Fuzzy-set Qualitative Comparative Analysis Research Articles

Sustainable recycling management: configuration of risk factors and resilience strategies

Purpose Recycling is associated with positive social and environmental impact, but previous studies have overlooked the cost of recycling operations. Based on the dynamic capability view, the purpose of this study was to identify and evaluate risk factors and resilience strategies within the recycling industry, prioritize these factors and identify the optimal combination of resilience strategies and risk factors to improve market performance. Design/methodology/approach The research questions were addressed in three subsequent studies. In Study 1, qualitative interviews were conducted to identify risk factors and strategies to mitigate those risks. In Study 2, quality function deployment methodologies were implemented via case studies derived from three different companies. Based on the results of Studies 1 and 2, in addition to the use of fuzzy set qualitative comparative analysis, Study 3 aimed to determine the optimal combination of risk factors and strategies impacting market performance. Findings The results across the three studies revealed a number of risk factors as well as which risk factors and resilience strategies have the greatest impact on market performance. Specifically, it was found that higher levels of readiness, response and recovery strategies lead to greater market performance, whereas weak readiness, response and recovery strategies, along with low societal, environmental and health and safety risk factors, significantly inhibit performance. Originality/value This research extends current understandings of market performance in relation to recycling industry management and offers insight for decision-makers toward combating significant risk factors in business-to-business settings.

Exploring the push-pull factors influencing parenting efficacy of fathers of children with ASD: a fuzzy set qualitative comparative analysis

ObjectivesThis study aimed to explore the core factors and configurations influencing parenting efficacy for fathers of children with ASD in Western China by using a configuration analysis.BackgroundUnderstanding the push-pull factors related to parenting efficacy for fathers raising children with ASD can support the fathers of children with ASD to participate in education affairs and improve the quality of family education, which is of significant importance to both individuals and society. This study recruited 156 fathers of children with ASD from China.ResultsThe results suggested that there was more than one (sub) configuration for achieving a high level of parenting efficacy among fathers of children with ASD. (b) The configurations could be summarized into three main types as follows: “working within the system*flexible working time,” “high level of education*high level of other support,” and “severe disability*fewer interaction with wife.” (c) The two variables, “family income” and “community support,” were not as important as they were shown in previous studies, and their effects often depended on how they interact with other variables.ConclusionsFindings highlighted the validity of deploying configuration analysis (based on the ecosystem theory) to establish the relationship between independent variables and the parenting efficacy of fathers of children with ASD. The discovery of more than one configuration led to a new consensus on how multiple factors influence parenting efficacy. Implications were suggested for practitioners, policymakers, and future research alike.

Corporate governance for sustainable development: A study on mechanism configuration

There is a dearth of configuration analysis on the factors that constitute corporate governance mechanisms within the framework of corporate sustainable goals in existing literature. Specifically, the impact mechanisms related to various combined mechanisms have not been comprehensively defined. This study employs Qualitative Comparative Analysis (QCA) approach to explore the effects of various configurations of corporate governance mechanisms on sustainable development, based on a sample of 2959 Chinese listed companies. Our analysis identifies four distinct pathways that facilitate the achievement of sustainable development goals: 1) enlarging board size, providing managerial incentives, establishing sustainability committees, and enhancing corporate transparency; 2) promoting board diversity, providing managerial incentives, establishing sustainability committees, and enhancing corporate transparency; 3) reducing ownership concentration, providing managerial incentives, establishing sustainability committees, and enhancing corporate transparency; 4) encouraging individual investment, providing managerial incentives, establishing sustainability committees, and enhancing corporate transparency. Additionally, a comparative analysis of different pathways has revealed substitutional relationships between board size and diversity, ownership concentration and investor structure, while highlighting the complementary relationship of managerial incentives, sustainability committees, and corporate transparency. Challenging the erstwhile linear research paradigm, this study contributes to understanding the pathways for achieving sustainable development goals from a configurational perspective and elucidates the relationships between corporate governance mechanisms. It offers novel and comprehensive evidence for examining the intricate nexus between corporate governance mechanisms and sustainable development. Keywords: Stakeholder theory; Sustainable development; Corporate governance mechanisms; Mechanism configurations; fuzzy-set Qualitative Comparative Analysis (fsQCA).

