limitations, future literature review studies can be carried out.Practical implicationsUseful proposals are provided to researchers of several countries for conducting original and country-specific research studies which can enrich the knowledge of the implementation of LM under the specific circumstances of a country for the benefit of practitioners.Originality/valueThis study goes beyond previous literature review studies on LM by focusing exclusively on the LM future research agenda which is country related. The analytical presentation of the country-related future research proposals as well as the formulation of clusters of these proposals make the present SLR study substantially different from those carried out worldwide so far.

The disruption of blockchain in auditing – a systematic literature review and an agenda for future research

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Rosa Lombardi ◽  
Charl de Villiers ◽  
Nicola Moscariello ◽  
Michele Pizzo
Keyword(s):  
Literature Review ◽  
Systematic Literature Review ◽  
Empirical Studies ◽  
Theory And Practice ◽  
Future Research ◽  
Content Type ◽  
Main Research ◽  
Research Areas ◽  
The Impact ◽  
Practical Implications

PurposeThis paper presents a systematic literature review, including content and bibliometric analyses, of the impact of blockchain technology (BT) in auditing, to identify trends, research areas and construct an agenda for future research.Design/methodology/approachThe authors include studies from 2010 to 2020 in their structured literature review (SLR), using accounting journals on the Scopus database, which yielded 40 articles with blockchain and auditing at its core.FindingsOne of the contributions of the authors’ analyses is to group the prior research, and therefore also the agenda for future research, into three main research areas: (1) Blockchain as a tool for auditing professionals to improve business information systems to save time and prevent fraud; (2) Smart contracts enabling Audit 4.0 efficiency, reporting, disclosure and transparency; (3) Cryptocurrency and initial coin offerings (ICOs) as a springboard for corporate governance and new venture financing. The authors’ findings have several important implications for practice and theory.Practical implicationsThe results of this study emphasise that (1) the disruption of blockchain in auditing is in a nascent phase and there is a need for compelling empirical studies and potential for the involvement of practitioners; (2) there may be a need to reconsider audit procedures especially suited for digitalisation and BT adoption; (3) standards, guidelines and training are required to pivot towards and confront the challenge BT will represent for auditing; and (4) there are two sides to the BT coin for auditing, enthusiasm about the potential and risk upon implementation. These practical implications can also be seen as a template for future research in a quest to align theory and practice.Originality/valueThe authors’ SLR facilitates the identification of research areas and implications, forming a useful baseline for practitioners, professionals and academics, as they draft the state of the art on the disruption of blockchain in auditing, highlighting how BT is changing auditing activities and traditions.

The originality of the lean manufacturing studies

2018 ◽  
Vol 11 (2) ◽  
pp. 254-284 ◽  
Author(s):  
Evangelos Psomas
Keyword(s):  
Literature Review ◽  
Systematic Literature Review ◽  
Lean Manufacturing ◽  
Design Methodology ◽  
Future Research ◽  
Journal Articles ◽  
Content Type ◽  
Implementation Plans ◽  
Practical Implications

Purpose The purpose of this paper is to identify the originality value of the lean manufacturing (LM) studies carried out worldwide so far. Design/methodology/approach Four major publishers, namely, Emerald Online, Science Direct, Springer Link and Taylor and Francis provided the databases for a systematic literature review (SLR) of peer-reviewed journal articles in LM. In total, 211 articles published in 52 journals during 2005-2016 were collected. The affinity diagram was applied to group the originality value statements identified into logical themes. Findings The plethora of originality value statements identified in the literature are analytically presented. Furthermore, meaningful themes of the originality value of the LM studies are formulated. Research limitations/implications Some publishers might have been missed out in this SLR, given that it is based on only four academic publishers. Practical implications Identifying the originality value of the existing LM studies and presenting respective meaningful themes can help researchers and practitioners design their future research and implementation plans, respectively. Originality value The originality value of the LM studies is a subject which has not been reviewed in the literature previously.

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