Industrial Management & Data Systems

Article	Citations
Demystifying the role of causal-predictive modeling using partial least squares structural equation modeling in information systems research	239
When predictors of outcomes are necessary: guidelines for the combined use of PLS-SEM and NCA	148
Understanding fintech continuance: perspectives from self-efficacy and ECT-IS theories	146
Do blockchain and circular economy practices improve post COVID-19 supply chains? A resource-based and resource dependence perspective	129
HTMT2–an improved criterion for assessing discriminant validity in structural equation modeling	122
Digitalization and the greening of supply chains	71
How to leverage manufacturing digitalization for green process innovation: an information processing perspective	66
Next-generation prediction metrics for composite-based PLS-SEM	65
An integrated framework to prioritize blockchain-based supply chain success factors	59
Corporate social responsibility and innovation: a comparative study	53
A dual systems model of online impulse buying	51
Artificial intelligence in business-to-business marketing: a bibliometric analysis of current research status, development and future directions	46
Enablers to supply chain performance on the basis of digitization technologies	43
Effects of technical IT capabilities on organizational agility	41
Hybrid analysis for understanding contact tracing apps adoption	41
The impact of e-commerce capabilities on agricultural firms’ performance gains: the mediating role of organizational agility	40
Examining user satisfaction and stickiness in social networking sites from a technology affordance lens: uncovering the moderating effect of user experience	39
Determinants of big data analytics adoption in small and medium-sized enterprises (SMEs)	38
Supply chain resilience for vaccines: review of modeling approaches in the context of the COVID-19 pandemic	38
Assessing the hotel service robot interaction on tourists' behaviour: the role of anthropomorphism	37
Improving supply chain collaboration through operational excellence approaches: an IoT perspective	37
Construction and empirical research on acceptance model of service robots applied in hotel industry	35
Integration quality, value co-creation and resilience in logistics service supply chains: moderating role of digital technology	33
Estimating and assessing second-order constructs using PLS-PM: the case of composites of composites	32
Graduation Intelligent Manufacturing System (GiMS): an Industry 4.0 paradigm for production and operations management	32

Taxi within a grab? A gender-invariant model of mobile taxi adoption	32
Sources of influences on customers' trust in ride-sharing: why use experience matters?	31
Blockchain performance in supply chain management: application in blockchain integration companies	31
Green sourcing in the era of industry 4.0: towards green and digitalized competitive advantages	30
Theory, supporting technology and application analysis of cloud manufacturing: a systematic and comprehensive literature review	29
The influence of knowledge management on adoption intention of electric vehicles: perspective on technological knowledge	29
Factors affecting blockchain adoption in apparel supply chains: does sustainability-oriented supplier development play a moderating role?	28
Understanding cloud computing success and its impact on firm performance: an integrated approach	28
Comparing world regional sustainable supply chain finance using big data analytics: a bibliometric analysis	28
Influence of information technology capability on service innovation in manufacturing firms	28
Risk management of supply chains in the digital transformation era: contribution and challenges of blockchain technology	26
Playing in the backstore: interface gamification increases warehousing workforce engagement	26
Modelling near-real-time order arrival demand in e-commerce context: a machine learning predictive methodology	26
The impact of language on retweeting during acute natural disasters: uncertainty reduction and language expectancy perspectives	26
Exploring donor's intention in charitable crowdfunding: intrinsic and extrinsic motivations	25
The antecedents and consequences of the perceived positive eWOM review credibility	25
Online disinhibition: conceptualization, measurement, and implications for online deviant behavior	25
What influences patients' willingness to choose in online health consultation? An empirical study with PLS–SEM	25
Analysing impulse purchasing in cross-border electronic commerce	25
Using text mining to measure mobile banking service quality	25
Patterns of IT use: the impact on green supply chain management and firm performance	24
How to inspire customers via social media	24
How anthropomorphism affects trust in intelligent personal assistants	23
Linking digitalization and human capital to shape supply chain integration in omni-channel retailing	23
