JBR-07929; No of Pages 11 Journal of Business Research xxx (2013) xxx–xxx Contents lists available at ScienceDirect Journal of Business Research How balance theory explains high-tech professionals' solutions of enhancing job satisfaction Man-Ling Chang a,⁎, Cheng-Feng Cheng b,⁎⁎ a b Asia University, Department of Leisure and Recreation Management, Taiwan Asia University, Department of International Business, Taiwan a r t i c l e i n f o Article history: Received 1 August 2013 Received in revised form 1 October 2013 Accepted 1 October 2013 Available online xxxx Keywords: Autonomy Balance theory Leader–member exchange Managerial control Work–family conflict a b s t r a c t R&D professionals in high-tech industries often face struggles between the work and family domains. Additionally, the job autonomy is an essential antecedent of being a professional, whereas a R&D manager determines the subordinates' job autonomy, helps mitigate their work–family conflict and contributes their innovativeness. Accordingly, the R&D employee, supervisor, job autonomy, and family which form a tetragonal-relationship system are the major entities in the R&D employee's cognitive structure. The R&D employee's and supervisor's perceptions about other entities are regarded as the connections among entities and stand for the concepts of leader–member exchange, self-determination (i.e., perceptions about job autonomy), managerial control (related to autonomy support), work–family conflict, and managerial work–family support. Although prior studies indicate individual influences of these concepts on the job satisfaction, they neglect the combined influences. This study applies the balance theory to explore how R&D professionals balance these connections in their cognitive structure for achieving the high job satisfaction. Among 32 possible combinations of factors, this study identifies four causal conditions for the high job satisfaction and indicates the best and worst conditions. The findings inform implications to manage R&D professionals. © 2013 Elsevier Inc. All rights reserved. 1. Introduction Employees often face struggles between work and family domains. Such struggles are particularly obvious for R&D employees in hightech industries due to highly demanding works and their professional roles. On one hand R&D employees who occupy work roles may experience work–family conflict (Lee, 2008), and on the other they are professionals with the necessary knowledge and skills and thus require more autonomy than other employees (Farr-Wharton, Brunetto, & Shacklock, 2011). R&D managers frequently query whether R&D professionals can be “led” (Scott & Bruce, 1998) and face a dilemma of the autonomy need of professionals and the managerial control (Raelin, 1985). R&D managers may influence how employees handle their work- or family-related affairs. At work supervisors can determine professionals' job autonomy and supply job resources so that they are able to contribute subordinates' innovativeness (Lapierre, Hackett, & Taggar, 2006; Lee, 2008). Literature also confirms a positive effect of the good supervisor–subordinate relationship, such as leader–member exchange, on innovativeness for R&D employees (e.g., Atwater & Carmeli, 2009; Lee, 2008; Scott & Bruce, 1998). Additionally, a supportive supervisor is a necessary resource helping mitigate the work–family conflict ⁎ Corresponding author. ⁎⁎ Corresponding author. E-mail addresses: manllian@ms76.hinet.net (M.-L. Chang), cheng-cf@asia.edu.tw (C.-F. Cheng). (Frye & Breaugh, 2004). Consequently, the supervisor plays an important role in managing R&D professionals (Lee, 2008). Taken together, four entities, including R&D subordinate, immediate supervisor, job autonomy, and family, are influential in a R&D subordinate's work and family lives. The perceptions and evaluations of the R&D subordinate and supervisor about other entities constitute the connections between entities. The connections among these entities respectively stand for concepts of leader–member exchange (LMX), self-determination (i.e., perceptions about job autonomy), managerial control (related to autonomy support), work–family conflict, and managerial work–family support. Fig. 1 models the entities and represents the conceptual framework in a R&D employee's cognition. Specifically, the R&D employee concentrates on these entities and connections when he/she evaluates the work and family domains. The arrow in Fig. 1 represents one's perception toward the other. Three theories including the conservative resource theory (COR), social exchange theory (SET), and job demands–control (JD-C) model help understand why these concepts are particularly important for R&D employees and how they are closely relevant to each other. The essence of COR theory is that individuals seek to obtain and maintain resources such as time, cognition, and energy (Hobfoll, 1989). Owing to a fixed amount of resources an individual's investment of resources in a domain reduces the level of resources available for investment in another one (Amah, 2009). According to COR theory, as resources are depleted without adequate replenishment, negative 0148-2963/$ – see front matter © 2013 Elsevier Inc. All rights reserved. http://dx.doi.org/10.1016/j.jbusres.2013.10.010 Please cite this article as: Chang, M.-L., & Cheng, C.-F., How balance theory explains high-tech professionals' solutions of enhancing job satisfaction, Journal of Business Research (2013), http://dx.doi.org/10.1016/j.jbusres.2013.10.010 2 M.-L. Chang, C.-F. Cheng / Journal of Business Research xxx (2013) xxx–xxx Subordinate’s family (X2) Managerial work-family support Supervisor (O) Low managerial control Low work-family conflict Subordinate (P) Selfdetermination Job autonomy (X1) Fig. 1. The conceptual framework. outcomes including the work–family conflict or decreased job satisfaction are likely to result (Harris, Wheeler, & Kacmar, 2011). The work– family conflict not only represents the result of depleted resources but also may further exhaust remaining resources. COR theory also posits that employees in a high quality LMX with their supervisors are usually provided resources which help replenish their resources (Harris et al., 2011) so that they may experience less work–family conflict (Karatepe & Uludag, 2008). Accordingly, COR theory provides a mechanism through which LMX and the work–family conflict are related, and explains why they are critical factors for exploring a R&D employee whose works suck up scores of resources. SET suggests that the favorable treatment from an exchange partner creates an obligation to reciprocate (McNall, Nicklin, & Masuda, 2010). Building on SET, previous studies documented that LMX, job autonomy, and managerial work–family support improved an employee's organizational commitment and innovation due to the norm of reciprocity (Agarwal, Datta, Blake-Beard, & Bhargava, 2012; McNall et al., 2010; Park & Searcy, 2012; Wang, Lawler, & Shi, 2011). Thus, R&D supervisors can utilize LMX, job autonomy, and managerial work–family support as resources in exchange for R&D employees' contributions to innovation. JD-C model posits that the job autonomy acts as a buffer for negative effects of demanding jobs (Van der Doef & Maes, 1999). Job autonomy, the important job characteristic for professionals, describes the extent to which the job provides freedom and discretion to the employee in scheduling the work and in determining how to conduct it (Park & Searcy, 2012). While the self-determination defines the employee's perception of the job autonomy, the managerial control reflects the supervisor's