Crowdsourcing content analysis for managerial research

2014 ◽  
Vol 52 (4) ◽  
pp. 675-688 ◽  
Author(s):  
Caryn Conley ◽  
Jennifer Tosti-Kharas

Purpose – The purpose of this paper is to evaluate the effectiveness of a novel method for performing content analysis in managerial research – crowdsourcing, a system where geographically distributed workers complete small, discrete tasks via the internet for a small amount of money. Design/methodology/approach – The authors examined whether workers from one popular crowdsourcing marketplace, Amazon's Mechanical Turk, could perform subjective content analytic tasks involving the application of inductively generated codes to unstructured, personally written textual passages. Findings – The findings suggest that anonymous, self-selected, non-expert crowdsourced workers were applied content codes efficiently and at low cost, and that their reliability and accuracy compared to that of trained researchers. Research limitations/implications – The authors provide recommendations for management researchers interested in using crowdsourcing most effectively for content analysis, including a discussion of the limitations and ethical issues involved in using this method. Future research could extend the findings by considering alternative data sources and coding schemes of interest to management researchers. Originality/value – Scholars have begun to explore whether crowdsourcing can assist in academic research; however, this is the first study to examine how crowdsourcing might facilitate content analysis. Crowdsourcing offers several advantages over existing content analytic approaches by combining the efficiency of computer-aided text analysis with the interpretive ability of traditional human coding.

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Mohammed Sawkat Hossain

PurposeThe authors make a fundamental initial effort to conduct a systematic review analysis on “cryptocurrency,” mainly to analyze the way it has been changing the “stereotype” financial transactions, and also identify the probable unexplored research avenues on this innovative investment regime. The study aims to draw the landscape of the current state, prospects, challenges, trends and possible agendas of cryptocurrency in the global market.Design/methodology/approachUsing a quali-quantitative approach widely known as meta-literature review, the synthesis analysis on “cryptocurrency” is conducted. Methodologically, the authors review and analyze the most recent and relevant papers preferably published between 2016 and 2020 in leading business and finance journals of ISI Web of Science (ISI WOS) through bibliometric analysis particularly coupled with content analysis.FindingsThe findings of the meta-analysis summarize the relevant stylized facts of the cryptocurrency market: distinctive features of blockchain technology, decentralized payment method, low-cost facility, ensuring pseudo-anonymity, independence from central authority, double spending attack protection, organic and instantaneous nature, among others. In addition, the analysis identified several future research regimes: pricing model, prospect of investment regime, hedging properties, volatility dynamics, information asymmetry, underlying risk factors and bubble-like nature in global cryptocurrency market.Practical implicationsThis academic novelty significantly contributes to enhance our knowledge on the current state-of-the-art of digital finance, outlines the research agenda and eventually provides important investment implications for financial managers, research analysts, investors, market practitioners, regulatory compliance professionals and policymakers. Therefore, the findings shed the lights on new investment opportunity in the global market.Originality/valueCryptocurrency, virtual currency or digital asset having cryptography for idiosyncratic security features, seems to be a persistent paradigm shift in the digitalized financial system. Despite the continuing growth, the academic research on cryptocurrency is still at nascent stage, particularly because researchers did not deeply draw attention at this financial innovation. In addition, the authors argue that none of the earlier studies yet conducted a meta-analysis on this latest investment regime. Therefore, this review study is the initial attempt to fill up the gap in the finance literature.


2019 ◽  
Vol 10 (3) ◽  
pp. 686-707
Author(s):  
Marcus Conlé

Purpose The paper aims to take stock of China’s recent biopharmaceutical industry development by analyzing product innovation and changes in the firms’ product portfolios during the five-year period between 2012 and 2017. Design/methodology/approach The paper introduces a classification of biopharmaceutical products. By applying the classification to the product data of China’s drug regulator, the CFDA, it becomes possible to trace the developments within the sector by looking at changes in the number of firms within each subgroup and changes in the number of subgroups in which each firm is involved. The classification allows an evaluation of the latest product innovation achievements. Findings The paper demonstrates a mild shakeout of firms in the relatively long-existing domestic market segments, a trend toward more specialized product portfolios and an enduring prevalence of innovation strategies aimed at exploiting relatively unpopulated domestic market niches instead of pioneering entirely new products. Especially the capability of upgrading to second-generation protein therapeutics has become a key criterion for separating the wheat and the chaff in China’s domestic sector. The paper moreover points out the relevance of acquisitions as a corporate growth strategy. Research limitations/implications The research does not consider complementary indicators, product pipelines in particular. Future research should compare patterns across emerging economies. Originality/value The paper is unique in using the CFDA database for systematic academic research on (bio)pharmaceutical innovation and in introducing a biopharmaceutical product classification to trace innovative activities and changes in corporate product portfolios over time.