Status-quo satisfaction and smartwatch adoption: a multi-group analysis	23
Event study methodology in business research: a bibliometric analysis	23
A data-driven and network-aware approach for credit risk prediction in supply chain finance	23
A meta-analysis of consumer innovation resistance: is there a cultural invariance?	23
The effect of online shopping festival promotion strategies on consumer participation intention	23
Coordination in a composite green-product supply chain under different power structures	23
The organizational collaboration framework of smart logistics ecological chain: a multi-case study in China	23
Managers' risk perception of supply chain uncertainties	22
Trade credit in emerging economies: an interorganizational power perspective	22
TQM factors and organisational results in the EFQM excellence model framework: an explanatory and predictive analysis	22
Low-carbon VRP for cold chain logistics considering real-time traffic conditions in the road network	22
Assessing the efficiency of financial supply chain for Chinese commercial banks: a two-stage AR-DEA model	21
Exploring customer satisfaction in cold chain logistics using a text mining approach	21
How doctors take initiatives in online healthcare communities	20
Thematic analysis of destination images for social media engagement marketing	20
Understanding Ant Forest continuance: effects of user experience, personal attributes and motivational factors	20
Nexus among blockchain visibility, supply chain integration and supply chain performance in the digital transformation era	20
Personalized recommendation framework design for online tourism: know you better than yourself	20
PLS–SEM in business promotion strategies. A multigroup analysis of mobile coupon users using MICOM	19
The future is now: calling for a focus on temporal issues in information system research	19
Responding to market turbulence by big data analytics and mass customization capability	19
The effect of information technology assimilation on firm performance in B2B scenarios	18
Government subsidies in the power battery recycling industry	18
Managing knowledge workers in healthcare context: role of individual and knowledge characteristics in physicians' knowledge sharing	17
Social capital affects job performance through social media	17
Unlocking causal relations of barriers to big data analytics in manufacturing firms	17

Emotions for attention in online consumer reviews: the moderated mediating role of review helpfulness	17
Organizational resilience under COVID-19: the role of digital technology in R&D investment and performance	17
Impacts of media richness on network features and community commitment in online games	17
Social media influencers, product placement and network engagement: using AI image analysis to empirically test relationships	17
Determinants of blockchain adoption as decentralized business model by Spanish firms – an innovation theory perspective	16
Optimal pricing model of car-sharing: market pricing or platform pricing	16
Digital transformation to mitigate emergency situations: increasing opioid overdose survival rates through explainable artificial intelligence	16
How does mobility affect social media advertising effectiveness? A study in WeChat	16
Online review analytics for hotel quality at macro and micro levels	16
The relationship between organizational attitude and lean practices: an organizational sense-making perspective	16
High-performance work systems and open innovation: moderating role of IT capability	16
Unleashing the potential of digital technologies in emergency supply chain: the moderating effect of crisis leadership	16
Positive and negative valences, personal innovativeness and intention to use facial recognition for payments	16
Prediction of cold chain logistics temperature using a novel hybrid model based on the mayfly algorithm and extreme learning machine	15
Toward a resilient supply chain model: critical role of knowledge management and dynamic capabilities	15
A cost evaluation model for IoT-enabled prefabricated construction supply chain management	15
Factors influencing the smart supply chain innovation performance of commodity distribution enterprises: an investigation from China	15
Cybersecurity awareness training programs: a cost–benefit analysis framework	14
Business intelligence systems and operational capability: an empirical analysis of high-tech sectors	14
The influences of livestreaming on online purchase intention: examining platform characteristics and consumer psychology	14
Impact of live commerce spillover effect on supply chain decisions	14
Risk quantification in cold chain management: a federated learning-enabled multi-criteria decision-making methodology	14
Supply chain quality management for product innovation performance: insights from small and medium-sized manufacturing enterprises	14
Ambidextrous supply chain strategy and supply chain flexibility: the contingent effect of ISO 9001	14
