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Full-Text Articles in Psychology

Deontic Constraints Are Maximizing Rules, Matthew Hammerton Dec 2020

Deontic Constraints Are Maximizing Rules, Matthew Hammerton

Research Collection School of Social Sciences

Deontic constraints prohibit an agent performing acts of a certain type even when doing so will prevent more instances of that act being performed by others. In this article I show how deontic constraints can be interpreted as either maximizing or non-maximizing rules. I then argue that they should be interpreted as maximizing rules because interpreting them as non-maximizing rules results in a problem with moral advice. Given this conclusion, a strong case can be made that consequentialism provides the best account of deontic constraints.


Agent-Relative Consequentialism And Collective Self-Defeat, Matthew Hammerton Dec 2020

Agent-Relative Consequentialism And Collective Self-Defeat, Matthew Hammerton

Research Collection School of Social Sciences

Andrew Forcehimes and Luke Semrau argue that agent-relative consequentialism is implausible because in some circumstances it classes an act as impermissible yet holds that the outcome of all agents performing that impermissible act is preferable. I argue that their problem is closely related to Derek Parfit's problem of ‘direct collective self-defeat’ and show how Parfit's plausible solution to his problem can be adapted to solve their problem.


The Association Between Objective And Subjective Socioeconomic Standing And Subjective Well-Being: A Meta-Analysis, Jacinth J. X. Tan, Michael W. Kraus, Nichelle C. Carpenter, Nancy E. Adler Nov 2020

The Association Between Objective And Subjective Socioeconomic Standing And Subjective Well-Being: A Meta-Analysis, Jacinth J. X. Tan, Michael W. Kraus, Nichelle C. Carpenter, Nancy E. Adler

Research Collection School of Social Sciences

This meta-analysis tested if the links between socioeconomic status (SES) and subjective well-being (SWB) differ by whether SES is assessed objectively or subjectively. The associations between measures of objective SES (i.e., income and educational attainment), subjective SES (i.e., the MacArthur ladder SES and perceived SES), and SWB (i.e., happiness and life satisfaction) were synthesized across 357 studies, totaling 2,352,095 participants. Overall, the objective SES and subjective SES measures were moderately associated (r = .32). The subjective SES-SWB association (r = .22) was larger than the objective SES-SWB association (r = .16). The income-SWB association (r = .23) was comparable with …


Creative Destruction In Science, Warren Tierney, Jay H. Iii Hardy, Charles R. Ebersole, Keith Leavitt, D. Viganola, Andree Hartanto, Christilene Du Plessis, Nilotpal Jha, Theodore C. Masters-Waage, Michael Schaerer Nov 2020

Creative Destruction In Science, Warren Tierney, Jay H. Iii Hardy, Charles R. Ebersole, Keith Leavitt, D. Viganola, Andree Hartanto, Christilene Du Plessis, Nilotpal Jha, Theodore C. Masters-Waage, Michael Schaerer

Research Collection School of Social Sciences

Drawing on the concept of a gale of creative destruction in a capitalistic economy, we argue that initiatives to assess the robustness of findings in the organizational literature should aim to simultaneously test competing ideas operating in the same theoretical space. In other words, replication efforts should seek not just to support or question the original findings, but also to replace them with revised, stronger theories with greater explanatory power. Achieving this will typically require adding new measures, conditions, and subject populations to research designs, in order to carry out conceptual tests of multiple theories in addition to directly replicating …


Divided Loyalties: Identity Integration And Cultural Cues Predict Ingroup Favoritism Among Biculturals, Chi-Ying Cheng, Kathrin J. Hanek, Annick C. Odom, Fiona Lee Nov 2020

Divided Loyalties: Identity Integration And Cultural Cues Predict Ingroup Favoritism Among Biculturals, Chi-Ying Cheng, Kathrin J. Hanek, Annick C. Odom, Fiona Lee

Research Collection School of Social Sciences

How do biculturals, or individuals who identify with more than one culture, manage their loyalties between two cultural ingroups? We argue that this process is moderated by Bicultural Identity Integration (BII), or individual differences in perceived conflict between two cultural identities. Two quasi-experiments examined biculturals’ preferences for two competing groups, each representing one of their cultural identities, in response to cultural primes. In Study 1, we found that Flemish-Belgian biculturals with low BII, or those who perceive their cultural identities as conflicting, favored the primed cultural group less than the unprimed cultural group. In Study 2, we found the same …


