A connectionist implementation of the theory of planned behavior: Association of beliefs with exercise intention.

The theory of planned behavior suggests attitudes are a product of salient beliefs. This study examined whether aggregating salient beliefs was plausible within a more biologically centered information-processing environment. A neural network was used to examine associations among beliefs relating to exercise intention. Data on intentions and behavioral, normative, and control beliefs from 114 respondents were used to train (by error backpropagation) a neural network to associate beliefs with intention. The R2 between the network's estimated and self-reported intention was .66. The network's representation comprised 6 belief profiles associated with high, moderate, or low behavioral intention. The neural network accommodated complex relationships among beliefs and belief-intention associations and indicated how high-level constructs such as attitudes may be viewed as the best fit (compromise state) between aroused beliefs. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Predicting walking intentions and exercise in individuals with intermittent claudication: An application of the theory of planned behavior.

Objective: To identify determinants of intention and walking activity among individuals with intermittent claudication using the theory of planned behavior. Study Design and Participants: Prospective, correlational study of men and women (n = 62) with intermittent claudication. Method: Baseline questionnaire assessing theory of planned behavior measures regarding walking. Telephone follow-up assessing frequency and duration of walking during the previous week. Results: Attitudes, subjective norms, and perceived behavioral control explained 67% of the variance in intentions. Perceived behavioral control explained 8% of the variance in walking activity. Conclusion: Findings support the theory of planned behavior for predicting intentions and warrant future examination of perceived behavioral control as a determinant of exercise. A basis for developing interventions to facilitate walking among this population is provided. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Drivers' compliance with speed limits: An application of the theory of planned behavior.

The theory of planned behavior (TPB; I. Ajzen, 1985) was applied to drivers' compliance with speed limits. Questionnaire data were collected for 598 drivers at 2 time points separated by 3 months. TPB variables, demographic information, and self-reported prior behavior were measured at Time 1, and self-reported subsequent behavior was measured at Time 2. In line with the TPB, attitude, subjective norm, and perceived control were positively associated with behavioral intention, and intention and perceived control were positively associated with subsequent behavior. TPB variables mediated the effects of age and gender on behavior. Prior behavior was found to moderate the perceived control-intention and perceived control-subsequent behavior relationships. Practical implications of the findings for road safety and possible avenues for further research are discussed. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Does barrier efficacy mediate the gender-exercise adherence relationship during phase II cardiac rehabilitation?

Objective: To determine whether barrier efficacy (i.e., confidence in one's ability to perform an elemental task under challenging conditions) mediated the gender-exercise adherence relationship in Phase 11 cardiac rehabilitation. Study Design and Participants: A questionnaire concerning 9 exercise barriers was administered to 98 Phase 11 cardiac rehabilitation patients (50 male and 48 female). Results: Men had significantly higher exercise adherence rates, F(l, 96) = 7.22, p = .01, effect size = .53, and barrier efficacy, F(l, 95) = 17.50, p     

The theory of planned behavior and healthy eating.

Application of the theory of planned behavior (TPB) to healthy eating in 144 health promotion clinic attendees is reported. Respondents completed self-report TPB measures after the clinic (Time 1) and 6 months later (Time 2) with a measure of perceived past behavior. Intention stability was assessed on Time 1-2 differences. Six years later (Time 3), respondents completed measures of healthy eating intentions and behavior. Intentions were predicted by attitudes, perceived behavioral control, and perceived past behavior (cross-sectionally). Healthy eating behavior (Time 3) was predicted from intentions (Time 2). As intention stability increased, intentions and perceived past behavior became stronger and weaker predictors of behavior, respectively. Implications for understanding health cognitions in long-term performance of health behavior are discussed. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Using the theory of planned behavior to predict gambling behavior.

