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Toffalini E, Gambarota F, Perugini A, Girardi P, Tobia V, Altoè G, Giofrè D, Feraco T. Clusters that are not there: An R tutorial and a Shiny app to quantify a priori inferential risks when using clustering methods. INTERNATIONAL JOURNAL OF PSYCHOLOGY 2024; 59:1183-1198. [PMID: 39300789 DOI: 10.1002/ijop.13246] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 09/02/2024] [Indexed: 09/22/2024]
Abstract
Clustering methods are increasingly used in social science research. Generally, researchers use them to infer the existence of qualitatively different types of individuals within a larger population, thus unveiling previously "hidden" heterogeneity. Depending on the clustering technique, however, valid inference requires some conditions and assumptions. Common risks include not only failing to detect existing clusters due to a lack of power but also revealing clusters that do not exist in the population. Simple data simulations suggest that under conditions of sample size, number, correlation and skewness of indicators that are frequently encountered in applied psychological research, commonly used clustering methods are at a high risk of detecting clusters that are not there. Generally, this is due to some violations of assumptions that are not usually considered critical in psychology. The present article illustrates a simple R tutorial and a Shiny app (for those who are not familiar with R) that allow researchers to quantify a priori inferential risks when performing clustering methods on their own data. Doing so is suggested as a much-needed preliminary sanity check, because conditions that inflate the number of detected clusters are very common in applied psychological research scenarios.
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Affiliation(s)
- Enrico Toffalini
- Department of General Psychology, University of Padova, Padova, Italy
| | - Filippo Gambarota
- Department of Developmental Psychology and Socialization, University of Padova, Padova, Italy
| | - Ambra Perugini
- Department of Developmental Psychology and Socialization, University of Padova, Padova, Italy
| | - Paolo Girardi
- Department of Environmental Sciences, Informatics and Statistics-University Ca' Foscari, Venice, Italy
| | - Valentina Tobia
- Department of Psychology, University Vita-Salute San Raffaele, Milan, Italy
| | - Gianmarco Altoè
- Department of Developmental Psychology and Socialization, University of Padova, Padova, Italy
| | | | - Tommaso Feraco
- Department of General Psychology, University of Padova, Padova, Italy
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Ahola J, Kekäläinen T, Chastin S, Rantalainen T, Kinnunen ML, Pulkkinen L, Kokko K. Do personality profiles contribute to patterns of physical activity and sedentary behavior in adulthood? A prospective cohort study. Int J Behav Nutr Phys Act 2024; 21:107. [PMID: 39327609 PMCID: PMC11426097 DOI: 10.1186/s12966-024-01662-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Accepted: 09/18/2024] [Indexed: 09/28/2024] Open
Abstract
BACKGROUND Despite the observed associations of personality traits with levels of moderate-to-vigorous physical activity (MVPA) and sedentary behavior (SB), studies exploring whether the personality profiles differ in terms of the pattern of accumulation of physical behavior are lacking. The aim of this study was to identify adults' personality profiles and to characterize and investigate how these profiles differ in physical behavior. METHODS The study utilized the longitudinal data of the participants of the Jyväskylä Longitudinal Study of Personality and Social Development (n = 141-307). Information on the five-factor model of personality, including the traits of neuroticism, extraversion, conscientiousness, openness, and agreeableness, was collected at ages 33, 42, 50, and 61 years, and used to create latent personality profiles. Physical behavior, operationalized as the amount and accumulation of MVPA and SB bouts, was captured using a triaxial accelerometer worn during waking hours at age 61 years. The differences in the behavior between the personality profiles were analyzed using the Kruskal-Wallis test. RESULTS Five personality profiles were identified: resilient (20.2%), brittle (14.0%), overcontrolled (9.8%), undercontrolled (15.3%), and ordinary (40.7%). Although there were no statistically significant differences between the personality profiles in the time spent in MVPA relative to SB (MVPA per hour of daily SB), individuals with resilient (low in neuroticism and high in other traits) and ordinary (average in each trait) profiles had MVPA-to-SB ratios of 0.12 (7 min) and those with a brittle (high in neuroticism and low in extraversion) profile had a ratio of 0.09 (5.5 min). The individuals in the resilient group exhibited a longer usual MVPA bout duration than those in the overcontrolled (low in extraversion, openness, and agreeableness) (8 min vs. 2 min) and undercontrolled (high in openness and low in conscientiousness) groups (8 min vs. 3 min). They also exhibited a longer usual SB bout duration than those in the ordinary group (29 min vs. 23 min). CONCLUSIONS The resilient group displayed the most prolonged MVPA and SB bout patterns. The results suggest that personality characteristics may contribute to how MVPA and SB are accumulated.
