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Original Articles

A Beginner's Guide to Partial Least Squares Analysis

Pages 283-297 | Published online: 15 Jun 2010

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (92)

Abdul Aziz Nugraha Pratama, M. Luthfi Hamidi & Edi Cahyono. (2023) The effect of halal brand awareness on purchase intention in indonesia: the mediating role of attitude. Cogent Business & Management 10:1.
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Alexander Zúñiga Collazos, Jose Fabian Rios Obando, Julián Mauricio Gómez López & Lina Marcela Vargas García. (2023) Public policy and its impact on innovation, competitiveness, and performance in the tourism sector. Cogent Social Sciences 9:2.
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Sachin Kumar & Balbir Singh. (2023) What drives students to adopt m-learning apps? The role of e-WOM in signalling theory perspective. Behaviour & Information Technology 42:12, pages 2042-2059.
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Michael Atafo Adabre, Albert P. C. Chan & David J. Edwards. (2023) Modeling relationship between success factors (policies) and critical success criteria (goals) for sustainable housing in developing countries. International Journal of Construction Management 23:10, pages 1642-1652.
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Munir Shehu Mashi, Chandrakantan Subramaniam, Johanim Johari & Sadiq Suleiman Abubakar. (2023) Understanding Safety Management Practices and Safety Performance amid Coronavirus (Covid-19) Pandemic among Nurses in Public Hospitals. International Journal of Public Administration 46:10, pages 716-727.
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Neda Sharifi Asadi Malafe, Shahrbano Gholipour Fereydoni & Seyed Ali Nabavi Chashmi. (2023) The Impact of Advertising Values on Impulsive and Compulsive Buying. Journal of Internet Commerce 22:3, pages 349-394.
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Víctor Calderón-Fajardo, María Jesús Carrasco-Santos & Carlos Rossi Jiménez. (2023) The intention of consumers to use augmented reality apps in gastronomy – case of Málaga. Current Issues in Tourism 26:9, pages 1446-1462.
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Ahmed El Maalmi, Kaoutar Jenoui & Laila El Abbadi. (2023) Sustainable supply chain innovation: model validity and resilience study in the Moroccan context. Supply Chain Forum: An International Journal 24:2, pages 194-216.
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N. Ilhavenil & K. L. Aravindan. (2023) Modelling teachers’ caring behaviour through the lens of high school students. Journal of Moral Education 52:2, pages 139-156.
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Wenge Xu, Hai-Ning Liang, Kangyou Yu, Shaoyue Wen, Nilufar Baghaei & Huawei Tu. (2023) Acceptance of Virtual Reality Exergames Among Chinese Older Adults. International Journal of Human–Computer Interaction 39:5, pages 1134-1148.
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Mojtaba Heydarizad, Nathsuda Pumijumnong, Masoud Minaei, Javad Eskandari Mayvan & Danial Mansourian. (2023) A comprehensive study of the parameters affecting the stable isotopes in the precipitation of the Bangkok metropolitan area using model-based statistical approaches. Isotopes in Environmental and Health Studies 59:2, pages 161-179.
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Zineb Bouchriha, Sabra Farid & Smail Ouiddad. (2023) Enhancing Value Co-creation Behaviors Through Customer Engagement In The Moroccan Hotel Context: How Does It Influence Customer Satisfaction And Brand Image?. Journal of Quality Assurance in Hospitality & Tourism 0:0, pages 1-26.
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Pablo Antúnez, Christian Wehenkel, Collins Byobona Kukunda & José Ciro Hernández-Díaz. (2023) Climatic Variables Differentially Influence Neotropical Plant Species of Conservation Concern. Journal of Sustainable Forestry 42:1, pages 43-58.
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Béatrice Alescio-Lautier, Caroline Chambon, Claire Deshayes, Jean-Luc Anton, Guy Escoffier, Marie-Hélène Ferrer & Véronique Paban. (2023) Problem-solving training modifies cognitive functioning and related functional connectivity in healthy adults. Neuropsychological Rehabilitation 33:1, pages 103-138.