Gambling is an important public health concern. To better understand gambling behavior, we conducted a classroom-based survey that assessed the role of the theory of planned behavior (TPB; i.e., intentions, subjective norms, perceived behavioral control, and attitudes) in past-year gambling and gambling frequency among college students. Results from this research support the utility of the TPB to explain gambling behavior in this population. Specifically, in TPB models to predict gambling behavior, friend and family subjective norms and perceived behavioral control predicted past-year gambling, and friend and family subjective norms, attitudes, and perceived behavioral control predicted gambling frequency. Intention to gamble mediated these relationships. These findings suggest that college-based responsible gambling efforts should consider targeting misperceptions of approval regarding gambling behavior (i.e., subjective norms), personal approval of gambling behavior (i.e., attitudes), and perceived behavioral control to better manage gambling behavior in various situations. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Predictors of intention to use condoms among university women: An application and extension of the theory of planned behavior.

The purpose of the study was to identify the variables that best predict whether or not young women intend to use condoms during their sexual encounters with new partners. 187 heterosexually experienced undergraduate women (mean age 20.9 yrs) completed a questionnaire battery including variables to assess all components of the Theory of Planned Behaviour (T0PB). The TOPB was a useful model for predicting intention to use condoms with a new partner. Prediction was improved beyond the TOPB by including specific beliefs (condom use demonstrates responsible sexual activity, condom use does not destroy trust), group norms, and birth control use (mediated by attitudes toward condoms). The practical implications for AIDS prevention programs designed to promote condom use among women are also discussed. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Self-determined motivation predicts independent, home-based exercise following cardiac rehabilitation.

Objective: To investigate self-determined motivation as a predictor of exercise behavior 3 and 6 weeks following completion of cardiac rehabilitation (CR) as well as the relationship between psychological need satisfaction and self-determined motivation to exercise. Participants and Design: CR outpatients (n = 68; Mage = 64.90 ± 8.86 years). The design was correlational (cross-sectional and prospective), with psychological need satisfaction predicting self-determined motivation at the completion of CR and self-determined motivation predicting exercise behavior at 3- and 6-week follow-ups. Results: Psychological need satisfaction for competence predicted self-determined motivation to exercise (β = .32, p pr2 = .08). Self-determined motivation at the end of CR was correlated with exercise behavior at 3-week follow-up (r(68) = .22, p R2adjusted = .11; β = .35, p Conclusion: CR participants who report higher levels of psychological need satisfaction regarding exercise report greater self-determined motivation. Greater self-determined motivation to exercise, in turn, relates to higher levels of subsequent independent exercise behavior. Nurturing psychological needs and self-determined motivation during CR may assist participants in maintaining exercise following CR. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Relationship of proxy efficacy and reliance to home-based physical activity after cardiac rehabilitation.

Objective: To examine cardiac rehabilitation program (CRP) participants' beliefs about their interventionists (proxy efficacy and reliance), self-efficacy, and exercise behavior during transition to home-based exercise. Participants and Design: Participants were 44 (16 women and 28 men) CRP outpatients (Mage = 59.43 ± 13.53 years). The design was prospective, with proxy efficacy and reliance as well as self-efficacy being used to predict two outcomes: self-regulatory self-efficacy and home-based exercise. Results: After self-regulatory efficacy reported earlier in the program was controlled for, proxy reliance predicted later program self-regulatory efficacy for home-based exercise (adjusted R2 = .10, p = .02). Proxy efficacy for self-regulation predicted home-based exercise frequency (adjusted R2 = .18, p = .01). Greater proxy efficacy for self-regulation was associated with higher exercise frequency. Conclusion: CRP participants' beliefs in the capabilities of their exercise consultants to help them develop self-regulatory skills play a role in how much exercise they do after supervised rehabilitation. Yet, individuals who strongly rely on their interventionists to assist them in exercising report weaker self-efficacy for exercising on their own. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Long-term relations between intentions, planning, and exercise: A 3-year longitudinal study after orthopedic rehabilitation.