permission to provide autonomy for subordinates. The agreement between the self-determination and managerial control determines whether R&D employees obtain enough job autonomy for themselves. JD-C model's extension, job demands–resources (JD-R) model, regards the job autonomy and managerial work–family support as job resources which are strongly linked to motivational-based outcomes (e.g., job satisfaction) (Agarwal et al., 2012; Mauno, Kinnunen, & Ruokolainen, 2006). Both JD-C and JD-R models imply that R&D supervisors can utilize the job autonomy, LMX, and managerial work–family support as resources to handle demanding R&D works and thus exchange for R&D employees' contributions to innovation. COR, SET, and JD-C theories underpin our conceptual framework which displays complex relationships among four entities in work and family domains (see Fig. 1). The findings of meta-analyses report that these factors are linked to important organizational outcomes, particularly the job satisfaction (e.g., Fried, 1991 for autonomy; Gerstner & Day, 1997 for LMX; Kossek & Ozeki, 1998 for work–family conflict). Prior studies focus on the separate effects of one or two of these factors for R&D professionals or other employees, and indicate that employees have high job satisfactions when they have good LMX, they are satisfied with the job autonomy, or they have less work–family conflict (e.g., Farr-Wharton et al., 2011; Mauno et al., 2006; Raelin, 1985). Although prior studies indicate the individual impact of LMX, autonomy, work–family conflict, and managerial work–family support on the job satisfaction, they cannot totally explain the job satisfaction in real life. For example, it is unknown how an employee with a good LMX evaluates the job satisfaction when he/she is dissatisfied with the job autonomy. Or how does an employee feel about the job satisfaction if he/she is satisfied with the job autonomy but experiences a high work–family conflict? Can the LMX or managerial work–family support help improve the employee's job satisfaction? Taking all these factors into account in the research is a critical issue in that they coexist in the individual cognitive framework and they are interrelated. In other words, these four entities and their interrelationships dominate the R&D employee's cognitive structure when he/she evaluates the job satisfaction. For answering the above questions, this study applies the balance theory to exploring how to balance these relationships among R&D employee, supervisor, job autonomy, and family for creating the higher job satisfaction. Heider's (1958) balance theory is a meaningful lens for understanding the interactive effects among these factors. The balance model is a cognitive framework that describes how an individual perceives others around him/her, and focuses on the cognitive consistency (Awa & Nwuche, 2010). The “balance” situation or cognitive consistency means that an individual's perceptions about others achieve the equilibrium instead of contradiction. The basic model in the balance theory is a triad of a person, other person, and an entity. Relationships between any two entities determine the balance. For example, if a subordinate and his/her supervisor have similar opinions about the job (i.e., agreement), they are likely to establish a good working relationship. This is a socalled balanced situation. If the subordinate does not like the supervisor, he/she will alter the opinion for achieving the balance among the cognitions, and eventually have the different view from the subordinate. Individuals strive for the cognitive balance in their cognitions of interpersonal relations (Davidson & Sussmann, 1977). Pleasantness arises when the cognitive balance is achieved (Carroll, 1977). Accordingly, the balance theory helps integrate the relevant factors in the individual cognitive framework and aids understanding how a R&D employee– supervisor relationship, their perceptions about the job autonomy and the employee's family can influence the employee's pleasantness of job (i.e., job satisfaction). Based on the balance theory, this study attempts to investigate how the balanced or imbalanced cognitive framework (see Fig. 1) creates the job satisfaction. Note that the job satisfaction is not included in the framework in Fig. 1, because job satisfaction is the result of the cognitive framework. Based on the balance theory, individuals produce pleasantness when their cognitive structures achieve the balance. The job satisfaction can be regarded as the pleasantness in terms of the job. The objective of this study is to identify the appropriate cognitive structure that can lead to the high job satisfaction. 2. Balance theory Heider's (1958) balance theory describes the process mechanisms in the minds of social actors such that a focal person (P) has positive or negative cognitions about other individual (O) and issue (X). Two actors and an entity are treated as a three-point cognitive structure equipped with three relationships. Relationships between entities (e.g., PO, PX, or OX) denote an individual's cognitions or sentiments about other entities. The cognition or sentiment means the positive (+) or negative (−) feelings that the individual gives to the other entities (Woodside & Chebat, 2001). A positive sign (+) denotes that an individual gives more of a negative item than he/she receives, or that he/she receives more of a positive item than he/she gives. On the contrary, a negative sign (−) denotes that an individual receives more of a negative item than he/she gives, or that he/she gives more of a positive item than Please cite this article as: Chang, M.-L., & Cheng, C.-F., How balance theory explains high-tech professionals' solutions of enhancing job satisfaction, Journal of Business Research (2013), http://dx.doi.org/10.1016/j.jbusres.2013.10.010 M.-L. Chang, C.-F. Cheng / Journal of Business Research xxx (2013) xxx–xxx he/she receives (Alessio, 1990). For example, P has a liking for O in that P receives more positive sentiments from O. Thus, a positive sign tags the liking between P and O (L+). Otherwise, a negative sign (L−) symbolizes P's dislike for O. Likewise, P may receive fulfillment with respect to X. Receiving fulfillment is viewable as a reward and thus carries a positive sign (Alessio, 1990). In addition to the sentiment, an agreement shape relationships in the triad (Carson, Carson, Knouse, & Roe, 1997). The agreement means that P and O share a similar perception about X. Specifically, the agreement is achieved when P and O have the same positive sentiment toward X (i.e., PX is + and OX is +) or when P and O have the same negative sentiment toward X (i.e., PX is − and OX is −). The balance theory often uses the sign A+ to represent the agreement and uses A− to represent the disagreement. Individuals seek a balance in the cognitive structure. The balance is defined as affective states (pleasantness or harmony) and as cognitive states (expectancy or consistency) (Carson et al., 1997). If an individual's cognitive structure is imbalanced, he/she will change his/ her attitudes or cognitions for achieving the balance or pleasantness. In other words, the imbalanced state is the motivational force for modifying or changing the cognitive structure (Awa & Nwuche, 2010). Whether a triad is balanced is determined by multiplying the signs in a triad (Cartwright & Harary, 1956). A positive multiplication sign indicates the balance. Specifically, when all three relationships are positive or when two of the relationships are negative and one is positive, the balance exists. In other words, the conditions of balance are either when P and O like each other (L+) and agree in their feelings about X (A+) or when P and O dislike each other (L−) and disagree in their feelings about X (A−) (Davidson & Sussmann, 1977). 