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Industrial Management and Data Systems, Volume 121
Volume 121, Number 1, 2021
- Hing Kai Chan, Alain Yee-Loong Chong, Zhao Cai:

Guest editorial. 1-4 - Joseph F. Hair Jr.:

Next-generation prediction metrics for composite-based PLS-SEM. 5-11 - Markus Blut:

Meta-analysis in information systems research: method choices and recommendations for future research. 12-29 - Viswanath Venkatesh

, Tracy Ann Sykes
, Ruba Aljafari, Marshall Scott Poole:
The future is now: calling for a focus on temporal issues in information system research. 30-47 - Christy M. K. Cheung, Randy Yee Man Wong, Tommy K. H. Chan

:
Online disinhibition: conceptualization, measurement, and implications for online deviant behavior. 48-64 - Joseph Sarkis

, Mahtab Kouhizadeh, Qingyun Serena Zhu
:
Digitalization and the greening of supply chains. 65-85 - Daqiang Guo

, Mingxing Li
, Ray Y. Zhong, George Q. Huang
:
Graduation Intelligent Manufacturing System (GiMS): an Industry 4.0 paradigm for production and operations management. 86-98 - Desheng Wu, Jingxiu Song, Yuan Bian, Xiaolong Zheng, Zhu Zhang:

Risk perception and intelligent decision in complex social information network. 99-110 - Shameen Prashantham:

New ventures as value cocreators in digital ecosystems. 111-122 - Jan Philipp Graesch

, Susanne Hensel-Börner, Jörg Henseler
:
Information technology and marketing: an important partnership for decades. 123-157 - Juan Wang, Bowen Zheng, Hefu Liu

:
Satisfying consumers all around: a multidisciplinary view of omnichannel retail. 158-171
Volume 121, Number 2, 2021
- Meng Chen

, Yao Chen, Hefu Liu
, Henry Xu
:
Influence of information technology capability on service innovation in manufacturing firms. 173-191 - Xu Chen

, Lei Liu, Xinyu Guo:
Analysing repeat blood donation behavior via big data. 192-208 - Carmen Kar Hang Lee

, Ying Kei Tse:
Improving peer-to-peer accommodation service based on text analytics. 209-227 - José A. D. Machuca, Juan A. Marin-Garcia

, Rafaela Alfalla-Luque:
The country context in Triple-A supply chains: an advanced PLS-SEM research study in emerging vs developed countries. 228-267 - Yu-Hsiang Hsiao

, Yu-Ting Hsiao:
Online review analytics for hotel quality at macro and micro levels. 268-289 - Xinyu Wei

, Heng Xie
, Xianghui Peng
, Victor R. Prybutok
:
An investigation of the consumer's trusting mechanism in emerging healthcare technology. 290-311 - Keng-Boon Ooi

, Fang-Ee Foo
, Garry Wei-Han Tan
, Jun-Jie Hew, Lai-Ying Leong:
Taxi within a grab? A gender-invariant model of mobile taxi adoption. 312-332 - Santosh Nandi

, Joseph Sarkis
, Aref Hervani, Marilyn Helms:
Do blockchain and circular economy practices improve post COVID-19 supply chains? A resource-based and resource dependence perspective. 333-363 - Yingjie Ju

, Hanping Hou, Jianliang Yang:
Integration quality, value co-creation and resilience in logistics service supply chains: moderating role of digital technology. 364-380 - Yousra Harb

, Ali Zahrawi, Issa M. Shehabat, Zuopeng Justin Zhang
:
Managing knowledge workers in healthcare context: role of individual and knowledge characteristics in physicians' knowledge sharing. 381-408 - Liukai Wang, Fu Jia

, Lujie Chen
, Qifa Xu, Xiao Lin:
Exploring the dependence structure among Chinese firms in the 5G industry. 409-435 - Yuewu Tang, Yang Song, Chang Xu, Tijun Fan:

Optimal pricing and ordering policies with different patience levels of consumers. 436-455 - Jianru Zhang, Ju'e Guo, James Jiang, Xiaosong Wu, Randi Jiang:

Moderating effect of requirements uncertainty on task interdependence and NPD performance. 456-477 - Yefei Yang

, Ciwei Dong, Xin Yao, Peter K. C. Lee
, T. C. E. Cheng:
Improving the effectiveness of social media-based crowdsourcing innovations: roles of assurance mechanism and innovator's behaviour. 478-497 - Hao Ying

, Lujie Chen
, Xiande Zhao
:
Application of text mining in identifying the factors of supply chain financing risk management. 498-518 - Dalia Al-Eisawi

, Alan Serrano, Theodora Koulouri:
The effect of organisational absorptive capacity on business intelligence systems efficiency and organisational efficiency. 519-544
Volume 121, Number 3, 2021
- Weihua Liu, Shuang Wei, Yanjie Liang, Di Wang, Jingkun Wang:

Influencing factors on organizational efficiency of smart logistics ecological chain: a multi-case study in China. 545-566 - Chinho Lin, Shu-Fang Ting, Leslie Lee, Sheng-Tun Lin:

Firm capability assessment via the BSC and DEA. 567-593 - Ling Liang, Lin Tian, Jiaping Xie, Jianhong Xu, Weisi Zhang

:
Optimal pricing model of car-sharing: market pricing or platform pricing. 594-612 - Zuopeng Justin Zhang

, Wu He, Wenzhuo Li, M'hammed Abdous:
Cybersecurity awareness training programs: a cost-benefit analysis framework. 613-636 - Kai-Leung Yung, George To Sum Ho, Yuk-Ming Tang

, Wai-Hung Ip
:
Inventory classification system in space mission component replenishment using multi-attribute fuzzy ABC classification. 637-656 - Ming-Lang Tseng

, Tat-Dat Bui
, Ming K. Lim
, Feng Ming Tsai, Raymond R. Tan:
Comparing world regional sustainable supply chain finance using big data analytics: a bibliometric analysis. 657-700
Volume 121, Number 4, 2021
- Jie Wu, Ron Fisher:

Guest editorial. 701-704 - Xiaohong Liu, Yue Du, Jiasen Sun

, Rui Yang, Feng Yang:
Performance of China's rural supply chain finance: from the perspective of maximization of intermediate output. 705-723 - Jiajun Liu, Pingyu Jiang

:
A blockchain-driven cyber-credit evaluation approach for establishing reliable cooperation among unauthentic MSMEs in social manufacturing. 724-749 - Yelin Hu, Bingjing Li, Ying Zha, Douqing Zhang:

How monetary policies and ownership structure affect bank supply chain efficiency: a DEA-based case study. 750-769 - Xiang Ji, Bingru Guan, Guowei Liu:

Centralized selection of standardized modular containers: a multi-criteria method considering freight behavior and shipper segment. 770-784 - Mohammad Rishehchi Fayyaz, Mohammad R. Rasouli

, Babak Amiri:
A data-driven and network-aware approach for credit risk prediction in supply chain finance. 785-808 - Mohammad Nemati, Reza Farzipoor Saen

, Reza Kazemi Matin:
A data envelopment analysis approach by partial impacts between inputs and desirable-undesirable outputs for sustainable supplier selection problem. 809-838 - Jianguo Zhuo, Yuwei Hu, Min Kang:

Agricultural loan efficiency in centralized bank supply chains with fairness concern: a DEA-based analysis. 839-855 - Lei Li, Yaxuan Dai, Yudong Sun

:
Impact of data-driven online financial consumption on supply chain services. 856-878 - Qingyuan Zhu, Xingchen Li, Feng Li

, Alireza Amirteimoori
:
Data-driven approach to find the best partner for merger and acquisitions in banking industry. 879-893 - Guangcheng Xu, Zhixiang Zhou:

Assessing the efficiency of financial supply chain for Chinese commercial banks: a two-stage AR-DEA model. 894-920 - Nenggui Zhao

, Qiang Wang:
Analysis of two financing modes in green supply chains when considering the role of data collection. 921-939 - Yu Jiang, Mingjun Li

, Panpan Xia:
Bank supply chain efficiency analysis based on regional heterogeneity: a data-driven empirical study. 940-963
Volume 121, Number 5, 2021
- Per Hilletofth, Movin Sequeira

, Wendy Tate:
Fuzzy-logic-based support tools for initial screening of manufacturing reshoring decisions. 965-992 - Byung-Hak Leem, Seong-Won Eum

:
Using text mining to measure mobile banking service quality. 993-1007 - Gen-Yih Liao, Thi Tuan Linh Pham, Tzu-Ling Huang

, T. C. E. Cheng, Ching-I Teng
:
Impact of workplace frustration on online gamer loyalty. 1008-1025 - Zelong Wei, Lulu Sun

:
How to leverage manufacturing digitalization for green process innovation: an information processing perspective. 1026-1044 - Yongqiang Sun

, Cailian Zhao
, Xiao-Liang Shen
:
Understanding how firm attributes affect voice in brand community. 1045-1062 - Woon Kian Chong

, Zhuang Ma
:
The quality of user experiences for mobile recommendation systems: an end-user perspective. 1063-1081 - Zhiheng Zhao

, Ray Y. Zhong
, Yong-Hong Kuo
, Yelin Fu
, George Q. Huang
:
Cyber-physical spatial temporal analytics for digital twin-enabled smart contact tracing. 1082-1106 - Ming-Lang Tseng

, Taufik Kurrahman
, Asik Hanita
, Ming K. Lim
, Yeneneh Tamirat Negash
:
Building a hierarchical framework of corporate sustainability transition challenges using the qualitative information approach. 1107-1141
Volume 121, Number 6, 2021
- Chulmo Koo

, Younghoon Chang
:
Guest editorial: New technologies for the tourism and hospitality industry. 1145-1151 - Joseck Nyaporo

, Kwangsoo Park, Jaehyun Park
:
M-Tour: A new socio-technological design application for destination competitiveness in Egypt. 1152-1166 - Yeongbae Choe

, Daniel R. Fesenmaier
:
Designing an advanced system for destination management: a case study of Northern Indiana. 1167-1190 - Sunyoung Hlee

:
How reviewer level affects review helpfulness and reviewing behavior across hotel classifications: the case of Seoul in Korea. 1191-1215 - Miguel Angel Gonzales-Chávez, Natalia Vila-López

:
Designing the best avatar to reach millennials: gender differences in a restaurant choice. 1216-1236 - Ching-Hung Lee

, Qiye Li, Yu-Chi Lee
, Chih-Wen Shih
:
Service design for intelligent exhibition guidance service based on dynamic customer experience. 1237-1267 - Xiang Chen, Yaohui Pan, Bin Luo:

Research on power-law distribution of long-tail data and its application to tourism recommendation. 1268-1286 - Catarina Antónia Martins

, Maria João Aibéo Carneiro, Osvaldo Rocha Pacheco
:
Key factors for implementation and success of destination management systems. Empirical evidence from European countries. 1287-1324 - Lina Zhong

, Xiaoya Zhang, Jia Rong
, Hing Kai Chan, Jinyu Xiao, Haoyu Kong:
Construction and empirical research on acceptance model of service robots applied in hotel industry. 1325-1352 - Chun-Min Kuo, Wen-Yuan Chen, Chin-Yao Tseng

, Chang Ting Kao:
Developing a smart system with Industry 4.0 for customer dissatisfaction. 1353-1374 - Seob-Gyu Song, Seunghyun

, Kwangsoo Park:
Thematic analysis of destination images for social media engagement marketing. 1375-1397 - Irene Cheng Chu Chan