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Kevin Okoth Ouko, Adrian Wekulo Mukhebi, Kevin Odhiambo Obiero & Florence Achieng Opondo. (2022) Using technology acceptance model to understand fish farmers’ intention to use black soldier fly larvae meal in Nile tilapia production in Kenya. All Life 15:1, pages 884-900.
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Julio Suárez-Albanchez, Santiago Gutierrez-Broncano, Pedro Jimenez-Estevez & Juan Jose Blazquez-Resino. (2022) Organizational support and turnover intention in the Spanish IT consultancy sector: Role of organizational commitment. Cogent Social Sciences 8:1.
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Paresh Kumar Sarma, Mohammad Jahangir Alam & Ismat Ara Begum. (2022) Farmers’ knowledge, attitudes, and practices towards the adoption of hybrid rice production in Bangladesh: an PLS-SEM approach. GM Crops & Food 13:1, pages 327-341.
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Seung Hyun Kim & Sangmook Kim. (2022) The Role of Social Norms on Public Service Motivation and Prosocial Behavior: Moderating Effect versus Direct Effect. International Journal of Public Administration 45:16, pages 1122-1131.
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Ifzal Ahmad, Kifayat Ullah & Asif Khan. (2022) The impact of green HRM on green creativity: mediating role of pro-environmental behaviors and moderating role of ethical leadership style. The International Journal of Human Resource Management 33:19, pages 3789-3821.
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Jing A. Zhang & Fiona Edgar. (2022) HRM systems, employee proactivity and capability in the SME context. The International Journal of Human Resource Management 33:16, pages 3298-3323.
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Seyedeh Khadijeh Taghizadeh, Syed Abidur Rahman, Davoud Nikbin, Mirza Mohammad Didarul Alam, Lidia Alexa, Choo Ling Suan & Shirin Taghizadeh. (2022) Factors influencing students’ continuance usage intention with online learning during the pandemic: a cross-country analysis. Behaviour & Information Technology 41:9, pages 1998-2017.
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Francisco M. Somohano-Rodríguez, Antonia Madrid-Guijarro & José Manuel López-Fernández. (2022) Does Industry 4.0 really matter for SME innovation?. Journal of Small Business Management 60:4, pages 1001-1028.
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José Augusto de Oliveira, Gilberto Miller Devós Ganga, Moacir Godinho Filho, Diogo Aparecido Lopes Silva, Mirian Paula dos Santos, Ivan Aritz Aldaya Garde, Rafael Abrantes Penchel, Kleber Francisco Esposto & Aldo Roberto Ometto. (2022) Environmental and operational performance is not always achieved when combined with cleaner production and lean production: an overview for emerging economies. Journal of Environmental Planning and Management 65:8, pages 1530-1559.
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Wajeeha Aslam, Kashif Farhat & Imtiaz Arif. (2021) Skippable Advertisement versus Full-Length Advertisement: An Empirical Analysis in a Developing Economy. Journal of Interactive Advertising 21:1, pages 49-67.
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Rosemary L. Fisher & Tafadzwa Leroy Machirori. (2021) Belonging, achievement and student satisfaction with learning: The role of case-based Socratic Circles. Innovations in Education and Teaching International 58:1, pages 25-35.
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Kashif Farhat, Sany Sanuri Mohd. Mokhtar & Salniza Bt. Md. Salleh. (2021) Role of brand experience and brand affect in creating brand engagement: a case of higher education institutions (HEIs). Journal of Marketing for Higher Education 31:1, pages 107-135.
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Joel B. Johnson & Mani Naiker. (2020) Seeing red: A review of the use of near-infrared spectroscopy (NIRS) in entomology. Applied Spectroscopy Reviews 55:9-10, pages 810-839.
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Munir Shehu Mashi, Chandrakantan Subramaniam & Johanim Johari. (2020) The effect of management commitment to safety, and safety communication and feedback on safety behavior of nurses: the moderating role of consideration of future safety consequences. The International Journal of Human Resource Management 31:20, pages 2565-2594.
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Masih Fadaki, Shams Rahman & Caroline Chan. (2020) Leagile supply chain: design drivers and business performance implications. International Journal of Production Research 58:18, pages 5601-5623.