3. Conceptual framework based on the balance theory Fig. 1 displays a R&D employee's cognitive structure. In the R&D employee's mind, there are four entities dominating in the work and family domains, that is, the R&D employee, his/her supervisor, the job autonomy, and his/her family. The perceptions of the R&D employee and the supervisor about other entities determine whether the R&D employee's cognitive structure is balanced or not. The pleasantness from the balanced state is a motivational force leading to the efforts to alter the imbalanced cognitive structure. This study applies the balance theory to explore the balanced interrelationships of the conceptual framework in Fig. 1. The job satisfaction is regarded as the proxy of the pleasantness of the balanced state in that the job satisfaction is one of the motivational-based outcomes (Mauno et al., 2006). The R&D employee (P), supervisor (O), job autonomy (X1), and family (X2) represent the entities in the system. The perceptions of P and O about other entities are captured by LMX (PO), selfdetermination (PX1), managerial control (OX1), work–family conflict (PX2), and managerial work–family support (OX2). Note that the system does not contain the relationship between the job autonomy and family (X1X2) because employees' families cannot affect the job. Hence, the whole structure can be divided into two triads of relationships (i.e., work and family domains). 3 supervisor–subordinate relationship (PO is denoted as L+) develops when employees experience a high quality LMX (Graen & Uhl-Bien, 1995). However, the out-group members who have a relatively low-quality LMX may feel that their hard working exchanges for unfair treatment (Gerstner & Day, 1997). Thus, the PO is labeled as a negative sign (L−). 3.2. Self-determination (PX1) In terms of the employee's perception about the job autonomy (PX1), the self-determination reflects the employee's sense of autonomy about workplace choices such as making decisions about work methods, pace, and effort (Spreitzer, 1995). Individuals tend to regard autonomy as an intrinsic motivation (Gagné & Deci, 2005), and they feel high levels of self-determination when their needs for autonomy are fulfilled (Van den Broeck, Vansteenkiste, De Witte, Soenens, & Lens, 2010). According to the balance theory, P will view the receiving as a reward and thus carry a positive sign if P receives the fulfillment with respect to X (Alessio, 1990). Thus, the PX1 is positive when the subordinate feels self-determination. 3.3. Managerial control (OX1) Self-determination theory also proposes that the supervisor's autonomy support is one of the critical contextual factors that affect need satisfaction (Baard, Deci, & Ryan, 2004). The autonomy support denotes the supervisor's perception about the job autonomy. However, this study adopts the term “managerial control” instead of autonomy support, because control is a fundamental management activity (Theodosiou & Katsikea, 2007). Managerial control is regarded as an opposite of autonomy support (Gagné, 2003). Baard et al. (2004) view them as two ends in a continuum. The higher autonomy support (i.e., less managerial control) involves the supervisor listening and acknowledging the subordinate's viewpoints and feelings, giving a meaningful rationale for a request, and encouraging self-initiation (Moreau & Mageau, 2012). The highly managerial control involves the supervisor prescribing a solution and demanding, communicating performance standards, and monitoring and evaluating behaviors and outcomes (Baard et al., 2004). Although managerial control is the embodiment of power, delegation is more attractive owning to the supervisor's limits of time and energy (Bauer & Green, 1996). In other words, when the supervisor releases his/her managerial control, he/she can save some efforts and costs on monitoring or directing the subordinate's works and receive the subordinate's assistance. In terms of the employee's stand, the low managerial control means that the employee receives more autonomy. As a result, the presence of the low managerial control is labeled as a positive sign in that low managerial control can be regarded as a saving of effort for a supervisor and a receiving of autonomy for a subordinate. 3.1. LMX (PO) 3.4. Work–family conflict (PX2) LMX is definable as perceptions of the quality of the interpersonal exchange relationship between a supervisor and his/her subordinate, indicating the extent to which the supervisor and subordinate exchange resources and support beyond the formal employment contract (Graen & Uhl-Bien, 1995). According to the balance theory, whether the supervisor–subordinate relationship (PO) carries a positive or negative sign depends on a gestalt of attraction, desire, giving, and receiving (Alessio, 1990). The in-group members who establish a high-quality LMX receive various resources and benefits and thus return their loyalty and extra supports to the supervisor (Basu & Green, 1997). A positive Netemeyer, Boles, and McMurrian (1996) define work–family conflict as a form of inter-role conflict in which the role pressures from the work and family domains are mutually incompatible, such that participation in one domain is made difficult through participation in another. The work–family conflict involves various negative feelings such as tensions, struggles, depression, psychological distress, and burnout (Qu & Zhao, 2012) so that the work–family conflict is a negative item. Accordingly, individuals experiencing low levels of work–family conflict label PX2 a positive sign in that either they receive seldom negative item or they can fulfill family-related affairs. Please cite this article as: Chang, M.-L., & Cheng, C.-F., How balance theory explains high-tech professionals' solutions of enhancing job satisfaction, Journal of Business Research (2013), http://dx.doi.org/10.1016/j.jbusres.2013.10.010 4 M.-L. Chang, C.-F. Cheng / Journal of Business Research xxx (2013) xxx–xxx 3.5. Managerial work–family support (OX2) Work–family culture refers to the extent to which work environment is supportive of the integration of employees' work–family needs (Mauno et al., 2006). The managerial work–family support is the most important aspect of work–family culture because supervisors influence the way employees experience and perceive the organizational culture (Thompson, Beauvais, & Lyness, 1999). Supervisors who have high managerial work–family support are sensitive to employees' family responsibilities and empathize with employees' desire to seek the balance between work and family spheres (Frye & Breaugh, 2004). Thus, employees receive more support and label OX2 as a positive sign. The positive/negative relationships among these entities in the system constitute 32 combinations in total (see Fig. 2). Fig. 2a describes the balanced work and family domains involving a high LMX (L+) and an agreement on the supervisor's and subordinate's perceptions of the job autonomy and family (A+), or a low LMX (L−) and an disagreement on the supervisor's and subordinate's perceptions of the job autonomy and family (A−). While Fig. 2b shows the balanced work domain (L+A+ or L−A−) and imbalanced family domain (L+A− or L− A+), Fig. 2c shows the imbalanced work domain (L+A− or L−A+) and balanced family domain (L+A+ or L−A−). Fig. 2d focused on the completely imbalanced work and family domains in