Dual Attitude Model Of Opinion Diffusion: Experiments With Epistemically Motivated Agents, Riyang Phang, Lin Qiu, Angela K. Y. Leung Nov 2020

Dual Attitude Model Of Opinion Diffusion: Experiments With Epistemically Motivated Agents, Riyang Phang, Lin Qiu, Angela K. Y. Leung

Research Collection School of Social Sciences

Opinion diffusion is often simulated in agentbased models to reveal the perpetuation of norms and beliefs. This paper presents a dual attitude model where agents’ interaction, information search, and opinion formation are influenced by the need for cognitive closure (NFCC). Two experiments simulated topic advocacy with either high- or lowNFCC agents. Experiment one initiated societies with unbiased distribution of NFCC levels between advocates of two competing topics, while experiment two initiated biased distributions of NFCC levels between the topics. Results in the unbiased condition showed that the popularity of the majority topic increases over time in high NFCC societies while …


Dealing With Covid-19 And Emerging Stronger From It, David Chan Nov 2020

Dealing With Covid-19 And Emerging Stronger From It, David Chan

Research Collection School of Social Sciences

Whether it is reacting to news on COVID-19 cases, following safe management rules, adapting to changes at work, assessing leadership and public responses to the coronavirus crisis, or navigating post-pandemic realities, it is all part of understanding how humans think, feel, and behave, says SMU Professor David Chan.


Social Media Use Improves Executive Functions In Middle-Aged And Older Adults: A Structural Equation Modeling Analysis, Shi Ann Shuna Khoo, Hwajin Yang Oct 2020

Social Media Use Improves Executive Functions In Middle-Aged And Older Adults: A Structural Equation Modeling Analysis, Shi Ann Shuna Khoo, Hwajin Yang

Research Collection School of Social Sciences

Given the paucity of research on the cognitive implications of social media use in middle and late adulthood, we sought to understand the relations between middle-aged and older adults' social media use and their executive functions (EF)—a set of domain-general cognitive control processes—and the underlying mechanism. By analyzing a nationally representative cohort ranging from ages 40s–70s from the MIDUS Refresher Survey and Cognitive Project, we tested a serial mediation model with perception of social support and sense of control (i.e., personal mastery and perceived constraints) as sequential mediators in a structural equation modeling analysis. We found that perceived social support …


Evolutionary Psychology’S Next Challenge: Solving Modern Problems Using A Mismatch Perspective, Norman P. Li, Jose C. Yong, Mark Van Vugt Oct 2020

Evolutionary Psychology’S Next Challenge: Solving Modern Problems Using A Mismatch Perspective, Norman P. Li, Jose C. Yong, Mark Van Vugt

Research Collection School of Social Sciences

As acceptance of evolutionary perspectives in mainstream psychology grows, it becomes increasingly pertinent to ask what evolutionary psychology can do to solve real-world problems and better our lives. Answers to this important question will more than likely require an understanding and application of the evolutionary mismatch framework. This powerful framework suggests that many of our contemporary problems—ranging from diabetes and depression to low fertility and sustainability—stem from a mismatch between our evolved psychological mechanisms, which are designed to be adaptive in ancestral contexts, and modern environments, which present novel stimuli that these mechanisms are not well suited to handle. By …


How Much Money Can Buy You Happiness, And Can Happiness Be Engineered?, Chandran Kukathas Oct 2020

How Much Money Can Buy You Happiness, And Can Happiness Be Engineered?, Chandran Kukathas

Research Collection School of Social Sciences

There may be a lot of misery in the world, opines Chandran Kukathas, but for many, ‘there’s gold in them thar hills’. But can happiness be engineered?