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Affiliation(s)
- Johanna Ahola
- Gerontology Research Center and Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland.
| | - Tiia Kekäläinen
- Gerontology Research Center and Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland
| | - Sebastien Chastin
- School of Health and Life Sciences, Glasgow Caledonian University, Glasgow, UK
- Department of Movement and Sports Sciences, Ghent University, Ghent, Belgium
| | - Timo Rantalainen
- Gerontology Research Center and Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland
| | - Marja-Liisa Kinnunen
- The Wellbeing Services County of Central Finland, Jyväskylä, Finland
- School of Medicine, University of Eastern Finland, Kuopio, Finland
| | - Lea Pulkkinen
- Department of Psychology, University of Jyväskylä, Jyväskylä, Finland
| | - Katja Kokko
- Gerontology Research Center and Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland
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Bürger M, Münscher JC, Herzberg PY. High sensitivity groups with distinct personality patterns: a person-centered perspective. Front Psychol 2024; 15:1336474. [PMID: 39220398 PMCID: PMC11363424 DOI: 10.3389/fpsyg.2024.1336474] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Accepted: 06/13/2024] [Indexed: 09/04/2024] Open
Abstract
Introduction Sensory-processing sensitivity (SPS) refers to interindividual differences in sensitivity to positive and negative environmental stimuli and reflects the concept of differential susceptibility. The Highly Sensitive Person Scale (HSPS) has been utilized to capture the multifaceted experiences of highly sensitive individuals. The scale's total score (i.e., the sum of the subfactors) is an indicator of high sensitivity. However, it cannot differentiate between the contributions of the specific subfactors. Consequently, interpreting the total score cannot help resolve the current theoretical debate about how individuals integrate the positive and negative aspects of sensitivity, whereas a multidimensional profile should be able to offer a more comprehensive understanding. Intriguingly, in variable-centered research, the subfactors' differential associations with external constructs in negative or positive trait spaces have suggested heterogeneity (i.e., interindividual differences) among highly sensitive individuals. Thus, person-centered approaches should be better suited to address this heterogeneity. Methods To explore heterogeneity within the highly sensitive population, we conducted a three-step Latent Profile Analysis in two independent German-speaking samples (N = 1,102; N = 526). Subsequently, we employed the Five-Factor Model of personality to provide a detailed description of the latent sensitivity groups. Results Beyond the frequently identified quantitative three-class differentiation of sensitivity groups, we obtained a four-class model that included two qualitatively different high-sensitivity groups, each displaying distinct HSPS subfactor and personality patterns that corresponded to prototypical personality profiles. Within these high sensitivity groups, (i) the Confident Sensitivity Group exhibited average Neuroticism, significantly above-average Openness, and slightly above-average Extraversion. By contrast, (ii) the Vulnerable Sensitivity Group displayed the typical personality pattern of significantly above-average Neuroticism, below-average Extraversion, and slightly above-average Openness. Personality analyses revealed that features such as passiveness, internalizing tendencies, giftedness, and aesthetics, often commonly ascribed to all highly sensitive individuals, are features that differ across distinct sensitivity groups. Discussion To avoid over- or underestimating sensitivity effects, future research should consider these interindividual differences in highly sensitive individuals. For instance, studies could focus on the different associations of sensitivity groups with abilities, health aspects, emotion regulation and intervention outcomes, taking into account the different environmental factors that shape the type of sensitivity.