which the subordinate likes his/her supervisor but disagree with the supervisor (L+A−), or the subordinate dislikes his/her supervisor but agree with the supervisor (L−A+). The objective of this study is to find out the best system that can lead to a higher job satisfaction from these combinations. In this regard, the idea of the balance theory helps identify the balanced ones, Fig. 2. a. Complete balance (Balance in work and family). Note: L+ denotes high LMX and L− denotes low LMX. A+ denotes an agreement between PO and A− denotes a disagreement between PO. b. Incomplete balance (Balance in work and imbalance in family). Note: L+ denotes high LMX and L− denotes low LMX. A+ denotes an agreement between PO and A− denotes a disagreement between PO. c. Incomplete balance (Imbalance in work and balance in family). Note: L+ denotes high LMX; L− denotes low LMX. A+ denotes an agreement between PO and A− denotes a disagreement between PO. d. Complete imbalance (Imbalance in work and family). Note: L+ denotes high LMX; L− denotes low LMX. A+ denotes an agreement between PO and A− denotes a disagreement between PO. Please cite this article as: Chang, M.-L., & Cheng, C.-F., How balance theory explains high-tech professionals' solutions of enhancing job satisfaction, Journal of Business Research (2013), http://dx.doi.org/10.1016/j.jbusres.2013.10.010 M.-L. Chang, C.-F. Cheng / Journal of Business Research xxx (2013) xxx–xxx 5 Fig. 2 (continued). that are rated as a high pleasantness (i.e., job satisfaction), from 32 combinations. 4. Hypothesis development based on balance theory The balance is an interaction between the like (L) and agreement (A) (Zajonc, 1968). Heider (1958) proposes that balanced structures (L+A+ and L−A−) can lead to a pleasant state and imbalanced structures (L−A+ and L+A−) may produce tension. Newcomb (1968) and Price, Harburg, and Newcomb (1966) further suggest that when P likes O (L+), a structure involving agreement (A+) was balanced and should be highly preferred, and a structure involving disagreement (A−) was unbalanced and should be least preferred. Other relevant studies on balance theory admit that the L+A+ situations were highly preferred, but they find that the L+A− situations frequently receive a rating similar to other situations (L−A+ and L−A−) (Davidson & Sussmann, 1977; Sussmann & Davis, 1975; White, 1977). These relevant studies view the L+A+ structure involving the likeness, agreement, and balance is a highly attractive situation. Of L+A+ situations, other studies particularly distinguish the agreement in a positive sentiment (+++) from the agreement in a negative sentiment (+−−), and find that the balanced situation involving two negative Table 1 Characteristics of the respondents. Characteristics Gender Age Education Female Male b40 years old N40 years old Vocational school College Master Ph.D. Others Subordinates Supervisors 98 (21.2%) 365 (78.8%) 288 (62.2%) 175 (37.8%) 68 (14.7%) 190 (41.0%) 173 (37.4%) 10 (2.2%) 22 (4.8%) 1 (0.9%) 105 (99.1%) 12 (11.3%) 94 (88.7%) 0 (0.0%) 9 (8.5%) 81 (76.4%) 16 (15.1%) 0 (0.0%) Please cite this article as: Chang, M.-L., & Cheng, C.-F., How balance theory explains high-tech professionals' solutions of enhancing job satisfaction, Journal of Business Research (2013), http://dx.doi.org/10.1016/j.jbusres.2013.10.010 6 M.-L. Chang, C.-F. Cheng / Journal of Business Research xxx (2013) xxx–xxx Table 2 Measurements. Factor Reference LMX (PO) Graen and Uhl-Bien (1995) Sample item Respondent 1. I usually know how satisfied my immediate supervisor is with what I do. 2. My immediate supervisor understands my problems and needs. 3. My immediate supervisor recognizes my potential. 4. Regardless of how much formal authority my immediate supervisor has built into his or her position, my supervisor would be personally inclined to use his or her power to help me solve problems in my work. 5. Regardless of amount of formal authority my immediate supervisor has, I can count on my supervisor to “bail me out” at his or her own expense when I really need it. 6. I have enough confidence in my immediate supervisor that I would defend and justify his/her decisions if he/she were not present to do so. 7. My working relationship with my immediate supervisor is extremely effective. Self-determination (PX1) Spreitzer (1995) 1. I have significant autonomy in determining how I do my job. 2. I can decide on my own how to go about doing my work. 3. I have considerable opportunity for independence and freedom in how I do my job. Managerial control (OX1) Kohli, Shervani, and 1. I inform my subordinates about the activities they are expected to perform. Challagalla (1998) 2. I monitor how my subordinates perform required activities. 3. I evaluate the skills my subordinates use to accomplish a task. 4. I assist my subordinates by suggesting why using a particular approach may be effective. 5. I tell my subordinates about the expected level of achievement on targets. 6. I monitor my subordinates' progresses on achieving targets. 7. I ensure that my subordinates are aware of the extent to which they attain targets. Work–family conflict (PX2) Netemeyer et al. (1996) 1. The demands of my work interfere with my home and family life. 2. The amount of time my job takes up makes it difficult to fulfill my family responsibilities. 3. Things I want to do at home do not get done because of the demands my j ob puts on me. 4. My job produces strain that makes it difficult to fulfill my family duties. 5. Due to work-related duties, I have to make changes to my plans for family activities. Managerial work–family Thompson et al. (1999) 1. In general, I am quite accommodating of my subordinate's family-related needs. support (OX2) 2. I am sympathetic toward my subordinate's family-related responsibilities. 3. In the event of a conflict, I understand when my subordinate has to put his/her family first. 4. I encourage my subordinate to strike a balance between work and family lives. 5. In this organization it is generally okay to talk about one's family at work. Job satisfaction Price (1997) 1. I am able to keep busy all the time. 2. I have the chance to work alone on the job. 3. I have the chance to do different things from time to time. 4. I have the chance to be “somebody” in the community. 5. I am satisfied with the way my boss handles his/her workers. 6. I am satisfied with the competence of my supervisor in making decisions. 7. I am able to do things that don't go against my conscience. 8. My job provides for steady employment. 9. I have the chance to do things for other people. 10. I have the chance to tell people what to do. 11. I have the chance to do something that makes use of my abilities. 12. I am satisfied with the way company policies are put into practice. 13. I am satisfied with my pay and the amount of work I do. 14. I have the chances for advancement on this job. 15. I have the freedom to use my own judgment. 16. I have the chance to try my own methods of doing the job. 17. I am satisfied with the working conditions. 