, Jing Ma
, Rob Law
, Dimitrios Buhalis
, Richard Hatter:
Dynamics of hotel website browsing activity: the power of informatics and data analytics. 1398-1416 - Chiara Giachino, Luigi Bollani, Alessandro Bonadonna, Marco Bertetti:

Reinforcement learning for content's customization: a first step of experimentation in Skyscanner. 1417-1434 - Yan Chen

, Tianwei Tang
, Yongjian Li
, Di Fan
:
Does interest alignment between hotels and online travel agencies intensify review manipulations? 1435-1456 - Jingwen Jia, Namho Chung

, Jooyoung Hwang:
Assessing the hotel service robot interaction on tourists' behaviour: the role of anthropomorphism. 1457-1478
Volume 121, Number 7, 2021
- Xingjun Huang

, Yun Lin
, Ming Kim Lim
, Ming-Lang Tseng
, Fuli Zhou
:
The influence of knowledge management on adoption intention of electric vehicles: perspective on technological knowledge. 1481-1495 - Xiaojing Liu

, Tiru S. Arthanari, Yangyan Shi
:
Leverage risks for supply chain robustness against corruption. 1496-1521 - Zhenning Zhu

, Lingcheng Kong
, Gulizhaer Aisaiti
, Mingzhen Song
, Zefeng Mi
:
Pricing contract design of a multi-supplier-multi-retailer supply chain in hybrid electricity market. 1522-1551 - Hoi Yan Lam

, George To Sum Ho, Daniel Y. Mo
, Valerie Tang
:
Enhancing data-driven elderly appointment services in domestic care communities under COVID-19. 1552-1576 - Ying Li, Qiang Wang, Zhiqiang Wang, Lujie Chen:

Improving business processes or human resources? The performance implications and contingencies. 1577-1598 - Sophia Xiaoxia Duan

, Hepu Deng
:
Hybrid analysis for understanding contact tracing apps adoption. 1599-1616 - Fares Medjani

, Stuart J. Barnes
:
Social customer relationship management and organizational performance: testing a conceptual model in the North African context. 1617-1641 - Hao Chen

, Wenli Li
, Tu Lyu
, Xunan Zheng
:
Understanding people's participation in online charities: a dual-process approach of trust and empathic concern. 1642-1663 - Yuangao Chen

, Ruyi Dai
, Lu Wang
, Shuiqing Yang
, Yixiao Li
, June Wei
:
Exploring donor's intention in charitable crowdfunding: intrinsic and extrinsic motivations. 1664-1683 - Henry C. W. Lau

, Yung Po Tsang
, Dilupa Nakandala
, Carman K. M. Lee
:
Risk quantification in cold chain management: a federated learning-enabled multi-criteria decision-making methodology. 1684-1703 - Anura De Zoysa

, Nobyuki Takaoka
, Yuqian Zhang
:
Impact of corporate social responsibility (CSR) awareness, affordability and management system sophistication on CSR performance. 1704-1722 - Maureen S. Golan

, Benjamin D. Trump, Jeffrey C. Cegan, Igor Linkov
:
Supply chain resilience for vaccines: review of modeling approaches in the context of the COVID-19 pandemic. 1723-1748
Volume 121, Number 8, 2021
- Stuart J. Barnes

, Richard N. Rutter
, Ariel I. La Paz
, Eusebio Scornavacca Jr.
:
Empirical identification of skills gaps between chief information officer supply and demand: a resource-based view using machine learning. 1749-1766 - Huiying Zhang

, Man Yang
, Baofeng Huo
:
The impact of empowerment-focused human resource management on relationship learning and innovation. 1767-1783 - Lai-Ying Leong

, Teck-Soon Hew
, Keng-Boon Ooi
, Binshan Lin:
A meta-analysis of consumer innovation resistance: is there a cultural invariance? 1784-1823 - Hillol Bala

, Viswanath Venkatesh
, Daniel C. Ganster
, Arun Rai:
How does an enterprise system implementation change interpersonal relationships in organizations. 1824-1847 - Xueqing Wang

