Investigation of moderator or mediator effect allows researchers to explain a more precise description of the relationship between independent and outcome variables. Although moderator and mediator are often incorporated in the hospitality research, unclear differences between the two variables and other third variables, and technical complexity in statistical testing seem to confuse researchers in adopting appropriate conceptualizations and analyses. The goals of this article are to (a) summarize the conceptual differences between moderators and mediators, (b) provide nontechnical descriptions of how to examine each type of effect in statistical analysis via regression and SEM approaches, (c) differentiate mediated-moderation and moderated-mediation effects, and (d) discuss other third variable effects of confusion in the moderator and mediator studies. Efforts are made to translate existing technical literature on the moderator and mediator testing. (C) 2011 Elsevier Ltd. All rights reserved.
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Boston Univ, Sch Theol, Albert & Jessie Danielsen Inst, Boston, MA 02215 USABoston Univ, Sch Theol, Albert & Jessie Danielsen Inst, Boston, MA 02215 USA
Sandage, Steven J.
Jankowski, Peter
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Bethel Univ, Dept Psychol, St Paul, MN USABoston Univ, Sch Theol, Albert & Jessie Danielsen Inst, Boston, MA 02215 USA
Jankowski, Peter
Crabtree, Sarah A.
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Univ Minnesota, Dept Family Social Sci, Couple & Family Therapy, St Paul, MN USABoston Univ, Sch Theol, Albert & Jessie Danielsen Inst, Boston, MA 02215 USA
Crabtree, Sarah A.
Schweer, Maria
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Univ Oregon, Counseling Psychol & Human Serv, Eugene, OR 97403 USABoston Univ, Sch Theol, Albert & Jessie Danielsen Inst, Boston, MA 02215 USA
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King Faisal Univ, Coll Business Adm, Dept Management, Al Hasa 31982, Saudi Arabia
Suez Canal Univ, Fac Tourism & Hotels, Hotel Management Dept, Ismailia 41522, EgyptKing Faisal Univ, Coll Business Adm, Dept Management, Al Hasa 31982, Saudi Arabia
Elshaer, Ibrahim A.
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Fayyad, Sameh
Ammar, Salama
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Higher Inst Tourism & Hotels EGOTH, Tourism Studies Dept, Luxor 85951, EgyptKing Faisal Univ, Coll Business Adm, Dept Management, Al Hasa 31982, Saudi Arabia
Ammar, Salama
Abdulaziz, Tamer Ahmed
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High Inst Tourism & Hotels, Tourism Studies Dept, 6th Of October City 12563, EgyptKing Faisal Univ, Coll Business Adm, Dept Management, Al Hasa 31982, Saudi Arabia
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King Faisal Univ, Coll Business Adm, Dept Management, Al Ahsaa 380, Saudi ArabiaKing Faisal Univ, Coll Business Adm, Dept Management, Al Ahsaa 380, Saudi Arabia
Elshaer, Ibrahim A.
Azazz, Alaa M. S.
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King Faisal Univ, Arts Coll, Dept Social Studies, Al Ahsaa 380, Saudi ArabiaKing Faisal Univ, Coll Business Adm, Dept Management, Al Ahsaa 380, Saudi Arabia
Azazz, Alaa M. S.
Zain, Mohammed E. A.
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King Faisal Univ, Fac Law, Publ Law Dept, Al Ahsaa 380, Saudi ArabiaKing Faisal Univ, Coll Business Adm, Dept Management, Al Ahsaa 380, Saudi Arabia
Zain, Mohammed E. A.
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Fayyad, Sameh
Elshaaer, Noha Ismaeil
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October 6 Univ, Fac Tourism & Hotels, Hotel Management Dept, Giza 12573, EgyptKing Faisal Univ, Coll Business Adm, Dept Management, Al Ahsaa 380, Saudi Arabia