scholarly journals Application of text mining in smart lighting literature - an analysis of existing literature and a research agenda

Author(s):  
Atousa Zarindast ◽  
Anuj Sharma ◽  
Jonathan Wood
2019 ◽  
Vol 9 (1) ◽  
pp. 65-93 ◽  
Author(s):  
Alberto Arenal ◽  
Claudio Feijoo ◽  
Ana Moreno ◽  
Cristina Armuña ◽  
Sergio Ramos

Purpose Academic research into entrepreneurship policy is particularly interesting due to the increasing relevance of the topic and since knowledge about the evolution of themes in this field is still rather limited. The purpose of this paper is to analyse the key concepts, topics, trends and shifts that have shaped the entrepreneurship policy research agenda during the period 1990–2016. Design/methodology/approach This paper uses text mining techniques, cluster analysis and complementary bibliographic data to examine the evolution of a corpus of 1,048 academic papers focused on entrepreneurship-related policies and published during the period 1990–2016 in ten relevant journals. In particular, the paper follows a standard text mining workflow: first, as text is unstructured, content requires a set of pre-processing tasks and then a stemming process. Then, the paper examines the most repeated concepts within the corpus, considering the whole period 1990–2016 and also in five-year terms. Finally, the paper conducts a k-means clustering to divide the collection of documents into coherent groups with similar content. The analyses in the paper also include geographical particularities considering three regional sub-corpora, distinguishing those articles authored in the European Union (EU), the USA and South and Eastern Asia, respectively. Findings Results of the analysis show that inclusion, employment and regulation-related papers have largely dominated the research in the field, evolving from an initial classical approach to the relationship between entrepreneurship and employment to a wider, multidisciplinary perspective, including the relevance of management, geographies and narrower topics such as agglomeration economics or internationalisation instead of the previous generic sectorial approaches. The text mining analysis also reveals how entrepreneurship policy research has gained increasing attention and has become both more open, with a growing cooperation among researchers from different affiliations, and more sophisticated, with concepts and themes that moved the research agenda forward, closer to the priorities of policy implementation. Research limitations/implications The paper identifies main trends and research gaps in the field of entrepreneurship policy providing actionable knowledge by presenting the spectrum of both over-explored and understudied research themes in the field. In practical terms the results of the text mining analysis can be interpreted as a compass to navigate the entrepreneurship policy research agenda. Practical implications The paper presents the heterogeneity of topics under research in the field, reinforcing the concept of entrepreneurship as a multidisciplinary and dynamic domain. Therefore, the definition and adoption of a certain policy agenda in entrepreneurship should consider multiple aspects (needs, objectives, stakeholders, expected outputs, etc.) to be comprehensive and aligned with its complexity. In addition, the paper shows how text mining techniques could be used to map the research activity in a particular field, contributing to the challenge of linking research and policy. Originality/value The exploratory nature of text mining allows us to obtain new knowledge and reveals hidden patterns from large quantities of documents/text data, representing an opportunity to complement other qualitative reviews. In this sense, the main value of this paper is not to advise on the future configuration of entrepreneurship policy as a research topic, but to unwrap the past by unveiling how key themes of the entrepreneurship policy research agenda have emerged, evolved and/or declined over time as a foundation on which to build further developments.


2020 ◽  
Vol 24 (3) ◽  
pp. 283-307
Author(s):  
Ricardo Godinho Bilro ◽  
Sandra Maria Correia Loureiro

Purpose This paper aims to review the existing literature about consumer engagement, provide an accurate mapping of this research field, propose a consumer engagement typology and a conceptual framework and offer a research agenda for this domain. Design/methodology/approach A systematic literature review using several quality filters was performed, producing a top-quality pool of 41 papers. After that, a text mining analysis was conducted, and five major research streams emerged. Findings This paper proposes five distinct research streams based on the text mining analysis, namely, consumer engagement, online brand community engagement, consumer-brand engagement, consumer engagement behaviours and media engagement. Based on this, a consumer engagement typology and a conceptual framework are suggested and a research agenda is proposed. Originality/value This paper presents scientific value and originality because of the new character of the topic and the research methods used. This research is the first study to perform a systematic review and using a text-mining approach to examine the literature on consumer engagement. Based on this, the authors define consumer engagement typology. A research agenda underlining emerging future research topics for this domain is also proposed.