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Christian M. Ringle, Marko Sarstedt, Rebecca Mitchell & Siegfried P. Gudergan. (2020) Partial least squares structural equation modeling in HRM research. The International Journal of Human Resource Management 31:12, pages 1617-1643.
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Camille Sagnier, Emilie Loup-Escande, Domitile Lourdeaux, Indira Thouvenin & Gérard Valléry. (2020) User Acceptance of Virtual Reality: An Extended Technology Acceptance Model. International Journal of Human–Computer Interaction 36:11, pages 993-1007.
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Dimitrios G. Goulias & Girum S. Awoke. (2020) Novel approach to pavement friction analysis with advanced statistical methods using structural equation modelling. International Journal of Pavement Engineering 21:2, pages 236-245.
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Huey-Kuo Chen, Huey-Wen Chou & Sam-Chu Hung. (2019) Interrelationships between behaviour intention and its influential factors for consumers of motorcycle express cargo delivery service. Transportmetrica A: Transport Science 15:2, pages 526-555.
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Huey-Kuo Chen & Da-Wei Yan. (2019) Interrelationships between influential factors and behavioral intention with regard to autonomous vehicles. International Journal of Sustainable Transportation 13:7, pages 511-527.
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Quyen Phu Thi Phan, Adriana A. Amaya Rivas & Tuya Bat. (2019) Analyzing Electronic Word of Mouth Intention for Shopping Websites: A Means-End Chain Approach. Journal of Internet Commerce 18:2, pages 113-140.
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Jengchung Victor Chen & Timothy McBush Hiele. (2019) The Moderating Effect of Industry Types on IT-Coordination Costs Relationship. Journal of Computer Information Systems 59:2, pages 97-104.
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Carmina Fandos-Herrera, Julio Jiménez-Martínez, Carlos Orús & José Miguel Pina. (2019) Introducing the discussant role to stimulate debate in the classroom: effects on interactivity, learning outcomes, satisfaction and attitudes. Studies in Higher Education 44:2, pages 380-396.
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Girish Prayag & Craig Lee. (2019) Tourist motivation and place attachment: the mediating effects of service interactions with hotel employees. Journal of Travel & Tourism Marketing 36:1, pages 90-106.
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Verena Otter, Bianca Prechtel & Ludwig Theuvsen. (2018) Country of Origin Effect for Food Products from Developing and Transition Countries: A PLS Analysis of German Consumers’ Perception. Journal of International Food & Agribusiness Marketing 30:4, pages 355-381.
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Chou-Kang Chiu, Sheng-Wuu Joe, Chieh-Peng Lin, Tien-Yu Wu & Pi-Hsia Yen. (2018) Being an excellent team: understanding how politics influence team performance. Total Quality Management & Business Excellence 29:3-4, pages 365-386.
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Steffen Schmidt, Sascha Langner, Nadine Hennigs, Klaus-Peter Wiedmann, Evmorfia Karampournioti & Gesa Lischka. (2017) The green brand: Explicit and implicit framing effects of ecolabelling on brand knowledge. Cogent Psychology 4:1.
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Catherine Bortolon, Jade Seillé & Stéphane Raffard. (2017) Exploration of trauma, dissociation, maladaptive schemas and auditory hallucinations in a French sample. Cognitive Neuropsychiatry 22:6, pages 468-485.
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Mohsen Loghmani, Tracy Taylor & Rahim Ramzaninejad. (2017) Job characteristics and psychological states of football referees: implications for job enrichment. Managing Sport and Leisure 22:5, pages 342-357.
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Anita Stender, Maja Brückmann & Knut Neumann. (2017) Transformation of topic-specific professional knowledge into personal pedagogical content knowledge through lesson planning. International Journal of Science Education 39:12, pages 1690-1714.
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Santiago Iglesias-Pradas, Ángel Hernández-García & Pedro Fernández-Cardador. (2017) Acceptance of Corporate Blogs for Collaboration and Knowledge Sharing. Information Systems Management 34:3, pages 220-237.
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Fu Dai, Stephen T. T. Teo & Karen Yuan Wang. (2017) Network Marketing Businesses and Chinese Ethnicity Immigrants in Australia. Journal of Small Business Management 55:3, pages 444-459.