Effect of authoritarian leadership on user resistance to change: evidence from IS project implementation in China	14
Crowdsourcing: a systematic review of the literature using text mining	14
Service design for intelligent exhibition guidance service based on dynamic customer experience	13
Understanding the differences across data quality classifications: a literature review and guidelines for future research	13
An SEM-ANN analysis of the impacts of Blockchain on competitive advantage	13
Utilitarian and/or hedonic shopping – consumer motivation to purchase in smart stores	13
Bolstering green supply chain integration via big data analytics capability: the moderating role of data-driven decision culture	13
Supply chain risk identification: a real-time data-mining approach	13
How do different Industry 4.0 technologies support certain Circular Economy practices?	13
A systematic review of e-tail product returns and an agenda for future research	13
Artificial intelligence enabled robots for stay experience in the hospitality industry in a smart city	13
Inventory classification system in space mission component replenishment using multi-attribute fuzzy ABC classification	13
Information technology and marketing: an important partnership for decades	12
Deep learning-based container throughput forecasting: a triple bottom line approach	12
A study on the impact of digital tobacco logistics on tobacco supply chain performance: taking the tobacco industry in Guangxi as an example	12
Embracing mobile shopping: what matters most in the midst of a pandemic?	12
Technological affordance discovery in enterprise social media success	12
A data envelopment analysis approach by partial impacts between inputs and desirable-undesirable outputs for sustainable supplier selection problem	11
Why discontinue Facebook usage? An empirical investigation based on a push–pull–mooring framework	11
The effect of organisational absorptive capacity on business intelligence systems efficiency and organisational efficiency	11
A novel method for green delivery mode considering shared vehicles in the IoT environment	11
IS capabilities, supply chain collaboration and quality performance in services: the moderating effect of environmental dynamism	11
The role of key online reviews in affecting online hotel booking: an empirical investigation	11
Manufacturing servitization in the digital economy: a configurational analysis from dynamic capabilities and lifecycle perspective	11
Understanding people's participation in online charities: a dual-process approach of trust and empathic concern	11
Supply chain innovation announcements and shareholder value under industries 4.0 and 5.0: evidence from China	11
Evaluating the effectiveness of drones in emergency situations: a hybrid multi-criteria approach	11
Application of text mining in identifying the factors of supply chain financing risk management	10
Inventory financing a risk-averse newsvendor with strategic default	10
Enablers of supply chain integration: a technology-organization-environment view	10
The interplay of soft TQM practices and knowledge sharing: moderating role of market turbulence	10
National Innovation Demonstration Zone policy and city innovation capability – a quasi-natural experimental analysis	10
Inventory management of perishable health products: a decision framework with non-financial measures	10
Exploring the paths to big data analytics implementation success in banking and financial service: an integrated approach	10
Inventory management with online payment and preorder discounts	9
Motivations of enterprise social media feature set usage	9
Cloud manufacturing architecture: a critical analysis of its development, characteristics and future agenda to support its adoption	9
Improving the effectiveness of social media-based crowdsourcing innovations: roles of assurance mechanism and innovator's behaviour	9
A cross-country investigation of customer transactions from online to offline channels	9
Logistics 4.0 measurement model: empirical validation based on an international survey	9
A digital transformation-enabled framework and strategies for public health risk response and governance: China's experience	9
Investigating the role of social identification on impulse buying in mobile social commerce: a cross-cultural comparison	9
Service providers' intention to continue sharing: the moderating role of two-way review system	9
How do weather factors drive online reviews? The mediating role of online reviewers’ affect	9
A blockchain-driven cyber-credit evaluation approach for establishing reliable cooperation among unauthentic MSMEs in social manufacturing	9
Investigating the effects of stakeholder collaboration strategies on risk prevention performance in a digital innovation ecosystem	9
Satisfying consumers all around: a multidisciplinary view of omnichannel retail	9
The impact of cross-functional coordination on customer coordination and operational performance: an information processing view	9