Objective: Planning has been hypothesized to operate as a mediator linking intentions to health behaviors. To explore the temporal variation of these constructs and their interrelationships, a long-term study of intentions, planning, and physical activity was conducted. Method: A sample of 328 individuals in orthopedic rehabilitation provided data at five measurement occasions over 3 years after their discharge from rehabilitation. A process-oriented approach combining mediation analysis and latent growth curve (LGC) modeling was applied. Results: The orthopedic rehabilitation led to an initial increase in planning and behavior, followed by a decrease after 6 months and stabilization for the next 2.5 years. Intention revealed a slight but constant decrease for 6 months and remained stable up to 3 years after rehabilitation. The mediation model confirmed planning as mediator between intention and physical activity in former rehabilitation participants. Conclusions: Prior evidence on the mediating role of planning in the intention-behavior relation is corroborated and extended by the present findings at the level of long-term processes. Planning can and should be integrated in rehabilitation treatment programs to facilitate sustainable recovery. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

The decision of African American students to complete high school: An application of the theory of planned behavior.

A longitudinal study explored high school completion among African Americans. Male and female high school students aged 14 to 17 (N=166) completed a theory of planned behavior (I. Ajzen, 1991) questionnaire early in their 2nd year. Intentions to complete the year were accurately predicted from attitudes, subjective norms, and perceived behavioral control (R=.71; pR=.50; p     

An opinion on the construction of behavior theory.

"On both intellectual and pragmatic grounds, present day theory in the behavioral sciences is far from satisfactory." 5 aspects of theory construction are selected as requiring increased emphasis in the behavioral sciences: "1. General theory on a par with miniature systems development. 2. Interim projection of theory from empirical results that are in prima facie opposition. 3. A more sophisticated and more explicit determination of the sense in which theoretical assertions are applicable or valid in the real world. 4. A working language for theoretical expression based on simple ideographic terms and lending itself to symbolic manipulation. 5. A truly reciprocal interaction between substantive behavior theory on the one hand, and mathematics and logic on the other. These features are all present in the comparatively successful natural sciences. They have appeared only in isolated or fragmentary form in the behavioral sciences and have never really caught hold." (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Implementation intentions, occupational stress, and the exercise intention-behavior relationship.

Many individuals intend to exercise, but fail to link this intention to behavior. The present study examined the impact of an implementation intention intervention (i.e., instructions to form specific if-then plans) on an exercise intention-behavior relationship among working adults who varied in reported occupational stress levels. Results indicated that implementation intentions backfired, such that participants who did not form an implementation intention exercised significantly more than participants who formed an implementation intention. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Tests of the mediational role of preparatory safer sexual behavior in the context of the theory of planned behavior.

The present research details 2 empirical tests within the context of the theory of planned behavior (I. Ajzen & T. Madden, 1986) of the assumption that preparatory behaviors (e.g., discussing safer sex, obtaining condoms) play a mediational role in the relation between psychological variables (e.g., attitudes toward safer sex, social norms about safer sex) and condom use. The assumption of the mediational role of preparatory behaviors is examined in sexually experienced samples from 2 different populations: inner-city high school students (N=226) and college students (N=160). The results suggest that the mediational role of preparatory behaviors is a highly significant one. Results indicate no gender differences with regard to the main mediational hypotheses. The methodological, theoretical, and practical implications and importance of these findings are discussed. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Spouses' provision of health-related support and control to patients participating in cardiac rehabilitation.

The authors examined spouses' provision of health-related support and control as predictors of health behavior and mental health among patients participating in cardiac rehabilitation (N = 94 couples). Cross-sectional analyses revealed that spouses' support was positively associated with patient health behavior. Prospective analyses of change over 6 months (N = 65 couples) revealed that spouses' support predicted increased patient mental health, whereas spouses' control predicted decreased patient health behavior and mental health. Findings suggest that spouses' efforts to facilitate patients' healthy lifestyle behaviors are associated with patients' health behavior and mental health, but not always as spouses might intend. (PsycINFO Database Record (c) 2011 APA, all rights reserved)     

The theory of planned behavior as a model of heavy episodic drinking among college students.