Enhancing SMEs resilience through digital innovation: a stage-based analysis

PurposeThe COVID-19 pandemic has profoundly impacted small and medium-sized enterprises (SMEs), inherently vulnerable entities, prompting a pivotal question of how to enhance SMEs’ organizational resilience (OR) to withstand discontinuous crises. Although digital innovation (DI) is widely acknowledged as a critical antecedent to OR, limited studies have analyzed the configurational effects of DI on OR, particularly stage-based analysis.Design/methodology/approachUnderpinned by the dynamic capabilities view, this study introduces a multi-stage dynamic capabilities framework for OR. Employing Latent Dirichlet Allocation (LDA), digital product innovation (DPI), digital services innovation (DSI) and digital process innovation (DCI) are further deconstructed into six dimensions. Furthermore, we utilized fuzzy-set qualitative comparative analysis (fsQCA) to explore the configuration effects of six DI on OR at different stages, using data from 94 Chinese SMEs.FindingsFirst, OR improvement hinges not on a singular DI but on the interactions among various DIs. Second, multiple equivalent configurations emerge at different stages. Before the crisis, absorptive capability primarily advanced through iterative DPI and predictive DSI. During the crisis, response capability is principally augmented by the iterative DPI, distributed DCI, and integrated DCI. After the crisis, recovery capability is predominantly fortified by the iterative DPI, expanded DPI and experiential DSI. Third, iterative DPI consistently assumes a supportive role in fortifying OR.Originality/valueThis study contributes to the extant literature on DI and OR, offering practical guidance for SMEs to systematically enhance OR by configuring DI across distinct stages.

Drivers of adaptive resilience of public sector organizations: an investigation into the individual characteristics of hybrid professional managers

ABSTRACT The COVID-19 pandemic emphasized the importance of resilience of public sector organizations. Drawing from Upper Echelons Theory, this study investigates the relationship between configurations of demographic and background characteristics of hybrid professional managers and organizational adaptive resilience. Specifically, it focuses on heads of 34 Italian public clinical laboratories in the Veneto Region during the first wave of the pandemic. Based on fuzzy set Qualitative Comparative Analysis, the findings show four different combinations of attributes that lead to high levels of adaptive resilience. A key role is played by being a female manager and possessing a high level of organizational tenure.

An fsQCA approach to identifying pathways to K-9 students’ online learning engagement

Student engagement has been shown to function as a pathway leading to valued educational outcomes. This study used fuzzy-set qualitative comparative analysis (fsQCA) to reveal how various configurations of sex, grade level, teaching presence, social presence, perceived usefulness, perceived ease of use, and parental support lead to high online learning engagement (OLE) in a sample of 516 compulsory education (K-9) students from three provinces in Central and Eastern China. The results indicated that eight configurations of the conditions were required to attain high OLE. Of these, one configuration was sufficient to explain high OLE for all students regardless of sex and grade level, five different configurations lead to high OLE for elementary school students, and one configuration explained high OLE for boys and girls regardless of grade level. Identifying these specific configurations could help teachers to design and provide personalized online learning experiences that enhance student engagement.

Technological Capabilities on Business Outcomes: Evidence from Meta-Analysis and FsQCA

ABSTRACT A meta-analysis of 161 empirical studies analyzed technological capabilities (TC) through meta-analytical structure equation modeling (MASEM) and fuzzy-set qualitative comparative analysis (fsQCA). Our findings show that TC has mean positive effect size estimates across business outcomes. The combinative approach of TC presents different insights about its impact on various business outcomes. This approach highlights a theoretical view while attempting to understand the impact of TC on business outcomes.