Relationship Between Humidity And Physiology In Warm And Humid Conditions – A Literature Review, Yuliya Dzyuban Sep 2020

Relationship Between Humidity And Physiology In Warm And Humid Conditions – A Literature Review, Yuliya Dzyuban

Research Collection School of Social Sciences

Change in precipitation patterns caused by global warming will likely increase humidity in some areas of the world. Moreover, populations in tropical climates with already high humidity levels can experience an added stress on their health and thermal comfort due to an amplifying effect of heat and moisture. Humidity is a generic term commonly used to describe moisture in the air. However, there are numerous variables that describe different properties of humid air that can be used in scientific studies. While relative humidity remains the most used, it has several shortcomings associated with its high correlation with air temperature. Thus, …


Effects Of Social Media And Smartphone Use On Body Esteem In Female Adolescents: Testing A Cognitive And Affective Model, Hwajin Yang, Jiaqi Joy Wang, Yue Qi Germaine Tng, Sujin Yang Sep 2020

Effects Of Social Media And Smartphone Use On Body Esteem In Female Adolescents: Testing A Cognitive And Affective Model, Hwajin Yang, Jiaqi Joy Wang, Yue Qi Germaine Tng, Sujin Yang

Research Collection School of Social Sciences

We examined the predictive relations of social media and smartphone use to body esteem in female adolescents and the mechanism that underlies these relations. As a result of frequent social media and smartphone use, adolescents are continually exposed to appearance-related media content. This likely reinforces a thin ideal and fosters appearance-based comparison and increases fear of external evaluation. Hence, we investigated a cognitive-affective framework in which the associations of social media and smartphone use with body esteem are serially mediated by cognitive internalization of an ideal body image, appearance comparisons, and social appearance anxiety. By testing female adolescents (N = …


Changes In Prenatal Testosterone And Sexual Desire In Expectant Couples, Wei Xiang Sim, William J. Chopik, Britney M. Wardecker, Robin S. Edelstein Aug 2020

Changes In Prenatal Testosterone And Sexual Desire In Expectant Couples, Wei Xiang Sim, William J. Chopik, Britney M. Wardecker, Robin S. Edelstein

Research Collection School of Social Sciences

During the transition to parenthood (TTP), both women and men report declines in sexual desire, which are thought to reflect an evolutionarily adaptive focus on parenting over mating. New parents also show changes in testosterone, a steroid hormone implicated in both parenting and mating, suggesting that changes in sexual desire may be associated with changes in testosterone. To test these associations, we followed a sample of heterosexual couples expecting their first child across the prenatal period. We examined prenatal changes in testosterone and two forms of sexual desire (solitary, dyadic). Expectant mothers showed prenatal increases in testosterone, and women's higher …


Foster Positivity Amid Covid-19 Challenges, David Chan Aug 2020

Foster Positivity Amid Covid-19 Challenges, David Chan

Research Collection School of Social Sciences

Many behaviours have encouraged positivity during the pandemic. More can be done to create communities that nurture positive attitudes and experiences


Executive Function And Subjective Well-Being In Middle And Late Adulthood, Wei Xing Toh, Hwajin Yang, Andree Hartanto Jul 2020

Executive Function And Subjective Well-Being In Middle And Late Adulthood, Wei Xing Toh, Hwajin Yang, Andree Hartanto

Research Collection School of Social Sciences

Objectives: A growing body of research has investigated psychosocial predictors of subjective well-being (SWB), a key component of healthy ageing, which comprises life satisfaction and affective well-being. However, few studies have examined how executive function (EF)-a collection of adaptive, goal-directed control processes-could affect SWB in middle and late adulthood. Methods: By analyzing a nationally representative adult cohort ranging from early 30s to early 80s from the Midlife Development in the United States 2 study, we examined two potential mediators (i.e., sense of control versus positive reappraisal) that could underlie the relation between EF and SWB. Further, we assessed how these …


The Effect Of State Gratitude On Cognitive Flexibility: A Within-Subject Experimental Approach, Andree Hartanto, Nadia Cui Hui Ong, Wee Qin Ng, Nadyanna Binte Mohamed Majeed Jul 2020

The Effect Of State Gratitude On Cognitive Flexibility: A Within-Subject Experimental Approach, Andree Hartanto, Nadia Cui Hui Ong, Wee Qin Ng, Nadyanna Binte Mohamed Majeed