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Gloria Sraha, Revti Raman Sharma & Dave Crick. (2017) Ghanaian exporters’ international experience and performance: the mediating role of export commitment. Journal of Strategic Marketing 25:4, pages 353-365.
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Murad Moqbel, Valerie Bartelt, Mohammed Al-Suqri & Azzah Al-Maskari. (2017) Does privacy matter to millennials? The case for personal cloud. Journal of Information Privacy and Security 13:1, pages 17-33.
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Jengchung V. Chen, Bo-chiuan Su & Timothy M. Hiele. (2017) The Impact of IT–Coordination Costs on Firm Size and Productivity: Transaction Cost Perspective. International Journal of Electronic Commerce 21:1, pages 99-127.
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Leonard Staphorst, Mike Holland, Leon Pretorius & Marthinus Willem Pretorius. (2017) Impact of Intellectual Property Rights on the Governance Mode Decisions of Engineering Managers During the Establishment of Research Alliances With Publicly Funded Entities. Engineering Management Journal 29:1, pages 26-44.
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Zhao Pan, Yaobin Lu, Bin Wang & Patrick Y.K. Chau. (2017) Who Do You Think You Are? Common and Differential Effects of Social Self-Identity on Social Media Usage. Journal of Management Information Systems 34:1, pages 71-101.
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Mona Tabatabaee Yazdi, Khalil Motallebzadeh, Hamid Ashraf & Purya Baghaei. (2017) A latent variable analysis of continuing professional development constructs using PLS-SEM modeling. Cogent Education 4:1.
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Marjolein C. J. Caniëls, Eugène Cleophas & Janjaap Semeijn. (2016) Implementing green supply chain practices: an empirical investigation in the shipbuilding industry. Maritime Policy & Management 43:8, pages 1005-1020.
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Erdan Ma & Ivan Ka Wai Lai. (2016) Gambling motivation among tourists in Macau's casino resorts. Asia Pacific Journal of Tourism Research 21:11, pages 1227-1240.
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Tracy L. Tuten & Christy Ashley. (2016) Do social advergames affect brand attitudes and advocacy?. Journal of Marketing Communications 22:3, pages 236-255.
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Naim Ahmad & Rashid Mehmood. (2016) Enterprise systems and performance of future city logistics. Production Planning & Control 27:6, pages 500-513.
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Trang P. Tran, Widyarso Roswinanto, Erlinda Nusron Yunus & Pepey Riawati Kurnia. (2016) Compensatory Solution: Can it Save a Company from a Service Failure?. Services Marketing Quarterly 37:2, pages 80-97.
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Gulsah Ozturk, Susan Hill & Gregory Yates. (2016) Family Context and Five-Year-Old Children’s Attitudes Toward Literacy When They are Learning to Read. Reading Psychology 37:3, pages 487-509.
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Eddie W.L. Cheng. (2016) Maintaining the transfer of in-service teachers’ training in the workplace. Educational Psychology 36:3, pages 444-460.
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Andrea Marchini, Chiara Riganelli & Francesco Diotallevi. (2016) The Success Factors of Food Events: The Case Study of Umbrian Extra Virgin Olive Oil. Journal of Food Products Marketing 22:2, pages 147-167.
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Hilary Wason & Nathalie Charlton. (2015) How positioning strategies affect co-branding outcomes. Cogent Business & Management 2:1.
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Bronwyn Wilkins, Peter Boman & Amanda Mergler. (2015) Positive psychological strengths and school engagement in primary school children. Cogent Education 2:1.
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Jurriaan van Reijsen, Remko Helms, Ronald Batenburg & Ralph Foorthuis. (2015) The impact of knowledge management and social capital on dynamic capability in organizations. Knowledge Management Research & Practice 13:4, pages 401-417.
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Amir Hossein Ghapanchi & Madjid Tavana. (2015) A Longitudinal Study of the Impact of Open Source Software Project Characteristics on Positive Outcomes. Information Systems Management 32:4, pages 285-298.
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Ángela Martínez-Pérez, Pedro M. García-Villaverde & Dioni Elche. (2015) Eco-innovation antecedents in cultural tourism clusters: External relationships and explorative knowledge. Innovation 17:1, pages 41-57.