Patient influencer: the impact of homophily on value co-creation behaviour in online health communities

ABSTRACT The world has witnessed a rapid rise of online health communities (OHCs) where patients can create a powerful network of support and resources to make a meaningful difference in people’s health lives. Despite this rapid rise, healthcare authorities and organisations are under enormous pressure to create a sustainable environment for OHCs. Prior studies revealed that encouraging patient value co-creation behaviour (VCB) is substantially beneficial for successful OHCs; however, what factors influence these patient behaviours to co-create value is still unknown. To fill this gap, this study uses the service-dominant logic perspective of value co-creation theory and discloses how homophily between patient influencers and patients in OHCs effect VCB. The data was collected through a self-administered survey from 422 patients who are users of OHC in China and was analysed via partial least squares structural equation modelling and fuzzy set qualitative comparative analysis (fsQCA). The results revealed that homophily positively influences VCBs, i.e. participation behaviour (PB) and citizenship behaviour (CB). A parasocial relationship only moderates the relations between homophily and (PB), whereas the influencer ethical interaction capability significantly moderates the relationship of both homophily with patient PB and CB. Furthermore, the fsQCA findings signify the robustness of the study model.

Hidden stories and the dark side of entrepreneurial commitment

PurposeEntrepreneurs are generally considered to be committed in order to strive for highly desirable goals, such as growth or commercial success. However, commitment is a multidimensional concept and may have asymmetric relationships with positive or negative entrepreneurial outcomes. This paper aims to provide a nuanced perspective to show under what conditions commitment may be detrimental for entrepreneurs and lead to overinvestment.Design/methodology/approachUsing a sample of entrepreneurs from incubators in France (N = 437), this study employs a configurational perspective, fuzzy-set qualitative comparative analysis (fsQCA), to identify which commitment profiles lead entrepreneurs to overinvest different resources in their entrepreneurial projects.FindingsThe paper exposes combinations of conditions that lead to overinvestment and identifies five different commitment profiles: an “Affective profile”, a “Project committed profile”, a “Profession committed profile”, an “Instrumental profile”, and an “Affective project profile”.Originality/valueThe results show that affective commitment is a necessary condition for entrepreneurs to conduct overinvesting behaviors. This complements previous linear research on the interdependence between affect and commitment in fostering detrimental outcomes for nascent entrepreneurs.

Assessing Green Practices on Eco-Friendly Hotel Customer Loyalty: A Partial Least Squares Structural Equation Modeling and Fuzzy-Set Qualitative Comparative Analysis Hybrid Approach

With a global focus on environmental sustainability, hotels worldwide are actively transitioning their services from conventional to eco-friendly practices. This study aims to comprehensively understand the factors that contribute to visitors’ satisfaction in eco-friendly hotels and how this satisfaction influences customers’ future reactions towards such environmentally conscious establishments. Employing the Stimulus-Organism-Response theory, this study collected data from 277 respondents using a robust quantitative research strategy. A combined approach of Partial Least Squares Structural Equation Modeling (PLS-SEM) and Fuzzy-Set Qualitative Comparative Analysis (fsQCA) was employed, to uncover deep insights into visitors’ satisfaction and their reactions towards eco-friendly hotels. The PLS-SEM results reveal significant associations between customers’ satisfaction towards eco-friendly hotel services and service quality, green practices, perceived value, and environmental sensitivity. Moreover, this study highlights a positive correlation between satisfaction and crucial outcomes like revisit intention (RVI), willingness to pay a premium (WTPP), and word-of-mouth intention (WOMI). Complementing these findings, the fsQCA analysis uncovers intricate causal relationships among antecedents that influence customer satisfaction in eco-friendly hotels. By offering critical marketing insights, this study provides guidance for hotels, the tourism industry, and policymakers on attracting customers to eco-friendly hotels, to meet the increasing demands for environmental sustainability.