18. I am satisfied with the way my supervisor gets along with me. 19. I receive the praise I get for doing a good job. 20. I have the feeling of accomplishment I get from the job. sentiments was deemed unpleasant (Basil & Herr, 2006; Carson et al., 1997). Accordingly, the balanced structures determined by L+A+ in work, family, or both domains should lead to the higher job satisfaction than others. Specifically, when P likes O, and they have consistently positive sentiments about X1 or X2, P may produce a higher job satisfaction. The argument that the combination of three positive sentiments (+++) is evaluated as a higher job satisfaction is well-founded, because relevant studies in the organizational behavior field document that the LMX, autonomy, low work–family conflict, and high managerial work–family support have respectively positive effects on the subordinate's job satisfaction (Fried, 1991; Gerstner & Day, 1997; Kossek & Ozeki, 1998; Mauno et al., 2006). States a2, b1, b2 in Fig. 2a and b, which involve three positive relations and balance in the work domain (+++ in the work domain), and state a3, c1, c3, which involve three positive relations and balance in the family domain (+++ in the family domain), and state a1, Cronbach alpha Subordinate 0.67 Subordinate 0.76 Supervisor 0.74 Subordinate 0.66 Supervisor 0.77 Subordinate 0.98 which has three positive relations and balance in both work and family domains (+++ in the work and family domains) are preferable in terms of their likely association with the high job satisfaction. State a1 which simultaneously achieves balances in two domains should lead to the highest job satisfaction. Although state a2, b1, b2, a3, c1, and c3 relate to L+A+ and balance in only one domain, the subordinate's Table 3 Means, standard deviations, correlations. Variables Mean S.D. 1. LMX (PO) 2. Self-determination (PX1) 3. Low managerial control (OX1) 4. Low work–family conflict (PX2) 5. Managerial work–family support (OX2) 6. Job satisfaction 4.30 4.47 4.15 4.45 4.41 0.52 0.63 −.17 0.64 .60 .20 0.65 −.57 −.06 −.38 0.78 .45 −.01 .47 −.02 1. 2. 4.65 1.29 .18 3. .61 4. 5. .37 −.02 .35 Please cite this article as: Chang, M.-L., & Cheng, C.-F., How balance theory explains high-tech professionals' solutions of enhancing job satisfaction, Journal of Business Research (2013), http://dx.doi.org/10.1016/j.jbusres.2013.10.010 M.-L. Chang, C.-F. Cheng / Journal of Business Research xxx (2013) xxx–xxx positive relationship with the supervisor (L+) allows for positive spillover effect between work and family domains (Culbertson, Huffman, & Alden-Anderson, 2010). In terms of states a2, b1, and b2 (+++ in the work domain), an ingroup subordinate receives the autonomy from the supervisor due to a high trust and high support (Basu & Green, 1997). LMX results in the subordinate's self-determination (Agarwal et al., 2012), in that the subordinates are capable of and allowed for participating in decision making and solving problems (Farr-Wharton et al., 2011). A subordinate in a high quality LMX has broad negotiating latitude to reduce the excessive workload or difficulty of tasks, and thus is capable of managing the imbalance between work and family domains and alleviating conflicts (Major, Fletcher, Davis, & Germano, 2008). Thus, the balance in the work domain can protect the subordinate's job satisfaction from the imbalance in the family domain. For states a3, c1, and c3 (+++ in the family domain), subordinates can benefit from either the balance in the family domain or the high quality LMX. The subordinates report less work–family conflicts when their supervisors are more supportive of balancing work and family demands (Frye & Breaugh, 2004). Harris, Wheeler, and Kacmar (2009) suggest that LMX should be most important for the subordinates who perceive minimal self-determination from their jobs. By virtue of supports from work and family domains, the subordinates feel relieved in performing assigned tasks. H1. Causal recipes a1, a2, a3, b1, b2, c1, c3 (L+A+ in one domain) are possible causal combinations of the high job satisfaction. Based on the balance theory, state a1 (+++ in the work and family domains) is the theoretically most favorable case among all the possible combinations. But the worst case is debatable. This study proposes that the worst cases are state c8 (L−A+ in work domain with low job autonomy and L−A− in family domain with work–family conflict) and d8 (L−A+ in both domains with negative sentiments toward job autonomy and family). The rationale lies in that the vicious cycle of the LMX and work–family conflict devours any benefits that the subordinates should gain from their supervisors. On one hand, the subordinate's heavy family role results in his/her weaker contributions at work and thus deters him/her from developing a high quality LMX with his/her supervisor (Lapierre et al., 2006). On the other hand, the subordinate in a low quality LMX perceives his/her job demands as hindering his/her ability to achieve goals and thus feels frustration, which spills over outside of work to cause the high work–family conflict (Culbertson et al., 2010). In addition, a supervisor utilizes supervision techniques with subordinates in the low quality LMX (Aryee & Chen, 2006), and thus the supervisor may put increasing managerial control on them. H2. The best combination is state a1 (L+A+ in both domains) that leads to the highest subordinate's job satisfaction among all combinations. H3. The worst combinations are state c8 and d8 (low LMX and job autonomy, but high work–family conflict) that lead to the lowest subordinate's job satisfaction among all combinations. 5. Method 5.1. Technique of analysis This study employs the qualitative comparative analysis using fuzzy sets (fsQCA) tools (Ragin, 2008a) for investigating H1 and MANOVA for examining H2 and H3. Almost all social science theory is formulated in terms of set relations. The fsQCA is an appropriate tool for identifying the causal conditions of occurrence in the real world (Berg-Schlosser, De Meur, Rihous, & Ragin, 2009). The causal condition refers to a sufficient condition to produce a given outcome of interest (Ragin, 2008b). 7 Table 4 Causal combinations of job satisfaction. Causal conditions Paths leading to the job satisfaction a 1 LMX Self-determination Low managerial control Low work–family conflict Managerial work–family support Raw coverage Unique coverage Consistency Counterpart c 2 b ● ● ○ ● 0.53 0.00 0.91 b2,d2 ● ● ● ○ 0.55 0.03 0.93 a2,b2 3 ● ● ● ● 0.65 0.02 0.90 a1,d5 4 ● ● ● ● 0.64 0.02 0.91 a1,c3 a Frequency threshold = 1; consistency threshold = 0.90; solution coverage = 0.72; solution consistency =0.88. b Black circles “●” indicate the presence of causal conditions (i.e., antecedents). White circles “○” indicate the absence or negation of causal conditions. The blank cells represent “don't care” conditions, meaning that the causal path always leads to the outcome variable without regard to the levels of the “don't care” conditions. c Counterpart column displays the state numbers in Fig. 2 that are the counterparts of the specific causal combinations. In other words, the presence of the condition always leads to the outcome, but the condition is not the only cause. The fsQCA applies Boolean algebra and results in a logical statement describing for different combinations of causal conditions leading to the same outcome (BergSchlosser, De Meur, Rihous, & Ragin, 2009). This study attempts to identify the combinations of LMX, self-determination, managerial control, work–family conflict, and managerial work–family support in the R&D employee's cognitive structure resulting in the R&D employee's job satisfaction. The feature of fsQCA can help identify these causal combinations. Collecting sufficient cases for every possible combination in Fig. 2 would be extremely difficult. Even if we strive to expand the total sample size, it is still possible that some combinations have plenty cases and others have a deficiency. In this regard, examining the effects of combinations without cases on the outcome variable by conventional multivariate techniques is unthinkable. However, fsQCA produces solutions by taking account of “remainders” that are the combinations without cases in Ragin's language (Ragin, 2009). Moreover, fsQCA assists in assigning total cases to those combinations in Fig. 2 according to the levels of research variables. This procedure aids subsequent analyzing by MANOVA. Based on the foregoing reasons, fsQCA is an appropriate technique for examining the hypothesis. 