Research Collection School of Social Sciences

Considerable research has examined the relationship between positive emotion and cognitive flexibility. Less is known, however, about the causal relationship between discrete positive emotions, specifically gratitude, and cognitive flexibility. Given that different positive emotions may dissimilarly affect cognitive functioning, we sought to examine the effect of state gratitude on cognitive flexibility. A pilot study with ninety-five participants was employed to ensure the effectiveness of our gratitude manipulation. One hundred and thirteen participants were recruited for the main study, which utilized a within-subject experimental approach. After the manipulation, participants completed a well-established task-switching paradigm, which was used to measure cognitive flexibility. …


How To Make Critical Decisions Amid Covid-19 Pressures, David Chan Jul 2020

How To Make Critical Decisions Amid Covid-19 Pressures, David Chan

Research Collection School of Social Sciences

Time pressure and ambivalence are common when people make decisions in a crisis. Understanding the psychological dynamics helps us slow down to make better decisions.


Confidence Is Sexy And It Can Be Trained: Examining Male Social Confidence In Initial, Opposite-Sex Interactions, Norman P. Li, Jose C. Yong, Ming-Hong Tsai, Mark H. C. Lai, Amy J. Y. Lim, Joshua M. Ackerman Jul 2020

Confidence Is Sexy And It Can Be Trained: Examining Male Social Confidence In Initial, Opposite-Sex Interactions, Norman P. Li, Jose C. Yong, Ming-Hong Tsai, Mark H. C. Lai, Amy J. Y. Lim, Joshua M. Ackerman

Research Collection School of Social Sciences

Objective: We investigated whether men's social confidence in an initial, opposite-sex chatting context can be improved through a video tutorial and the extent to which being perceived as socially confident results in being seen as more romantically desirable and worthy of future contact. Method: Women chatted with men who had received or not received a tutorial on how to handle speed-dating chats (Study 1: N = 129; Study 2: N = 60) or with male targets selected for having high versus moderate confidence in handling initial, opposite-sex encounters (Study 3: N = 46). Results: Tutorial-trained men felt more confident going …


Skilful Reflection As A Master Virtue, Chienkuo Mi, Shane Ryan Jun 2020

Skilful Reflection As A Master Virtue, Chienkuo Mi, Shane Ryan

Research Collection School of Social Sciences

This paper advances the claim that skilful reflection is a master virtue in that skilful reflection shapes and corrects the other epistemic and intellectual virtues. We make the case that skilful reflection does this with both competence-based epistemic virtues and character-based intellectual virtues. In making the case that skilful reflection is a master virtue, we identify the roots of ideas central to our thesis in Confucian philosophy. In particular, we discuss the Confucian conception of reflection, as well as different levels of epistemic virtue. Next we set out the Dual Process Hypothesis of Reflection, which provides an explanation of the …


Mate Preference Priorities In The East And West: A Cross-Cultural Test Of The Mate Preference Priority Model, Andrew G. Thomas, Peter K. Jonason, Jesse D. Blackburn, Leif E. O. Kennair, Rob Lowe, John Malouff, Steve Stewart-Williams, Danielle Sulikowski, Norman P. Li Jun 2020

Mate Preference Priorities In The East And West: A Cross-Cultural Test Of The Mate Preference Priority Model, Andrew G. Thomas, Peter K. Jonason, Jesse D. Blackburn, Leif E. O. Kennair, Rob Lowe, John Malouff, Steve Stewart-Williams, Danielle Sulikowski, Norman P. Li

Research Collection School of Social Sciences

Objective: Mate choice involves trading-off several preferences. Research on this process tends to examine mate preference prioritization in homogenous samples using a small number of traits and thus provide little insight into whether prioritization patterns reflect a universal human nature. This study examined whether prioritization patterns, and their accompanying sex differences, are consistent across Eastern and Western cultures. Method: In the largest test of the mate preference priority model to date, we asked an international sample of participants (N = 2,477) to design an ideal long-term partner by allocating mate dollars to eight traits using three budgets. Unlike previous versions …


Crowdsourcing Hypothesis Tests: Making Transparent How Design Choices Shape Research Results, Justin F. Landy, Miaolei Jia, Isabel L. Ding, Domenico Viganola, Warren Tierney, Andree Hartanto May 2020

Crowdsourcing Hypothesis Tests: Making Transparent How Design Choices Shape Research Results, Justin F. Landy, Miaolei Jia, Isabel L. Ding, Domenico Viganola, Warren Tierney, Andree Hartanto