TED Talks and entrepreneurial intention in higher education: A fsQCA approach

Higher education institutions are aware of the importance of entrepreneurship education in reflecting real-life scenarios and increasing students' professional opportunities. Universities attempt to nurture students' entrepreneurial skills and awaken their entrepreneurial intention through specific or transversal entrepreneurship courses in a wide variety of degree programs. By using active learning techniques, such as TED Talks, students can improve their entrepreneurial intention. However, the potential of TED Talks to stimulate students' entrepreneurial skills and intention has not yet been studied from a multicausal perspective. This study contributes to the entrepreneurship literature by describing an educational experience based on active learning at a Spanish university. TED Talks were introduced to stimulate entrepreneurial intention in undergraduate students (n = 25) and master's degree students (n = 32). The impact of the experience was assessed using fuzzy-set qualitative comparative analysis (fsQCA). Given this approach, no single characteristic was found to lead to high (or low) levels of entrepreneurial intention in students. Instead, combinations of factors were found to cause this outcome. The findings show different student profiles that lead to high and low entrepreneurial intention. The findings thus confirm the multicausal nature of entrepreneurship in higher education institutions.

DOES N-ACETYLCYSTEINE SUPPLEMENTATION DURING AN ALTITUDE TRAINING CAMP ENABLE TRAINING QUALITY AND SUCCESSFUL PERFORMANCE OUTCOMES? A COMPARATIVE CASE STUDY

INTRODUCTION & AIMS Elite athletes regularly incorporate training at altitude into their programs to enhance performance. However, the additional stress of exposure to a hypoxic environment needs to be carefully managed by coaches and sport scientists. Supplementation with antioxidants, such as N-acetylcysteine (NAC) may support the athlete’s immune system to cope with this stress. Preliminary evidence also suggests NAC may further promote haematological adaptations to hypoxia. Combined, the potential health and adaptive benefits of NAC warrant further investigation. Conducting ecologically valid and scientifically robust research in an elite sporting setting can be challenging due to small sample sizes, an inability to experimentally manipulate training, and the inherent complexity of the training environment. To account for these challenges, a comparative case study approach was used. METHODS Thirteen swimmers completed a three-week ‘Live-High, Train-High’ camp in Flagstaff, USA (elevation 2,100m). Beginning four days prior to the camp commencing, swimmers where randomly assigned in matched groups to consume NAC (1,200mg per day; n = 6) or a placebo supplement (n = 7) for 14 days. With each athlete defined as a case, fuzzy-set qualitative comparative analysis was used to examine the configurational effects of attributes (i.e., antioxidant support, sufficient ferritin, maintained body mass) previously associated with successful altitude training camps on physiological and performance outcomes. RESULTS NAC was not a solely sufficient or necessary attribute for increased haemoglobin mass. Higher consistency in haemoglobin mass was observed with high training quality. NAC and high training quality contributed to performance improvements. CONCLUSION Swimmer responses were highly individual with successful physiological and performance outcomes achieved by some, irrespective of having attributes that can impair adaptation to altitude training. Subjective training quality provided important contextual information. Fuzzy-set qualitative comparative analysis is a novel approach in sports science to evaluate the interrelationship of attributes that can impact performance.

Exploring paths underpinning the implementation of municipal waste sorting: Evidence from China

Urban residents' waste sorting plays a pivotal role in addressing the pressing challenge of the “waste siege” in China and is also closely associated with the quality of urban governance. We draw on the Technology–Organization–Environment framework to identify six key variables affecting municipal waste sorting in China: digital technology innovation, attention allocation, publicity and education, enforcement intensity, economic development level, and volunteer resources. Using the fuzzy set Qualitative Comparative Analysis (fsQCA) method to analyze the effect of conditions on municipal waste sorting, the results show the following: 1) A single condition is insufficient to ensure high levels of municipal waste sorting. We propose that the “multiple concurrency” of technological, organizational, and environmental conditions creates diverse paths for promoting municipal waste sorting. 2) We then identify three paths for waste-sorting promotion, which all require technological, organizational, and environmental conditions. In addition, the two paths obtained for low levels of municipal waste sorting are not the opposite of those obtained for high levels. By observing the above five paths of waste sorting, we deduced that digital technology innovation is indispensable in driving waste sorting, and 3) Our cross-case comparisons show that there are effective paths to waste-sorting governance that work for cities regardless of their location or piloting. In some cases, high levels of attention allocation and high levels of publicity and education are substitutes for each other. We recommend that local governments refer to their own unique characteristics and resource endowments when tailoring waste-sorting strategies.