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Alicia Izquierdo-Yusta, María Pilar Martínez-Ruiz & Agustín Álvarez-Herranz. (2014) What differentiates Internet shoppers from Internet surfers?. The Service Industries Journal 34:6, pages 530-549.
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Xuemei Fan & Dawei Lu. (2014) Re-balancing the excellence frameworks with individualistic logic. Total Quality Management & Business Excellence 25:5-6, pages 478-493.
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Hwee-Joo Kam & Pairin Katerattanakul. (2014) Information Security in Higher Education: A Neo-Institutional Perspective. Journal of Information Privacy and Security 10:1, pages 28-43.
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M. ÁNGELES OVIEDO-GARCíA, MARIO CASTELLANOS-VERDUGO, JULIO GARCÍA DEL JUNCO & ADRIANA RIQUELME-MIRANDA. (2014) Organizational Learning Capacity and Its Impact on the Results in a Government Agency in Chile. International Public Management Journal 17:1, pages 74-110.
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KarthikN. S. Iyer, Prashant Srivastava & MohammedY. A. Rawwas. (2014) Aligning Supply Chain Relational Strategy with the Market Environment: Implications for Operational Performance. Journal of Marketing Theory and Practice 22:1, pages 53-72.
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Minkyun Kim, Nallan C. Suresh & Canan Kocabasoglu-Hillmer. (2013) An impact of manufacturing flexibility and technological dimensions of manufacturing strategy on improving supply chain responsiveness: Business environment perspective. International Journal of Production Research 51:18, pages 5597-5611.
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Shaun McQuitty & Marco Wolf. (2013) Structural Equation Modeling: A Practical Introduction. Journal of African Business 14:1, pages 58-69.
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Minkyun Kim, Raj Sharman, CatherineP. Cook-Cottone, H. Raghav Rao & ShambhuJ. Upadhyaya. (2012) Assessing roles of people, technology and structure in emergency management systems: a public sector perspective. Behaviour & Information Technology 31:12, pages 1147-1160.
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Vishnu Vinekar & James T. C. Teng. (2012) It Impacts in Information and Physical Product Industries. Journal of Computer Information Systems 53:1, pages 65-71.
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SandraJ. Cereola, Benson Wier & Carolyn Strand Norman. (2012) Impact of top management team on firm performance in small and medium-sized enterprises adopting commercial open-source enterprise resource planning. Behaviour & Information Technology 31:9, pages 889-907.
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Mitchell Ross & Debra Grace. (2012) Exploring the international student recruitment industry through the Strategic Orientation Performance Model. Journal of Marketing Management 28:5-6, pages 522-545.
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Sangmi Chai, Sanjukta Das & H.Raghav Rao. (2011) Factors Affecting Bloggers' Knowledge Sharing: An Investigation Across Gender. Journal of Management Information Systems 28:3, pages 309-342.
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Mania Strube & Nicola Berg. (2011) Managing Headquarters-Subsidiary Relations From a Knowledge Perspective: Strategies for Transnational Media Companies. International Journal on Media Management 13:4, pages 225-251.
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Francisco Rocha-Goncalves & Vítor da Conceição Gonçalves. (2011) The role of the alliance management capability. The Service Industries Journal 31:12, pages 1961-1978.
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Terje Slåtten & Mehmet Mehmetoglu. (2011) What are the Drivers for Innovative Behavior in Frontline Jobs? A Study of the Hospitality Industry in Norway. Journal of Human Resources in Hospitality & Tourism 10:3, pages 254-272.
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Michael Haenlein & AndreasM. Kaplan. (2011) The Influence of Observed Heterogeneity on Path Coefficient Significance: Technology Acceptance Within the Marketing Discipline. Journal of Marketing Theory and Practice 19:2, pages 153-168.
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Amy Joy Hutchinson & GregoryC.R. Yates. (2008) Maternal goal factors in adaptive and maladaptive childhood perfectionism. Educational Psychology 28:7, pages 795-808.
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Lili Cui, Cheng Zhang, Chenghong Zhang & Lihua Huang. (2006) Exploring E‐Government Impact on Shanghai Firms' Informatization Process. Electronic Markets 16:4, pages 312-328.
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