2018 ◽  
Vol 60 (5) ◽  
pp. 490-499 ◽  
Author(s):  
Vanessa Ratten ◽  
Paul Jones

PurposeThe purpose of this paper is to introduce an entrepreneurial learning approach to the study of sport education in order to inform future research directions.Design/methodology/approachSport education needs to focus on how it can overcome existing barriers to bring a more interdisciplinary approach. This paper uses entrepreneurship education theory to explore the changes required in sport education provision to create a more relevant and conducive teaching environment.FindingsThe findings of this paper suggest that by bringing sport students into contact with entrepreneurship education, aids in the development of improved employability and social skills.Research limitations/implicationsIntroducing entrepreneurship education into sport will help the students develop learning initiatives that advance the scholarship of sport education within the university sector.Practical implicationsThe benefits of including entrepreneurship education in sport studies could be of interest to the directors of education wanting to increase student enrollments and interest in their courses.Originality/valueThe study suggests ways to offer more interdisciplinary courses and activities linking entrepreneurship education to sport. This needs to be taken into consideration as it will enable the development of sport entrepreneurship education that improves links between academic research with policy and business initiatives.


2018 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Vedant Singh ◽  
S. Vaibhav ◽  
Somesh Kr. Sharma

PurposeThe purpose of this study is to examine the relationships between the dimensions of sustainable competitive advantages in the Indian low cost airlines.Design/methodology/approachThis study used structural equation modelling methods to identify the factors that significantly affect the sustainable competitive advantages enjoyed by Indian low-cost carriers (LCCs). Specifically, this study is based on the data from 208 airline experts that populate multiple structural equation models.FindingsResults indicate that indigenous efficiency, the LCCs perceptions of threat, dexterity, strategic persuasion and the LCC adopting an enabling role positively affect LCCs’ competitive advantages. These five factors were all correlated with each other. The results also show that relative to an LCC’s dexterity, indigenous efficiency is a stronger predictor of an LCC’s competitive advantages.Originality/valueThis study provides low-cost airlines with valuable information for designing effective strategies for obtaining competitive advantages in the LCC sector. To conclude the paper, the authors offer practical recommendations for managers and suggest some avenues for future research in this area.


2017 ◽  
Vol 18 (3) ◽  
pp. 314-327 ◽  
Author(s):  
Doyeop Kim ◽  
Matthew Walker ◽  
Jun Heo ◽  
Gi-Yong Koo

Purpose Although high-profile sport league website sponsorships have increased in popularity over the last decade, academic research on the topic has not kept pace, resulting in little knowledge of ways to improve the effectiveness of this sponsorship type. This paper aims to discuss this issue. Design/methodology/approach The current study examined the influence of three website-related variables (i.e. website interactivity, website fit, and website credibility), while controlling for a sponsor-related variable (i.e. sponsor familiarity), on consumer attitude toward the sponsor ad and willingness to click on its banner ad. Hierarchical multiple regression analyses indicated three main effects. Practical implications are discussed with limitations and suggestions for future research. Findings This study found three important things. First, website interactivity played an important role in attitude toward the ad and willingness to click on the banner ad. Second, website fit influenced attitude toward the ad and willingness to click on the banner ad. Third, website credibility influenced attitude toward the ad. Originality/value The findings suggest that in order to maximize online sports sponsorship outcomes, companies must keep in mind that the interactivity between the web users and the site should be regarded as the most pragmatic result which could come from the online sports sponsorship territory.


2012 ◽  
Vol 33 (8) ◽  
pp. 715-731 ◽  
Author(s):  
Gregor Gall ◽  
Jack Fiorito

PurposeThe aim of this paper is to give a critique of the extant literature on union commitment and participation in order to develop remedies to identified weaknessesDesign/methodology/approachThe paper uses a critical assessment of extant literature.FindingsA number of critical deficiencies exist in the literature to which remedies are proposed.Research limitations/implicationsThe remedies need testing through empirical research.Practical implicationsFuture research needs to have different research foci and questions.Social implicationsWith a reorientation of future research on union commitment, participation and leadership, unions may be better able to benefit from academic research in the area.Originality/valueThe paper suggests that a reorientation of future research on union commitment, participation and leadership will allow more incisive and more robust contributions to be made to understanding unions as complex social organisms.