How women hold up half the sky? A configurational analysis of women’s political leadership participation?

Purpose Existing research has examined the results of women’s political leadership participation (WPLP) and the reasons for the lack of advancement of women to management positions. However, little research has been adopting a more comprehensive framework and configuration perspective to investigate the determinants of WPLP. By integrating institutional theory and institutional complementarities theory, this study aims to construct an institution–culture–structure framework to investigate the multiple driving mechanisms of WPLP. Design/methodology/approach Drawing on the fuzzy set qualitative comparative analysis method and a sample of 66 countries, the authors identify multiple equifinal combinations of conditions related to high and not-high levels of WPLP. Findings According to the results, the authors summarize five pathways influencing WPLP. These pathways include education and culture-driven pattern, political institutions-driven pattern, political institutions and structure-driven pattern, integrated-driven pattern and political institutions and culture restrictive pattern. Originality/value The authors shed new light on the driving mechanism of WPLP and contribute to research on making full out of women’s leadership.

Spillover effects and influencing factors of tourism eco‐efficiency for sustainable development: A case study of cities in the Yangtze River Delta

AbstractTourism often brings about negative environmental impacts. Tourism eco‐efficiency (TEE) and its spatial coordination are of great significance for sustainable tourism development and environmental protection in the Yangtze River Delta (YRD). TEE index system was established and applied in this study. The inter‐city TEE spatial correlation network is established by the modified gravity model and analyzed by social network analysis (SNA). Spatial Durbin model (SDM) was used to analyze the spatial spillover effects of the two centrality indicators of the network. Based on fuzzy set qualitative comparative analysis, we analyzed TEE enhancement configuration. The results show that: TEE in 26 cities in the study area has improved overall; the phenomenon of unbalanced development within the region still exists. In addition, the TEE of each city in the spatial correlation network of TEE in the YRD urban agglomeration is connected with each other, and there is a significant negative spillover effect. TEE is mainly affected by the level of economic development, industrial status of the tourism industry, tourism industry concentration, tourism investment level, tourism resource endowment, urban landscaping, and information development level. The combination of these factors and TEE can form five configuration patterns for TEE enhancement. This study combines SNA and SDM for the first time, and the conclusions obtained can more deeply describe the spatial correlation between different urban eco‐efficiency in the YRD. Aiming at the sustainable development of regional tourism, this study provides help for strengthening the protection of tourism ecological environment in the YRD.

Mission Statement Components and Social Enterprise Sustainability: Findings from a Mixed-Method Approach

Mission statement components are crucial for the sustainability of social enterprises. Based on content analysis and fuzzy-set qualitative comparative analysis (fsQCA), we investigate the link between mission statement components and sustainability in a sample of 148 Chinese social enterprises. Our findings indicate that social enterprises’ mission statements are both socially and commercially focused. An individual mission statement component does not constitute a necessary condition for the high sustainability of social enterprises, but products or services and enterprise philosophy play a universal role in this regard. There are four configurations of mission statement components that lead to high social enterprise sustainability. This study helps to reveal the complexity of the impact of mission statement components on social enterprise sustainability.

Exploring the drivers of supply chain sustainability: An internal and external configuration perspective

AbstractThe global supply chains sustainability and viability has been severely impacted due to the emergence of black swan events such as COVID‐19. Previous studies have examined how to enhance supply chain sustainability from a single internal capability perspective or an external relationship perspective, few studies have examined the combined effects of internal and external factors to enhance supply chain sustainability. To fill this research gap, this study investigates the multivariate relationship from internal capabilities and external relationships mutually complementary perspective to improve supply chain sustainability. Grounded on dynamic capabilities theory and relational view, we put forward the supply chain dynamic capability construct under the internal perspective, and relationship construct with supply chain members under the external perspective. Based on the configuration theory, 270 data from enterprises were analyzed using fsQCA (fuzzy set qualitative comparative analysis), and the results shows that: first, there is no necessary condition for generating high supply chain sustainability, which means that individual factors do not lead to high supply chain sustainability; second, this study identified two paths to achieve high supply chain sustainability: capability‐driven and relationship‐driven, which reflects the multiple paths and complex mechanisms to achieve high supply chain sustainability; third, this study finds the important role of supply chain dynamic reconfiguring capability in forming high supply chain sustainability. These results can provide some theoretical guidance for enterprises to improve supply chain sustainability and achieve high quality economic development.