, Yang Li, Zhao Cai
, Hefu Liu
:
Beauty matters: reducing bounce rate by aesthetics of experience product portal page. 1848-1870 - Min Tian

, Baofeng Huo
, Youngwon Park, Mingu Kang
:
Enablers of supply chain integration: a technology-organization-environment view. 1871-1895
Volume 121, Number 9, 2021
- Chunguang Bai

, Roberto Antonio Martins
, Joseph Sarkis
:
Guest editorial. 1897-1914 - Himanshu Gupta, Sarangdhar Kumar, Simonov Kusi-Sarpong

, Charbel José Chiappetta Jabbour
, Martin Agyemang:
Enablers to supply chain performance on the basis of digitization technologies. 1915-1938 - Rakesh D. Raut

, Vaibhav S. Narwane
, Sachin Kumar Mangla
, Vinay Surendra Yadav
, Balkrishna Eknath Narkhede
, Sunil Luthra
:
Unlocking causal relations of barriers to big data analytics in manufacturing firms. 1939-1968 - Leo Hong

, Douglas N. Hales:
Blockchain performance in supply chain management: application in blockchain integration companies. 1969-1996 - Alireza Fallahpour

, Morteza Yazdani
, Ahmed Mohammed
, Kuan Yew Wong
:
Green sourcing in the era of industry 4.0: towards green and digitalized competitive advantages. 1997-2025 - Weihua Liu, Yanjie Liang

, Shuang Wei, Peng Wu:
The organizational collaboration framework of smart logistics ecological chain: a multi-case study in China. 2026-2047 - Jiasen Sun

, Shuqi Xu
, Guo Li
:
Does China's power supply chain systems perform well? A data-based path-index meta-frontier analysis. 2048-2070
Volume 121, Number 10, 2021
- Weihua Liu

, Jiahui Zhang
, Siyu Wang
:
Factors influencing the smart supply chain innovation performance of commodity distribution enterprises: an investigation from China. 2073-2099 - Sonali Shankar

, Sushil Punia
, P. Vigneswara Ilavarasan:
Deep learning-based container throughput forecasting: a triple bottom line approach. 2100-2117 - Voon-Hsien Lee

, Pik-Yin Foo
, Garry Wei-Han Tan
, Keng-Boon Ooi
, Amrik Sohal
:
Supply chain quality management for product innovation performance: insights from small and medium-sized manufacturing enterprises. 2118-2142 - Ming K. Lim

, Weiqing Xiong
, Chao Wang
:
Cloud manufacturing architecture: a critical analysis of its development, characteristics and future agenda to support its adoption. 2143-2180 - Yueling Xu

, Haijun Bao
, Wenyu Zhang, Shuai Zhang:
Which financial earmarking policy is more effective in promoting FinTech innovation and regulation? 2181-2206 - Hannan Amoozad Mahdiraji

, Khalid Hafeez, Ali Asghar Abbasi Kamardi
, Jose Arturo Garza-Reyes
:
Evaluating key capabilities for developing global collaborative networks using a multi-layer decision-making approach. 2207-2233
Volume 121, Number 11, 2021
- Mohammed Ali Suleiman

, Baofeng Huo
, Yuxiao Ye
:
Linking supplier JIT to flexibility performance: the moderating impact of advanced manufacturing technology and human resource empowerment. 2237-2253 - Fenfen Wei

, Nanping Feng
, Jinqi Xue, Ruxiang Zhao, Shanlin Yang:
Exploring SMEs' behavioral intentions of participating in platform-based innovation ecosystems. 2254-2275 - One-Ki Daniel Lee

, Peng Xu
, Jean-Pierre Kuilboer
, Noushin Ashrafi
:
How to be agile: the distinctive roles of IT capabilities for knowledge management and process integration. 2276-2297 - Shaohua Song