Author(s):  
Marko Selakovic ◽  
Anna Tarabasz ◽  
Monica Gallant

Objective – This review paper discusses the emergence of scholarly articles related to the typology and classification of fake news and offers solutions for identified gaps, such as unstandardized terminology and unstandardized typology in the field of fake news-related research. Typology of fake news is a critical topic nowadays: recently emerged fake news needs to be categorized and analyzed in a structured manner in order to respond appropriately. Methodology/Technique – Based on the systematic review of literature identified in scientific databases, different typologies of fake news have been identified and a new typology of business-related fake news online has been proposed. New typology of business-related fake news online is based on factors such as level of facticity, intention to deceive and financial motivation. Findings and novelty – Content analysis of 326 articles containing terms related to the typology of fake news and classification of fake news indicates that the term “typology of fake news” is predominantly used in management, marketing and communications research, while the term “classification of fake news” is predominantly used in the information technology research. The content analysis also indicates the recent emergence of the topic of typology and classification of fake news in academic research, revealing that all articles related to these topics have been published on or after 2016. In addition to the contribution by presenting comprehensive typology of business-related fake news online, this paper also provides recommendations for future research and improvements related to the typology of fake news, emphasizing business-related fake news and fake news spread in the digital space. Type of Paper: Review JEL Classification: M31, M39. Keywords: Fake News; Crisis Communications; Online Communications; Digital Marketing; Management Research; Marketing Research Reference to this paper should be made as follows: Selakovic, M; Tarabasz, A; Gallant, M. (2020). Typology of Business-Related Fake News Online: A Literature Review, J. Mgt. Mkt. Review 5(4) 234 – 243. https://doi.org/10.35609/jmmr.2020.5.4(5)


2017 ◽  
Vol 29 (1) ◽  
pp. 179-225 ◽  
Author(s):  
Marios D. Sotiriadis

Purpose The purpose of this paper is twofold: to perform a synthesis of academic research published between 2009 and 2016 regarding the changes in tourism consumer behavior brought about by the use of social media (SM); and to suggest a set of strategies for tourism businesses to seize opportunities and deal with resulting challenges. Design/methodology/approach A volume of 146 peer-reviewed journal articles were retrieved from two major databases. Content analysis of this academic research has been performed, exploring the effects of online reviews on tourism consumers and providers. Findings The content analysis identified three main research themes that were investigated by scholars and classified into two major categories, namely, consumer perspective and provider perspective: the antecedents (factors motivating and influencing tourists); the influence of online reviews on consumer behaviour; and the impact of these reviews on tourism businesses (providers’ perspective). Research limitations/implications This study is based on a literature review and outcomes reported by previous studies; hence, the suggestions are indicative rather than conclusive. Some publication sources were not included. Practical implications This paper suggests a range of adequate strategies, along with operational actions, formulated for industry practitioners in the fields of management and marketing. Originality/value It provides an update of the state of published academic research into SM and an integrated set of management and marketing strategies for tourism providers in seizing the opportunities and dealing with the challenges raised in a digital context.


2017 ◽  
Vol 27 (4) ◽  
pp. 761-777 ◽  
Author(s):  
Christoph F. Breidbach ◽  
Roderick J. Brodie

Purpose The purpose of this paper is to identify and delineate research directions that guide future empirical studies exploring how engagement platforms facilitate value co-creation and actor engagement in the context of the sharing economy. Design/methodology/approach The authors adopt a midrange theorizing approach with service-dominant logic as the integrating meta-theoretical perspective to develop a theoretical framework about service platforms, engagement platforms, and actor engagement in information communication technology (ICT) mediated environments. The authors then contextualize the framework for the sharing economy. Findings The authors introduce 20 unique research questions to guide future studies related to service ecosystems, engagement platforms, and actor engagement practices in the context of the sharing economy. Research limitations/implications The sharing economy is an emerging phenomenon that is driven by the development and proliferation of engagement platforms. The engagement platform concept therefore provides a novel perspective for exploration of how ICT can be utilized to facilitate value co-creation and engagement amongst interdependent economic actors in a service ecosystem. Practical implications The purpose of this paper is to guide future academic research, rather than managerial practice. Future research based on the framework can help guide decision-makers to implement and use engagement platforms more effectively. Originality/value This paper offers new insight into the important intersection of ICT and service research, and guides future studies exploring the role of engagement platforms in the context of the sharing economy.


2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Kumari Rashmi ◽  
Aakanksha Kataria

Purpose The purpose of this paper is to provide a clear view of current dynamics and research diversification of extant literature in the field of work-life balance (WLB). This paper provides a systematic and critical analysis of WLB literature using bibliometric analysis.Design/methodology/approach Scopus database has been used for carrying out this review that is based on 945 research papers published from 1998 to 2020. The prominence of the research is assessed by studying the publication trend, sample statistics, theoretical foundation, the highly cited research articles and journals, most commonly used keywords, research themes of top four recognized clusters, sub-themes within each cluster and thematic overview of WLB corpus formed on the premise of bibliographic coupling. Additionally, content analysis of recently published papers revealed emerging research patterns and potential gaps.Findings Major findings indicate that the research area consists of four established and emerging research themes based on clusters formed as (1) flexible work arrangements, (2) gender differences in WLB, (3) work–life interface and its related concepts, and (4) WLB policies and practices. Emerging themes identified through content analysis of recent articles include gender discrepancy, the impact of different forms of contextual (situational) factors and organizational culture.Originality/value This research paper is the first of its kind on the subject of WLB as it provides multifariousness of study fields within the WLB corpus by using varied bibliographic mapping approaches. It also suggests viable avenues for future research.


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