How policy promotes the integration of culture and tourism? A fuzzy-set qualitative comparative analysis based on the Policy Instrument Theory.

Crafting pertinent policies to facilitate the high-level integration of culture and tourism has now become a vital agenda within the current discourse in China. However, relatively little is known about the actual implementation of various policies to achieve a high-level integration, especially how combinations of policy instruments are deployed in the process of realization. Based on the Policy Instrument Theory, this study uses fuzzy-set qualitative comparative analysis on a sample of 31 provincial administrative regions in China to investigate the influence of typical policy instruments on the integration level of tourism and culture. The results show that each single policy tool is not necessary for high-level integration of culture and tourism. On the contrary, only through an organic combination of different policy tools can affect the integration level. This study also summarizes five policy instrument configurations, which can be grouped into four driving modes of culture-tourism integration: the environment-driven supply-demand coordination mode, supply-driven demand-environment coordination mode, supply-driven mode, and supply-driven environment coordination mode. This study considerably provides critical theoretical and practical insights into the integration of culture and tourism from the perspective of governmental policies.

An FsQCA Exploration of Multiple Paths to Sales Performance: Evidence from China

ABSTRACT Purpose Sales performance is one of the critical roles in boosting firm performance, making motivating salespeople a concern for many managers. However, few existing studies on sales performance improvement from the holistic perspective exist. Based on triadic reciprocal determinism, this paper explores the combinations of the factors that may influence sales performance. Methodology/approach Based on matching questionnaires from 154 salespeople and their supervisors, this paper employs fuzzy set qualitative comparative analysis (fsQCA) to delve into the inherent complexity of factors influencing sales performance. Findings The results revealed that a combination of personal (family motivation, challenge stress and hindrance stress), behavioral (adaptive selling behavior) and environmental factors (organizational innovation climate and business environment) determine sales performance. Specifically, three paths lead to high sales performance, and one path leads to non-high sales performance. Significantly, the path with an organizational innovation climate can explain high sales performance more effectively than other paths. Research implications This paper makes a valuable contribution to the literature on B2B sales literature by exploring triadic reciprocal determinism. To the best of our knowledge, this is the first fsQCA attempt to address sales performance based on Chinese samples. Practical implications This paper offers an essential basis for sales managers to plan sales strategies. The sales managers could refer to the three paths leading to high sales performance to achieve sales targets. Further, the one path leading to non-high sales performance should be avoided in strategy decision-making. Originality/value/contribution The paper examines different approaches to achieving high and non-high sales performance using the fsQCA method, which offers a unique and relevant perspective on B2B sales literature.

Understanding stakeholders’ intention to use construction robots: a fuzzy-set qualitative comparative analysis

User acceptance is crucial for successfully adopting robotic technologies in the architecture, engineering, and construction (AEC) sector. Previous studies have focused on domestic, service, and industrial robots, leaving the construction domain unexplored. In this study, we set out to empirically understand how various dimensions of technology, environment, robot, and user lead to AEC stakeholders’ intention to use construction robots. We apply the fuzzy-set qualitative comparative analysis approach to capture the complexity of human behavior and the interdependencies across dimensions. For the data collection, we sampled 216 cases in Switzerland, Germany, and Austria evaluating three scenarios of human–robot interaction. Our analysis identifies three distinct user profiles—the lifelike robot user, the utilitarian robot user, and the lifelike-utilitarian robot user. The results show that human–robot peering may be a fundamental solution to increase user acceptance. By testing the effect of user characteristics, we also discover a lifelike-utilitarian type of robot that is more appealing to female AEC stakeholders. The study contributes to the construction robotics literature by providing tailored design and implementation strategies. It points to future research avenues such as user experience and social factors for exploring the impact of robotics and artificial intelligence in AEC.