Research Collection School of Social Sciences

To what extent are research results influenced by subjective decisions that scientists make as they design studies? Fifteen research teams independently designed studies to answer five original research questions related to moral judgments, negotiations, and implicit cognition. Participants from two separate large samples (total N > 15,000) were then randomly assigned to complete one version of each study. Effect sizes varied dramatically across different sets of materials designed to test the same hypothesis: materials from different teams rendered statistically significant effects in opposite directions for four out of five hypotheses, with the narrowest range in estimates being d = -0.37 to …


Depletion Manipulations Decrease Openness To Dissent Via Increased Anger, Ming-Hong Tsai, Norman P. Li May 2020

Depletion Manipulations Decrease Openness To Dissent Via Increased Anger, Ming-Hong Tsai, Norman P. Li

Research Collection School of Social Sciences

We investigated a potential outcome of ego depletion manipulations and an importantfactor behind cooperative failure: a lack of openness to others’ dissenting opinions.Across five studies in a variety of task settings, we examined the effect of depletionmanipulations on openness to dissent and investigated two negative emotions as potentialmediators of this process: fatigue and anger. The results demonstrated a negative effect ofdepletion manipulations on openness to dissent through increased anger rather thanfatigue (Studies 1–5). In Studies 3 and 4, we also eliminated perceived trust towards a taskcounterpart as a significant mediator of the relationship between depletion manipulationsand openness to dissent. These …


Douglas Kenrick, Norman P. Li May 2020

Douglas Kenrick, Norman P. Li

Research Collection School of Social Sciences

Douglas Kenrick is a president’s professor of social psychology at Arizona State University (ASU). He received a BA in psychology from Dowling College (1970) and a PhD (1976) in social psychology from Arizona State University under the tutelage of Robert Cialdini. Kenrick then served as an assistant professor of psychology at Montana State University before coming back to ASU. In 2018–2019, Kenrick served as president of the Human Behavior and Evolution Society. He has authored over 200 highly cited academic articles, 2 textbooks, and 2 popular books – Sex, Murder, and the Meaning of Life (2011) and The Rational Animal …


Does Diversity In Team Members’ Agreeableness Benefit Creative Teams?, Sean T. H. Lee, Guihyun Park Apr 2020

Does Diversity In Team Members’ Agreeableness Benefit Creative Teams?, Sean T. H. Lee, Guihyun Park

Research Collection School of Social Sciences

Although deep-level diversity among team members are often discussed as important catalysts of team creativity, little is currently understood about the impact of diversity in team members’ personality on team creativity and team satisfaction. We propose that diversity in team members’ agreeableness would reduce the effectiveness of creative teams through its impact on team conflict experienced. To test our hypotheses, we recruited 93 student teams to participate in a laboratory study where each member had their personality traits assessed before engaging in a team creativity task. We found that diversity in team members’ agreeableness was positively associated with team task …


Why Do Cosmopolitan Individuals Tend To Be More Pro-Environmentally Committed? The Mediating Pathways Via Knowledge Acquisition And Emotional Affinity Toward Nature, Kenichi Ito, Angela K. Y. Leung, Tengjiao Huang Apr 2020

Why Do Cosmopolitan Individuals Tend To Be More Pro-Environmentally Committed? The Mediating Pathways Via Knowledge Acquisition And Emotional Affinity Toward Nature, Kenichi Ito, Angela K. Y. Leung, Tengjiao Huang

Research Collection School of Social Sciences

Past research offered evidence that cosmopolitan individuals behave more pro-environmentally. The current study systematically examined two mechanisms explaining why. One the one hand, cosmopolitan individuals acquire knowledge about global challenges concerning environmental crises and become aware of mitigating strategies. On the other hand, cosmopolitan individuals extend their prosociality beyond humankind and develop an emotional affinity toward the natural environment. We set out to provide the first empirical support for these cognitive and emotive pathways accounting for why cosmopolitan individuals tend to be more environmentally friendly. We recruited a total of 1,159 participants to systematically investigate the simultaneous mediation of cognitive …


A Toolkit To Deal With Negative Reactions In The Covid-19 Crisis, David Chan Apr 2020

A Toolkit To Deal With Negative Reactions In The Covid-19 Crisis, David Chan

Research Collection School of Social Sciences

Understanding our own and others’ biases helps us respond better to difficult situations. Adopt what I call the 3Rs approach - refrain, reflect and resolve, to deal with negative events and manage our negative gut emotions and reactions.