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Affiliation(s)
- Marcus Bürger
- Department of Personality Psychology and Psychological Assessment, Helmut-Schmidt-University, Hamburg, Germany
| | | | - Philipp Yorck Herzberg
- Department of Personality Psychology and Psychological Assessment, Helmut-Schmidt-University, Hamburg, Germany
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Trentini E, Dan-Glauser E. Which emotion regulation strategy is efficient for whom? Reappraisal and suppression efficiency for adaptive and maladaptive personality profiles. J Pers 2024. [PMID: 38801169 DOI: 10.1111/jopy.12948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Revised: 04/08/2024] [Accepted: 05/08/2024] [Indexed: 05/29/2024]
Abstract
OBJECTIVE This study aimed to explore the efficiency of different emotion regulation strategies, specifically reappraisal and suppression, in relation to adaptive and maladaptive personality profiles. BACKGROUND Personality conditions emotions and influences emotion regulation. Of the available regulation strategies, reappraisal (reinterpreting the situation) is described as an efficient strategy, whereas suppression (not displaying the experienced emotion) carries higher physiological and cognitive costs. Little is known, however, about the influence of personality on these efficiencies. METHOD We tested the personality structure of 102 participants (Meanage = 20.75, SDage = 2.15), based on the Five-Factor Model and the Maladaptive Personality Trait Model. Experience, expressivity, and physiological arousal were recorded during the viewing of emotionally charged positive and negative images while participants reappraised, suppressed, or viewed the images without regulating their emotions. RESULTS We identified two clusters for adaptive personality ("Adaptive Resilient" and "Anti-resilient") and two for maladaptive personality ("Maladaptive Resilient" and "Under-controlled"). The major finding was for emotional experience in maladaptive personalities, where reappraisal was efficient in the Maladaptive Resilient profile, while none of the strategies brought relief in the Under-controlled profile. CONCLUSION This study, which systematically contrasts personality and efficiency of emotion regulation strategies, is one of the first attempts to refine the understanding of how personality influences the emotional regulation process.
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Affiliation(s)
- Elena Trentini
- Institute of Psychology, University of Lausanne, Lausanne, Switzerland
| | - Elise Dan-Glauser
- Institute of Psychology, University of Lausanne, Lausanne, Switzerland
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A Study on the Correlation of Big 5 Personality Traits in Asians With Facial Contour Surgery. J Craniofac Surg 2023; 34:826-829. [PMID: 36451270 DOI: 10.1097/scs.0000000000009142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Accepted: 09/19/2022] [Indexed: 12/03/2022] Open
Abstract
PURPOSE The purpose of this study is to explore the present situation and related factors of big 5 personality in Asian patients with facial contour surgery and to provide experience for clinical individualized medical care. METHODS Total 235 patients with facial contour surgery were selected in this study. The Neo Five-factor Inventory was used to investigate them. RESULTS The scores of conscientiousness and openness in the Neo Five-factor Inventory were higher than others, whereas neuroticism score was lowest in patients with facial contour surgery. The scores of extroversion and agreeableness were in the middle level. Among the big 5 personality the age, educational background, self-rated personality, the only child in a family and other cosmetic surgery history had significant differences in patients. CONCLUSIONS Patients with facial contour surgery for different sex, different marital status, different body mass index, there is no significant difference in the big 5 personality through this study. However, older patients had higher score for conscientiousness, patients with higher educational background had higher scores in openness and patients with introverted personality had higher neuroticism score. The authors should take individualized personality traits during perioperative care to help the patients to establish a correct and healthy esthetic concept, as well as postoperative body image concept, to build their self-confidence and social competitiveness.
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Runst P, Thomä J. Resilient entrepreneurs? - revisiting the relationship between the Big Five and self-employment. SMALL BUSINESS ECONOMICS 2022; 61:417-443. [PMID: 38625227 PMCID: PMC9516526 DOI: 10.1007/s11187-022-00686-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Accepted: 09/02/2022] [Indexed: 04/17/2024]
Abstract
The Big Five personality traits and their influence on entrepreneurial action have been repeatedly studied using a trait-based approach. The present paper partly deviates from this perspective by analysing the role of personality prototypes in relation to entrepreneurship. This person-centred approach suggests that combinations of Big Five traits form individual personalities. By using data from the German Socio-Economic Panel (SOEP), we show that at least three prototypes can be identified, one of which - the resilient type - can be hypothesized to significantly increase the likelihood of entrepreneurial action. Our regression results provide evidence of a positive impact of this prototype on the likelihood of and transitioning into self-employment but not the likelihood of exit. We also show that the prototyping approach explains individual self-employment decisions over and above what can already be explained by the profiling approach, another person-centred Big Five approach. The paper concludes with implications for policy and research.