The effect of advertising strategies on a short video platform: evidence from TikTok	9
AIS data analytics for adaptive rotating shift in vessel traffic service	9
Manufacturing strategy 4.0: a framework to usher towards industry 4.0 implementation for digital transformation	9
Empirical identification of skills gaps between chief information officer supply and demand: a resource-based view using machine learning	9
Blockchain-enabled beer game: a software tool for familiarizing the application of blockchain in supply chain management	9
What motivates employees to use social media at work? A perspective of self-determination theory	9
Can intelligent manufacturing empower manufacturing? – an empirical study considering ambidextrous capabilities	8
Mobile wallets in cash-based economies during COVID-19	8

Firm capability assessment via the BSC and DEA	8
A scenario-based stochastic programming approach for aircraft expendable and rotable spare parts planning in MRO provider	8
The need for exercise in exergaming perspective of the uses and gratifications theory	8
Analysing repeat blood donation behavior via big data	8
Cyber-physical spatial temporal analytics for digital twin-enabled smart contact tracing	8
Impulse purchases during emergency situations: exploring permission marketing and the role of blockchain	8
How reviewer level affects review helpfulness and reviewing behavior across hotel classifications: the case of Seoul in Korea	8
The impact of gamification on teaching and learning Physical Internet: a quasi-experimental study	8
Reconfiguring a hierarchical supply chain model under pandemic using text mining and social media analysis	8
Which financial earmarking policy is more effective in promoting FinTech innovation and regulation?	8
Analysis of customers' return behaviour after online shopping in China using SEM	8
How does mHealth service quality influences adoption?	8
Artificial intelligence in safety-critical systems: a systematic review	8
Risk perception and intelligent decision in complex social information network	7
A multi-cycle and multi-echelon location-routing problem for integrated reverse logistics	7
For whom does flow not enhance online gamer loyalty?	7
Drivers and outcomes of circular economy implementation: evidence from China	7
A meta-analytic examination of the antecedents explaining the intention to use fintech	7
The impact of interpersonal interaction factors on consumers’ purchase intention in social commerce: a relationship quality perspective	7
The country context in Triple-A supply chains: an advanced PLS–SEM research study in emerging vs developed countries	7
Exploring the dependence structure among Chinese firms in the 5G industry	7
Fuzzy-logic-based support tools for initial screening of manufacturing reshoring decisions	7
Data-driven approach to find the best partner for merger and acquisitions in banking industry	7
How do keystones govern their business ecosystems through resource orchestration?	7
Improving peer-to-peer accommodation service based on text analytics	7
How does information integration enhance SMEs’ credit quality: the mediating role of supply chain capabilities	6
Exploring differences in competitive performance based on Miles and Snow's strategy typology for the semiconductor industry	6
Physical Internet deployment in industry: literature review and research opportunities	6
Toward green innovation ecosystems: past research on green innovation and future opportunities from an ecosystem perspective	6
The dynamics of cryptocurrency market behavior: sentiment analysis using Markov chains	6
Beauty matters: reducing bounce rate by aesthetics of experience product portal page	6
Live-streaming shopping: the impacts of para-social interaction and local presence on impulse buying through shopping value	6
How social enterprises gain cognitive legitimacy in the post-pandemic period? Social welfare logic and digital transformation	6
Blockchain innovation ecosystems orchestration in construction	6
An empirical analysis of freight mode choice factors amid the COVID-19 outbreak	6
Repairing the trust in ride-sharing after security incidents	6
The role of interactive practice in business performance	6
Predicting the voluntary donation to online content creators	6
Unleashing the dynamics of triple-A capabilities: a dynamic ambidexterity view	6
Analysis of two financing modes in green supply chains when considering the role of data collection	6
Motivating individual carbon reduction with saleable carbon credits: policy implications for public emission reduction projects	6
A multicommodity unpaired pickup and delivery vehicle routing problem with split loads and unloads	6
Does China's power supply chain systems perform well? A data-based path-index meta-frontier analysis	6
Data analytics dynamic capabilities for Triple-A supply chains	6
Effect of achievement-related gamification on brand attachment	6