, Xianliang Shi
, Guang Song
, Fahian Anisul Huq
:
Linking digitalization and human capital to shape supply chain integration in omni-channel retailing. 2298-2317 - Shaoxiong Fu, Hongxiu Li

, Yong Liu:
Why discontinue Facebook usage? An empirical investigation based on a push-pull-mooring framework. 2318-2337 - Amrik Sohal

, Tharaka de Vass
, Prakash Singh
, Shahid Al Balushi, Abdullah Said Al Hajri
, Yahya Al Farsi
, Rashid Al-Abri:
Assessing readiness for lean thinking in healthcare settings: the case for Oman. 2338-2361
Volume 121, Number 12, 2021
- Likoebe M. Maruping, Arun Rai, Ruba Aljafari, Viswanath Venkatesh

:
Overcoming cross-organizational barriers to success in offshore projects. 2365-2386 - Richard N. Rutter

, Stuart J. Barnes
, Stuart Roper
, John Nadeau
, Fiona Lettice
:
Social media influencers, product placement and network engagement: using AI image analysis to empirically test relationships. 2387-2410 - Zhongjun Tang

, Bo He
:
Explaining mobile game takeoff through information configuration. 2411-2425 - Ming Kim Lim

, Yan Li
, Xinyu Song:
Exploring customer satisfaction in cold chain logistics using a text mining approach. 2426-2449 - Yibo Wang

, Bai Liu
:
The effect of supplier globalization on firm innovation: a resource dependence theory perspective. 2450-2466 - Runyue Han

, Hugo K. S. Lam
, Yuanzhu Zhan
, Yichuan Wang
, Yogesh K. Dwivedi
, Kim Hua Tan
:
Artificial intelligence in business-to-business marketing: a bibliometric analysis of current research status, development and future directions. 2467-2497 - Nastaran Hajiheydari

, Mohammad Soltani Delgosha, Yichuan Wang
, Hossein Olya
:
Exploring the paths to big data analytics implementation success in banking and financial service: an integrated approach. 2498-2529 - Jiandong Zhou

, Xiang Li
, Xiande Zhao
, Liang Wang
:
Driving performance grading and analytics: learning internal indicators and external factors from multi-source data. 2530-2570 - Shang Chen

, Qingfei Min
, Xuefei Xu
:
Investigating the role of social identification on impulse buying in mobile social commerce: a cross-cultural comparison. 2571-2594 - Jie Yang

:
Unleashing the dynamics of triple-A capabilities: a dynamic ambidexterity view. 2595-2613 - Hongyan Sheng

, Taiwen Feng
, Lucheng Chen
, Dianhui Chu
:
Responding to market turbulence by big data analytics and mass customization capability. 2614-2636 - Ellen Roemer

, Florian Schuberth
, Jörg Henseler
:
HTMT2-an improved criterion for assessing discriminant validity in structural equation modeling. 2637-2650 - Anders Haug

:
Understanding the differences across data quality classifications: a literature review and guidelines for future research. 2651-2671 - Utkarsh Shrivastava

, Bidyut Hazarika
, Alan Rea
:
Restoring clinical information system operations post data disaster: the role of IT investment, integration and interoperability. 2672-2696 - Gulizhaer Aisaiti

, Ling Liang
, Luhao Liu
, Jiaping Xie
, Tingting Zhang
:
How social enterprises gain cognitive legitimacy in the post-pandemic period? Social welfare logic and digital transformation. 2697-2721 - Qian Qian Chen

, Hyun Jung Park
:
How anthropomorphism affects trust in intelligent personal assistants. 2722-2737 - Wennan Zhang

, Kai Kang
, Ray Y. Zhong
:
A cost evaluation model for IoT-enabled prefabricated construction supply chain management. 2738-2759 - Ming-Lang Tseng

, Thi Phuong Thuy Tran
, Kuo-Jui Wu
, Bing Xue, Xiaobo Chen
:
Causality seafood processing circular supply chain capabilities in qualitative data analytics. 2760-2784

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