This study provided a simultaneous confirmatory test of the theory of planned behavior (TPB) in predicting heavy episodic drinking (HED) among college students. It was hypothesized that past HED, drinking attitudes, subjective norms, and drinking refusal self-efficacy would predict intention, which would, in turn, predict future HED. Participants consisted of 131 college drinkers (63% women) who reported having engaged in HED in the previous 2 weeks. Participants were recruited and completed questionnaires within the context of a larger intervention study (see Collins & Carey, 2005). Latent factor structural equation modeling was used to test the ability of the TPB to predict HED. Chi-square tests and fit indices indicated good fit for the final structural models. Self-efficacy and attitudes but not subjective norms significantly predicted baseline intention, and intention and past HED predicted future HED. Contrary to hypotheses, however, a structural model excluding past HED provided a better fit than a model including it. Although further studies must be conducted before a definitive conclusion is reached, a TPB model excluding past behavior, which is arguably more parsimonious and theory driven, may predict HED among college drinkers better than a model including past behavior. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Use of an efficacy-enhancing message to influence the self-regulatory efficacy of cardiac rehabilitation participants: A field experiment.

Objective: To examine whether a message designed to target sources of self-efficacy information could increase self-regulatory efficacy for independent exercise among cardiac rehabilitation (CR) participants. Study Design: Randomized controlled field experiment. Method: Fifty-four participants completed premanipulation measures of self-regulatory efficacy and exercise intentions, then were randomly assigned to read either an efficacy-enhancing or control message. Participants completed postmanipulation measures of self-regulatory efficacy, intentions, agreement with action plans, and behavioral commitment. Results: A 2 × 2 repeated-measures multivariate analysis of variance revealed a significant Message × Time interaction (p     

The impact of working life on health behavior: The effect of job strain on the cognitive predictors of exercise.

The theory of planned behavior (TPB) and R. A. Karasek's (1979) job strain model were used to investigate the predictors of exercise in a group of employees. A total of 241 employees completed an initial questionnaire; 1 week later 213 employees responded to a questionnaire measuring behavior. Employees in high-strain jobs did significantly less exercise than those in low-strain jobs, although they did not intend to do less, suggesting that work may impede the intention implementation. Intenders who failed to exercise had significantly higher work demands and lower exercise self-efficacy than intenders who succeeded in exercising. Work also affected exercise indirectly through self-efficacy. Thus, work may be a target for behavior change intervention because of its impact at 2 stages of the TPB. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Intention to commit driving violations: An application of the theory of planned behavior.

Assessed the ability of the theory of planned behavior (TPB) to account for drivers' intentions to commit 4 specific driving violations: drinking and driving, speeding, close following, and overtaking in risky circumstances. A stratified sample of drivers (N?=?881) was surveyed with a questionnaire constructed to measure attitudes toward behaviors, subjective norms, perceived behavioral control, and behavioral intentions, the key constructs in TPB. Results showed that the addition of perceived behavioral control led to significant increments in the amount of explained variance in intentions, thereby supporting the theory. The relation between subjective norms and behavioral intentions was consistently stronger than that between attitudes toward behaviors and behavioral intentions. Analyses of variance (ANOVAs) differentiated demographic subgroups of drivers in terms of behavioral beliefs, outcome evaluations, normative beliefs, motivation to comply, and control beliefs. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Causal ordering of physical self-concept and exercise behavior: Reciprocal effects model and the influence of physical education teachers.

Does prior physical self-concept influence subsequent exercise behavior? On the basis of a large sample of physical education classes (2,786 students, 200 classes, 67 teachers) collected early (Time 1) and late (Time 2) in the school year, findings support a reciprocal effects model in which prior physical self-concept and exercise behavior both influence subsequent physical self-concept and exercise behavior. Whereas variables from the theory of planned behavior (TOPB; behavioral intentions, perceived behavioral control, exercise attitudes) also contributed to the prediction of subsequent exercise behavior, the effect of prior physical self-concept was significant for subsequent outcomes after controlling these variables, suggesting that the TOPB should be supplemented with self-concept measures. On the basis of multilevel models, there were systematic differences in these variables for students taught by different teachers that generalized over time and across different classes taught by the same teacher. Support for the reciprocal effects model was robust. (PsycINFO Database Record (c) 2010 APA, all rights reserved)