Dynamics of hotel website browsing activity: the power of informatics and data analytics	6
Adoption of electronic supply chain management systems: the mediation role of information sharing	6
Discovering signals of platform failure risks from customer sentiment: the case of online P2P lending	5
The effects of appearance personification of service robots on customer decision-making in the product recommendation context	5
Exploring SMEs' behavioral intentions of participating in platform-based innovation ecosystems	5
How does an enterprise system implementation change interpersonal relationships in organizations	5
Developing a smart system with Industry 4.0 for customer dissatisfaction	5
Research on power-law distribution of long-tail data and its application to tourism recommendation	5
Dynamic perceived quality analysis using social media data at macro- and micro-levels	5
Improving business processes or human resources? The performance implications and contingencies	5
Understanding circular economy adoption by SMEs: a case study on organizational legitimacy and Industry 4.0	5
Exploring customers' switching from native to lightweight apps: a push–pull–mooring framework perspective	5
Impact of emotional intensity of negative word-of-mouth on perceived helpfulness in social media	5
PLS-SEM in information systems: seizing the opportunity and marching ahead full speed to adopt methodological updates	5
Antecedents of digital supply chains for a circular economy: a sustainability perspective	5
Causality seafood processing circular supply chain capabilities in qualitative data analytics	5
Improving knowledge transfer through enterprise social media: the mediating role of transactive memory	5
Complementary resources and SME firm performance: the role of external readiness and E-commerce functionality	5
Remanufacturing production decisions considering product life cycle and green consumers' scale in the circular economy	5
M-Tour: A new socio-technological design application for destination competitiveness in Egypt	5
Centralized selection of standardized modular containers: a multi-criteria method considering freight behavior and shipper segment	5
Managing complementors in innovation ecosystems: a typology for generic strategies	5
The impact of information sharing legislation on cybersecurity industry	5
Impact of just-in-time (JIT) on supply chain disruption risk: the moderating role of supply chain centralization	5
The impact of government subsidies on build-operate-transfer contract design for charging piles in circular economy	5
Leverage risks for supply chain robustness against corruption	5
Towards an evolutionary view of innovation diffusion in open innovation ecosystems	5
Making the hospital smart: using a deep long short-term memory model to predict hospital performance metrics	5
For free or paid? A comparison of doctors' intention to offer consulting services in eHealth	5
Assessing technological impact on vaccine supply chain performance	5
Linking supplier JIT to flexibility performance: the moderating impact of advanced manufacturing technology and human resource empowerment	4
Influencing factors on organizational efficiency of smart logistics ecological chain: a multi-case study in China	4
Designing the best avatar to reach millennials: gender differences in a restaurant choice	4
The role of situational normality, swift guanxi, and perceived effectiveness of social commerce institutional mechanisms: an uncertainty reduction perspective	4
The effects of socio-technical integration on sustainability practices: a supply chain perspective	4
Evaluating key capabilities for developing global collaborative networks using a multi-layer decision-making approach	4
Optimal pricing and ordering policies with different patience levels of consumers	4
Linking environmental forces, absorptive capacity, information sharing and innovation performance	4
The effect of supplier globalization on firm innovation: a resource dependence theory perspective	4
Impact of data-driven online financial consumption on supply chain services	4
Industrialisation, ecologicalisation and digitalisation (IED): building a theoretical framework for sustainable development	4
Enhancing data-driven elderly appointment services in domestic care communities under COVID-19	4
The impact of e-marketplace on the B2b relationships	4
Reinforcement learning for content's customization: a first step of experimentation in Skyscanner	4
Influence of IT support on firms' cross-channel integration: the moderating role of institutional environment	4
New ventures as value cocreators in digital ecosystems	4
Assessing readiness for lean thinking in healthcare settings: the case for Oman	4
Pricing contract design of a multi-supplier-multi-retailer supply chain in hybrid electricity market	4
The effects of job demands of enterprise social media on employees' outcomes: a curvilinear mediated model	4
Physical internet enabled two-tier city logistics solution in the new retail era	4