5.2. Sample This study narrows the research scope to the R&D employees in high-tech enterprises in Taiwan. The high-tech sectors in Taiwan cover the electronics, semiconductor, biotechnology, and pharmaceutical industries (Chih & Lin, 2009). By using a convenience-sampling method, we found the sample companies which had R&D functions and belonged to the high-tech industries. Through mail and phone calls, we first asked R&D managers in sample companies to consent to participate in our study. After obtaining R&D managers' approval of our invitation, we sent confirmation letters to the R&D managers and asked for their lists of members under their supervisions. The lists included R&D subordinates' names and office phone numbers. Based on the lists, three to five subordinates for a supervisor in each sample firm were randomly designated to participate in the survey by this study. We then contacted with these R&D subordinates for obtaining personal approval of participating, their marital status, and mail addresses. Note that we included only individuals who have a family (i.e., they were married or had children) because we focused on work–family interactions. Then we sent a survey instrument, including a cover letter addressed personally, a questionnaire, and a postage-paid return envelope to each participant. In a cover letter, we guaranteed confidentiality. Supervisors received a questionnaire listing Please cite this article as: Chang, M.-L., & Cheng, C.-F., How balance theory explains high-tech professionals' solutions of enhancing job satisfaction, Journal of Business Research (2013), http://dx.doi.org/10.1016/j.jbusres.2013.10.010 8 M.-L. Chang, C.-F. Cheng / Journal of Business Research xxx (2013) xxx–xxx Table 5 The comparison of job satisfaction across states. State a a1 Sample size Job satisfaction F (p-value) Post hoc comparisonb a b a2 a3 a8 76 58 42 66 5.97 5.48 5.17 5.25 187.67 (0.000) (c8, d8, b7 d2, c7, c3, b2 a3 a8, a8 a2, a1) b2 b7 c3 c7 c8 d2 d8 57 5.16 33 3.09 27 4.10 24 3.67 23 2.34 22 3.31 35 2.76 The respondents were assigned to each state according to the levels of causal conditions. The job satisfaction scores for states that had respondents are compared. States are listed in ascending order according to the job satisfaction scores. And states that are significantly different are separated by a comma. their subordinates' names that participated in the survey and were asked to rate their managerial controls and managerial work–family supports for each of these subordinates. Subordinates were asked to respond the items with respect to LMX, self-determination, work–family conflict, and job satisfaction. For assuring confidentiality, each participant completed his/her own questionnaire and had no clue about colleagues' questionnaires. We marked each questionnaire with a simple letter of the alphabet before sending out to participants in order to pair the supervisor's and subordinate's questionnaires. We mailed a total of 990 supervisor– subordinate pairs of questionnaires to 198 firms. Finally, we obtained 463 supervisor–subordinate pairs of questionnaires from 106 companies, producing a response rate of 47%. These 463 subordinates are supervised by 106 subordinates. Table 1 shows the sample profile. 5.3. Measurement In the present research, all variables were analyzed at individual level of analysis. The measures that were consistent with our definitions of concepts, were well-designed and widely applied, and have fewer items were better. A pilot study was conducted for confirming the fitness of translation and selecting items. Except the managerial control, the measures of constructs were consistent with the literature. The number of items for the managerial control was excess. Only seven items that have higher factor loadings and item-to-total correlations were retained. Based on the pilot study, we developed the formal questionnaire and conducted the survey. Table 2 summarizes all items and detailed information for the research constructs. LMX were measured using seven items each that drew from Graen and Uhl-Bien (1995). An example for LMX includes “I usually know how satisfied my immediate supervisor is with what I do.” The Coefficient alpha for LMX was .67. While three items measured the self-determination based on Spreitzer (1995) (e.g., I have significant autonomy in determining how I do my job), seven items measured the managerial control based on Kohli et al. (1998) (e.g., I inform my subordinates about the activities they are expected to perform). Coefficient alphas were .76 for the selfdetermination and .74 for the managerial control. Five items measured the work–family conflict based on Netemeyer et al. (1996) (e.g., “The demands of my work interfere with my home and family life”) and five items measured the managerial work–family support based on Thompson et al. (1999) (e.g., “In general, I am quite accommodating of my subordinate's family-related needs”). Coefficient alphas were .66 for the work–family conflict and .77 for the managerial work–family support. The measures of the job satisfaction drew from Price (1997) including 20 items (e.g., I am able to keep busy all the time). The coefficient alpha was .98. Items related to LMX, self-determination, work–family conflict, and job satisfaction were responded by R&D employees. Although LMX is generally considered a dyadic construct, we focused on the subordinates' perceptions of LMX in that we were interested in the subordinates' outcomes. In order to avoid the presence of potential common method variance, supervisors were asked to respond the managerial control and managerial work–family support for each designated subordinate. Managerial control in salesperson-relevant literature was usually rated based on individual level (e.g., Baard et al., 2004). Likewise, the managerial work–family support may be differently and personally available to individuals and can be conceptualized and measured at the individual level (Wang et al., 2011). Accordingly, the supervisors had to respond these items personally. Participants indicated the degree to which each statement applies to them using a 7-point Likert-type scale ranging from 1 (strong disagree) to 7 (strongly agree). The Cronbach's alphas for these factors were above 0.60 so that the internal consistency was acceptable (Hair, Black, Babin, & Anderson, 2010). We then computed the average score of items for each factor for subsequent analysis. Note that the presence of a factor means the presence of a positive item according to the balance theory. Thus, the managerial control and work–family conflict were reversed by subtracting scores from 7, in that OX1 and PX2 were labeled a positive sign when these factors are low. Table 3 provides means, standard deviations, and correlations. 