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Affiliation(s)
- Petrik Runst
- Institute for Small Business Economics at the Georg-August-University Göttingen, Heinrich-Düker-Weg 6, 37073 Göttingen, Germany
| | - Jörg Thomä
- Institute for Small Business Economics at the Georg-August-University Göttingen, Heinrich-Düker-Weg 6, 37073 Göttingen, Germany
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Haas BW, Abney DH, Eriksson K, Potter J, Gosling SD. Person-Culture Personality Fit: Dispositional Traits and Cultural Context Explain Country-Level Personality Profile Conformity. SOCIAL PSYCHOLOGICAL AND PERSONALITY SCIENCE 2022. [DOI: 10.1177/19485506221100954] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
In general, people are influenced by the standards set forth by groups of others; however, the levels of such conformity vary between people and across cultures. Here, we investigated factors related to country-level personality profile conformity (i.e., person-culture personality fit) across ∼5.9 million participants, residing in 57 different countries. We examined how each of the Big Five personality traits and cultural tightness are associated with variation in person-culture personality fit. We found that scoring higher in Extraversion, Agreeableness, and Conscientiousness and residing in a tight cultural context explains increased personality profile conformity, while scoring higher in Openness and Neuroticism and residing in a loose cultural context explains lower personality profile conformity. Furthermore, we found that Openness and Extraversion interact with cultural context to predict levels of personality profile conformity. These findings reveal that both dispositional and cultural factors correspond to the tendency to conform to country-level norms.
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Affiliation(s)
| | | | - Kimmo Eriksson
- Stockholm University, Sweden
- Mälardalen University, Västerås, Sweden
| | | | - Samuel D. Gosling
- University of Texas at Austin, USA
- University of Melbourne, Victoria, Australia
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Quirin M, Kerber A, Küstermann E, Radtke EL, Kazén M, Konrad C, Baumann N, Ryan RM, Ennis M, Kuhl J. Not the Master of Your Volitional Mind? The Roles of the Right Medial Prefrontal Cortex and Personality Traits in Unconscious Introjections Versus Self-Chosen Goals. Front Psychol 2022; 13:740925. [PMID: 35572260 PMCID: PMC9102375 DOI: 10.3389/fpsyg.2022.740925] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2021] [Accepted: 03/07/2022] [Indexed: 01/09/2023] Open
Abstract
Humans are unconditionally confronted with social expectations and norms, up to a degree that they, or some of them, have a hard time recognizing what they actually want. This renders them susceptible for introjection, that is, to unwittingly or “unconsciously” mistake social expectations for self-chosen goals. Such introjections compromise an individual’s autonomy and mental health and have been shown to be more prevalent in individuals with rumination tendencies and low emotional self-awareness. In this brain imaging study, we draw on a source memory task and found that introjections, as indicated by imposed tasks that are falsely recognized as self-chosen, involved the bilateral medial prefrontal cortex (MPFC) and the dorsal anterior cingulate cortex (ACC). Notably, reduced right MPFC activation within this condition correlated with trait scores of ruminations and reduced emotional self-awareness, but also introversion. Moreover, correct recognition of tasks as self-chosen involved the right MPFC. Accordingly, the right MPFC may play a role in supporting the maintenance of psychological autonomy and counteract introjection, which individuals with certain personality traits seem to be prone to. This research has significant implications for the study of mechanisms underlying autonomous motivation, goal and norm internalization, decision-making, persuasion, education, and clinical conditions such as depression and burnout.