2019 ◽  
Vol 30 (1) ◽  
pp. 79-102 ◽  
Author(s):  
Christoph F. Breidbach ◽  
Byron W. Keating ◽  
Chiehyeon Lim

Purpose The purpose of this paper is to delineate a research agenda to guide future service research investigating the digital transformation of financial service systems through Fintech – disruptive innovations by new market entrants that challenge the position of mainstream financial institutions. Design/methodology/approach Rooted in the philosophical foundations of “use-inspired research,” this paper addresses the managerially and societally relevant phenomenon of Fintech by identifying, and responding to, the individual challenges and problems associated with the digital transformation of financial services. This is accomplished through a computational text-mining approach to analyze the corpus of 1,545 published practitioner articles associated with Fintech, identification of managerial challenges therein and subsequent delineation of a novel research agenda. Findings By connecting managerial challenges relating to Fintech with the service literature, this paper develops a use-inspired research agenda that provides scholarly and managerially relevant research directions (RDs). These pertain to the complexity of digital financial service systems (micro level), orchestration of value co-creation with Fintech (meso level), and the development of elastic infrastructures, models and markets (macro level). Research limitations/implications Fintech is an emerging phenomenon associated with the digital transformation of financial services. However, actual guidelines on how service research related to Fintech could be advanced from a theoretically as well as managerially relevant angle are unavailable to date. Here, the authors address this challenge and provide the field with 18 tangible RDs to advance service theory and practice. Practical implications The purpose of this paper is to guide future academic research addressing managerial challenges associated with Fintech and the digital transformation of financial service. Due to the explicit use-inspired nature of the work, the future research stemming from the agenda that the authors put forward here will be of benefit to decision makers and society more broadly. Originality/value This empirical research contributes to the discourse regarding the role of information and communication technologies in service in general, and the digital transformation on financial services in particular. The in-depth computational text-mining analysis is unbiased, replicable and provides the foundation for a use-inspired research agenda that is subsequently delineated.


Author(s):  
CICEA CLAUDIU ◽  
LEFTERIS TSOULFIDIS ◽  
MARINESCU CORINA ◽  
POPA STEFAN CATALIN ◽  
ALBU CATALINA FLORENTINA

2020 ◽  
pp. 1-7
Author(s):  
Oliver Westerwinter

Abstract Friedrich Kratochwil engages critically with the emergence of a global administrative law and its consequences for the democratic legitimacy of global governance. While he makes important contributions to our understanding of global governance, he does not sufficiently discuss the differences in the institutional design of new forms of global law-making and their consequences for the effectiveness and legitimacy of global governance. I elaborate on these limitations and outline a comparative research agenda on the emergence, design, and effectiveness of the diverse arrangements that constitute the complex institutional architecture of contemporary global governance.


2002 ◽  
Vol 117 (2) ◽  
pp. 114-122 ◽  
Author(s):  
Martha M McKinney ◽  
Katherine M Marconi ◽  
Paul D Cleary ◽  
Jennifer Kates ◽  
Steven R Young ◽  
...  

2019 ◽  
Vol 50 (5-6) ◽  
pp. 292-304 ◽  
Author(s):  
Mario Wenzel ◽  
Marina Lind ◽  
Zarah Rowland ◽  
Daniela Zahn ◽  
Thomas Kubiak

Abstract. Evidence on the existence of the ego depletion phenomena as well as the size of the effects and potential moderators and mediators are ambiguous. Building on a crossover design that enables superior statistical power within a single study, we investigated the robustness of the ego depletion effect between and within subjects and moderating and mediating influences of the ego depletion manipulation checks. Our results, based on a sample of 187 participants, demonstrated that (a) the between- and within-subject ego depletion effects only had negligible effect sizes and that there was (b) large interindividual variability that (c) could not be explained by differences in ego depletion manipulation checks. We discuss the implications of these results and outline a future research agenda.


2013 ◽  
Author(s):  
Ronald N. Kostoff ◽  
◽  
Henry A. Buchtel ◽  
John Andrews ◽  
Kirstin M. Pfiel

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