6. Analyses 6.1. Calibration To empirically accomplish this identification of causal processes, QCA proceeds in three steps. The first step is to transform all research constructs into fuzzy sets. In order to transform Likert scores into fuzzy membership scores, variables are calibrated for their degree of membership in sets of cases to produce scores ranging from 0.00 to 1.00 (Ragin, 2008b). Interval scale variables are converted to fuzzy set membership scores by using the calibrating function of fsQCA software (Ragin, 2008b) following the procedure detailed in Ragin (2008a). In order to calibrate variables, the analyst needs to specify the values of an interval-scale variable that correspond to three qualitative anchors that structure a fuzzy set (Ragin, 2009) including the threshold for full membership (fuzzy score = 0.95), the threshold for full nonmembership (fuzzy score = 0.05), and the cross-over point (fuzzy score = 0.5), where there is maximum ambiguity regarding whether a case is more “in” or more “out” of a set (Ragin, 2008b). In specifying these qualitative anchors, the researcher develops a rationale for each breakpoint (Ragin, 2009). To match fuzzy set calibration with the Likert-type seven-point scales used in this study, the researchers set the original values of 7.0, 1.0, and 4.0 to correspond to the full membership, full non-membership, and cross-over anchors, respectively. 6.2. Constructing the truth table The second step is to using these fuzzy set scores to construct a data matrix as a truth table with 2k rows, where k is the number of causal factors, to operate the Boolean algebra (Ragin, 2008b). The number of rows in the truth table equals to the number of logically possible combinations of values on the causal conditions (Ragin, 2008b). For example, two factors produce four (22) possible combinations including the presence of both factors, the absence of both, the presence of the first factor and absence of the second factor, and the presence of the second factor and absence of the first factor In this study, the initial truth table has 32 rows representing all logically possible combinations of causal Please cite this article as: Chang, M.-L., & Cheng, C.-F., How balance theory explains high-tech professionals' solutions of enhancing job satisfaction, Journal of Business Research (2013), http://dx.doi.org/10.1016/j.jbusres.2013.10.010 M.-L. Chang, C.-F. Cheng / Journal of Business Research xxx (2013) xxx–xxx conditions. Each row is the counterpart of a state in Fig. 2. The positive sign means the presence of the factor, whereas the negative sign means the absence of the factor. The third step reduces the initial truth table by specifying the frequency threshold and consistency threshold. The frequency threshold is to determine which combinations of conditions are relevant by specifying the number of cases with greater than 0.5 membership in each combination (Ragin, 2009). According to Ragin (2008b), we selected the frequency threshold as 1 for analysis, capturing 99% of the cases in the study which is above Ragin's (2008b) criterion. The consistent threshold is to indicate which combinations exhibit high scores in the outcome (Ragin, 2008b). Consistency scores measure the degree to which combinations are subsets of high scores in the outcome. Combinations with consistency scores at or above the threshold are coded 1, whereas those below the threshold are coded 0 (Ragin, 2009). Ragin (2008b) suggests that gap in the upper range of consistency was useful for establishing a consistency threshold and that the threshold below 0.75 indicates substantial inconsistency. Thus, this study set the consistency threshold at 0.90. 9 were assigned to states in Fig. 2 according to fuzzy set scores of all variables. The fuzzy score of a factor above or equal to 0.5 represents the presence of a factor, whereas the fuzzy score of a factor less than 0.5 represents the absence of the factor (Ragin, 2008b). For example, a highquality LMX is present as its value exceed 0.5, and a low-quality LMX is present as its value is lower than 0.5. Based on this rule, if all factors of a case exceed or equal to 0.5, meaning all relations are designated positive signs, the case is assigned to state a1. Likewise, a case with fuzzy set scores of LMX, low managerial control, and low work–family conflict greater than 0.5 and low scores of self-determination and managerial work–family support less than 0.5 is assigned to state d1. The study includes comparing job-satisfaction scores of states that have cases. Table 5 indicates that these states have significantly different job satisfaction (F = 187.67, p b .000). State a1 has the significantly highest job satisfaction and state c8 and d8 have the significantly lowest job satisfaction. Apart from state c8 and d8, the job satisfactions of states c7, d2, and b7 are lower than 4 point, indicating R&D works are unsatisfactory. Accordingly, the findings support H2 and H3. 8. Conclusion 7. Results 7.1. Causal conditions of job satisfaction Based on the Boolean algebra, the fsQCA can produce the causal conditions which are the sufficient conditions for the outcome. Table 4 provides the solutions for causal conditions. For enhancing the readability and simplicity of the presentation, simple notations in which black circles indicate the presence of a causal condition and white circles indicate the absence or negation of a condition substitute for the raw logical statement for each combination introduced by Ragin (2008a). For example, the description by notations for the first path in Table 4 signals a logical statement “the presence of LMX, the presence of low managerial control, the absence of low work–family conflict, and the presence of managerial work–family support.” Table 4 shows that four causal combinations of conditions lead to the high subordinate's job satisfaction. These causal combinations are the counterparts of state a1, a2, b2, c3, d2, and d5 (see the last row of Table 4). For example, the first path, which denotes the situation involving the high LMX, low managerial control, high work–family conflict, and high work–family support without regard to the level of the selfdetermination, corresponds to the state b2 (L+A+ in work domain and L+A− in family domain with high work–family conflict) and d2 (L+A− in both domains with low self-determination and high work– family conflict). Consistency measures the degree to which configurations are subsets of the outcome (Ragin, 2008b) which is akin to significance metrics in statistical hypothesis testing (Woodside & Zhang, 2011). High consistency also indicates that a subset relation exists and supports an argument of sufficiency (Ragin, 2009). Table 4 shows that all consistency values exceed 0.90, indicating these combinations are sufficient conditions causing high job satisfaction. Raw coverage and solution coverage measure the extent to which the combinations account for the outcome (Ragin, 2008b), which are akin to the effects size in statistical hypothesis testing (Woodside & Zhang, 2011). Unique coverage measures the proportion of memberships in the outcome explained solely by each individual combination (Ragin, 2008b). All of the raw and solution coverage values in Table 4 are above 50%, indicating the combinations explain a large proportion of job satisfaction. Accordingly, states a1, a2, b2, c3, d2, and d5 in Fig. 2 are significant causal conditions of high job satisfaction, partially supporting H1. 