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Affiliation(s)
- Markus Quirin
- School of Management, Technical University of Munich, München, Germany
- Department of Psychology, PFH Göttingen, Göttingen, Germany
| | - André Kerber
- Department of Education and Psychology, Freie Universität Berlin, Berlin, Germany
| | - Ekkehard Küstermann
- Department of Neuropsychology and Behavioral Neurobiology, University of Bremen, Bremen, Germany
| | - Elise L Radtke
- Institute of Psychology, Osnabrück University, Osnabrück, Germany
| | - Miguel Kazén
- Institute of Psychology, Osnabrück University, Osnabrück, Germany
| | - Carsten Konrad
- Department of Medicine, Philipps-Universität Marburg, Marburg, Germany
| | - Nicola Baumann
- Department of Psychology, Trier University, Trier, Germany
| | - Richard M Ryan
- Institute for Positive Psychology and Education, Australian Catholic University, Sydney, NSW, Australia
- Department of Clinical and Social Sciences, University of Rochester, Rochester, NY, United States
| | - Michael Ennis
- Department of Psychology, California State University at Chico, Chico, CA, United States
| | - Julius Kuhl
- Institute of Psychology, Osnabrück University, Osnabrück, Germany
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Whole-brain white matter correlates of personality profiles predictive of subjective well-being. Sci Rep 2022; 12:4558. [PMID: 35296777 PMCID: PMC8927329 DOI: 10.1038/s41598-022-08686-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2021] [Accepted: 02/22/2022] [Indexed: 11/08/2022] Open
Abstract
We investigated the white matter correlates of personality profiles predictive of subjective well-being. Using principal component analysis to first determine the possible personality profiles onto which core personality measures would load, we subsequently searched for whole-brain white matter correlations with these profiles. We found three personality profiles that correlated with the integrity of white matter tracts. The correlates of an “optimistic” personality profile suggest (a) an intricate network for self-referential processing that helps regulate negative affect and maintain a positive outlook on life, (b) a sustained capacity for visually tracking rewards in the environment and (c) a motor readiness to act upon the conviction that desired rewards are imminent. The correlates of a “short-term approach behavior” profile was indicative of minimal loss of integrity in white matter tracts supportive of lifting certain behavioral barriers, possibly allowing individuals to act more outgoing and carefree in approaching people and rewards. Lastly, a “long-term approach behavior” profile’s association with white matter tracts suggests lowered sensitivity to transient updates of stimulus-based associations of rewards and setbacks, thus facilitating the successful long-term pursuit of goals. Together, our findings yield convincing evidence that subjective well-being has its manifestations in the brain.
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Moderator role of old and new Y generation differences in the effect of perceptions of self-efficiency on decision-making strategies. MANAGEMENT RESEARCH REVIEW 2021. [DOI: 10.1108/mrr-01-2021-0026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Purpose
There has been a rapid generational change in the business world in Turkey recently, and X generation managers are rapidly leaving their place to Y generation managers. In countries with relatively young populations such as Turkey, management in family businesses passes into the hands of Generation Y. This study aims to examine the moderator role of the difference between old and new generation Y in the effect of self-efficacy perceptions on decision-making strategies.
Design/methodology/approach
This research, which was designed according to the quantitative research method, was designed according to the cross-sectional survey model, one of the general survey models. The research data were collected from a sample of 441 family business managers determined according to the simple random sampling technique. The data were analyzed and interpreted with various statistical techniques. Data analysis was done with AMOS. 20 and International Business Machines statistical package for the social sciences 22 data analysis programs.
Findings
According to the analysis findings, there is a significant relationship between the participants’ self-efficacy perceptions and decision-making strategies. Research findings old and new generation Y managers have different decision strategies. The research results showed that the dominant self-efficacy perceptions of the Y generation affect their decision-making strategies.
Research limitations/implications
This research only examines whether the old and new generation Y perceptions have a moderator function in the relationship between the participants’ self-efficacy perceptions and decision-making strategies. The research is quantitative research limited to family businesses. The results can be compared by repeating the research with other variables and in different samples, for example, by researching in public institutions. In addition, the way of reflecting the differences in perception to the management can be subjected to deeper analysis with mixed studies.
Practical implications
One of the important reasons for the difference in people’s approaches to events is their personality structure. Generational differences, which have been discussed primarily in recent years, make themselves felt in working life. The new working models arising from the different perspectives of the Y generation differ from the traditional business models. Today, in traditional business models, the manager profile is usually the X generation. However, the process is moving toward gaining essential positions in the management levels of the new Y generation. They put traditional managers in a difficult situation with their impatient behavior and desire to climb the career ladder quickly.
Social implications
In the studies conducted on the Y generation, it is understood that they do not favor the classical management approach based on the command-command relationship. The sense of loyalty of the Y generation is low compared to other generations and their organizational commitment levels are weak. There are determinations that they attach importance to flexible working style and want to do business using digital technologies. They are highly motivated in setting vision and participating in strategic decisions in organizations. These features differ significantly from the X-generation managers who adopt the traditional management approach.
Originality/value
Both emotional and cognitive characteristics influence decision-making behavior. The generation gap which shows common personality structures in a certain period is an important predictor of decision-making strategy. Research results and related studies significantly affect the decision strategies of the generation gap. No research has been found comparing the old and new Y generations. In this respect, it is thought that the research will contribute to theory, practice and method.
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