7.2. The Best and Worst States Among all of 32 possible combinations, this study attempts to identify the best and the worst states. For achieving this purpose, all cases This study critically analyzes and synthesizes the major theoretical and empirical body of knowledge of critical factors with a view to proffering a tetragonal-relationship system containing work and family domains for R&D professionals. Based on the balance theory, this study identified the causal conditions (i.e., combinations of critical factors) of R&D employees' job satisfactions. Understanding the implications of causal conditions for the job satisfaction should interest employers of R&D workers because R&D workers represent expensive competitive resources to their organizations (Hsieh & Tsai, 2007). The findings provide valuable implications for managing R&D professionals. The findings indicate that states a1, a2, b2, and c3 have the particularly higher job satisfaction among the causal conditions. These states are in common of the positive LMX. This result is consistent with the LMX-related literature. From meta-analytic research Gerstner and Day's (1997) conclude that LMX relates positively to the job performance, job satisfaction, commitment, and role clarity, and negatively relates to the role conflict and turnover intentions. Other studies confirm the positive effect of LMX on the innovativeness for R&D employees (e.g., Atwater & Carmeli, 2009; Lee, 2008). Additionally, Aryee and Chen (2006) indicate that LMX was particularly important for Chinese societies due to the person-oriented nature in relation to Confucianism. Thus, the conditions with LMX plus the high job autonomy (low managerial control and high self-determination) result in the balanced work domain and thus lead to the high job satisfaction. The employee with a great deal of autonomy feels responsible for works and can conduct works effectively so that he/she can reciprocate the benefits that they enjoy from the high-quality LMX relationships with their supervisors and translate the privileges associated with the high-quality LMX into creative work involvement (cf. Farr-Wharton et al., 2011; Park & Searcy, 2012; Volmer, Spurk, & Niessen, 2012). Thus, LMX provides beneficial resources for performing tasks whereas the job autonomy provides capabilities. Employees in states a2 and b2 achieve a balanced work domain and experience the high work–family conflict. The finding may explain by the border theory which concerns the influence of flexibility on role blurring. Employees who are granted autonomy may experience more role blurring and thus higher levels of work–family conflict (Glavin & Schieman, 2012). However, state b1 (i.e., a balanced work domain with low work–family conflict) is not a causal condition for the high job satisfaction. This implies that additional benefits of high LMX would be more significant for those subordinates experiencing high role conflict (Dunegan, Uhl-Bien, & Duchon, 2002). Although employees in state c3 face situations associated with the presence of managerial control or the absence of self-determination, their relationships with supervisors dominate their job satisfaction. Please cite this article as: Chang, M.-L., & Cheng, C.-F., How balance theory explains high-tech professionals' solutions of enhancing job satisfaction, Journal of Business Research (2013), http://dx.doi.org/10.1016/j.jbusres.2013.10.010 10 M.-L. Chang, C.-F. Cheng / Journal of Business Research xxx (2013) xxx–xxx Kacmar, Zivnuska, and White (2007) conclude that in-group employees in highly centralized situations feel that they have indirect power due to the increased power their bosses retains in decision making. Contrary to the balance theory, state d5 which features imbalance in both work and family domains is one of the causal conditions of the job satisfaction. Although subordinates cannot enjoy benefits of LMX, they may have less stress and less intention to turnover than subordinates in the high-quality LMX (Harris & Kacmar, 2006). The key of state d5 is associated with the job autonomy. If employees are granted empowerment and thus motivated by the job itself, the relationship with a supervisor is of less importance (Harris et al., 2009). Additionally, this finding documents the importance of agreement—which is consistent with Zajonc (1968) report that agreement has the greatest effect on pleasant ratings. 8.1. Theoretical and practical implications This study makes several theoretical and practical contributions. First, several studies apply the balance theory to the consumer behavior research (e.g., Basil & Herr, 2006; Carson et al., 1997; Woodside & Chebat, 2001). The study demonstrates how the balance theory is useful theoretically for linking modes of thinking and organizational behavior. Second, we describe empirical examinations in organizational behavior research of balance-theory hypotheses. The fsQCA enables the recognition of causal conditions that are sufficient for the outcome. Third, the findings indicate that the LMX and agreement on the managerial control and self-determination are the critical conditions for leading to the job satisfaction. This is consistent with the COR and SET theories that the LMX and autonomy are the necessary resources for R&D employees. Fourth, the findings add an important nuance for the JD-C theory. The JD-C theory underlines the important role of job autonomy. The findings support the role of autonomy given the balanced cognitive structure in the work or family domain. In addition, the findings indicate that a R&D employee does not perceive the high job satisfaction when he/she cannot obtain enough autonomy, even if he/she achieves cognitive balance in the work or family domain. As a result, the selfdetermination and the cognitive balance are necessary for the high job satisfaction. Fifth, the findings do not completely conform to the balance theory. Most causal combinations of conditions are the balanced states in the work or family domain except for state d5 (L−A+ in both domains with positive sentiments toward job autonomy and family). However, the result concludes that the agreement on the high job autonomy between the supervisor and subordinate is critical when the LMX is low-quality. Inconsistent with the prior studies relate to the balance theory (e.g., Davidson & Sussmann, 1977; Heider, 1958; Newcomb, 1968; Price et al., 1966; Sussmann & Davis, 1975; White, 1977), this study finds that an imbalanced cognitive structure involving agreement on the high job autonomy can also create the high job satisfaction. This finding reflects not only the JD-C theory that the job autonomy is an important job characteristic but also R&D professionals' need for autonomy. Sixth, retaining the best professional talent and controlling the costs associated with human resources practice continue to be a challenge (Agarwal et al., 2012). Our findings proffer implications to manage R&D professionals. In addition to the ideal condition (i.e., state a1) that may be hard to achieve for R&D professionals, this study offers other options that also create the high job satisfaction. R&D managers can view the findings as guidelines to balance the managerial control and autonomy. 8.2. Research limitations and future research directions The study includes limitations that suggest some directions for future research. First, the study focuses on the subordinate's perspective for concentrating on the subordinate's cognitive balance. Although Heider emphasizes that relations between entities are not always symmetrical (e.g., “P likes O” does not necessarily imply “O likes P”), he also proposes that such relations tend to become symmetrical because people tended to like people who like them (Woodside & Chebat, 2001). However, the concept of reciprocity is a significant component of balance (Zajonc & Bumstein, 1965). The future research should include invitations to both supervisors and subordinates to rate LMX perceptions (Graen & Uhl-Bien, 1995) whereas work–family conflict should include work–family conflict and family–work conflict (Netemeyer et al., 1996). Second, Hirst et al. 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