Similar But Not Quite The Same: Differential Unique Associations Of Trait Fear And Trait Anxiety With Inhibitory Control, Wei Xing Toh, Hwajin Yang Mar 2020

Similar But Not Quite The Same: Differential Unique Associations Of Trait Fear And Trait Anxiety With Inhibitory Control, Wei Xing Toh, Hwajin Yang

Research Collection School of Social Sciences

Given the dearth of research regarding the relations of trait fear and trait anxiety to cognitive control processes, we sought to investigate how trait fear and trait anxiety are uniquely related to inhibitory control, which is a crucial component of the regulatory processes that inhibit inappropriate responses that interfere with goal achievement. Given that inhibitory control tasks are often plagued by task-impurity issues, we employed a latent variable approach based on multiple measures of inhibitory control. We found that trait fear and trait anxiety are related but separable constructs that, when their shared variance was controlled for, predicted inhibitory control …


Mood-Creativity Relationship In Groups: The Role Of Equality In Idea Contribution In Temporal Mood Effects, Angela K. Y. Leung, Shynan Liou, Ming-Hong Tsai, Brandon Koh Mar 2020

Mood-Creativity Relationship In Groups: The Role Of Equality In Idea Contribution In Temporal Mood Effects, Angela K. Y. Leung, Shynan Liou, Ming-Hong Tsai, Brandon Koh

Research Collection School of Social Sciences

As people working in groups might fare better in solving complex problems than those working alone (e.g., Laughlin, Hatch, Silver, & Boh, Journal of Personality and Social Psychology, 90, 2006 and 644), organizations have increasingly assigned creative projects to groups. Group members contribute their collective efforts over time until the creative project has come to fruition. Although mood is identified as an important antecedent to creativity, little is known about the temporal pattern of how group mood enhances or inhibits group creativity, as well as the underpinning group process that explains the mood—creativity link in groups. We set out to …


Cognitive, Social, Emotional, And Subjective Health Benefits Of Computer Use In Adults: A 9-Year Longitudinal Study From The Midlife In The United States (Midus), Andree Hartanto, Jose C. Yong, Wei Xing (Zhuo Weixing) Toh, Sean Teck Hao Lee, Yue Qi Germaine Tng, William Tov Mar 2020

Cognitive, Social, Emotional, And Subjective Health Benefits Of Computer Use In Adults: A 9-Year Longitudinal Study From The Midlife In The United States (Midus), Andree Hartanto, Jose C. Yong, Wei Xing (Zhuo Weixing) Toh, Sean Teck Hao Lee, Yue Qi Germaine Tng, William Tov

Research Collection School of Social Sciences

Computer use has been proposed to carry a host of benefits for cognitive function and socioemotional well-beingin older adults. However, the literature on computer use remains equivocal as extant research suffers from mixedfindings as well as methodological limitations, such as overreliance on cross-sectional designs, small samplesizes, and use of narrow criterions. The current studies (NStudy 1 ¼ 3,294, NStudy 2 ¼ 2,683) sought to address theselimitations through the use of a large-scale, nationally representative, and longitudinal dataset. We found thatfrequency of computer use—over a period of approximately 9 years—longitudinally predicted positive changesin executive functioning, hedonic well-being, eudaimonic well-being, sense of …


Examining The Cross-Cultural Validity Of The Positive Affect And Negative Affect Schedule Between An Asian (Singaporean) Sample And A Western (American) Sample, Sean Teck Hao Lee, Andree Hartanto, Jose C. Yong, Brandon Koh, Angela K. Y. Leung Mar 2020

Examining The Cross-Cultural Validity Of The Positive Affect And Negative Affect Schedule Between An Asian (Singaporean) Sample And A Western (American) Sample, Sean Teck Hao Lee, Andree Hartanto, Jose C. Yong, Brandon Koh, Angela K. Y. Leung

Research Collection School of Social Sciences

The positive affect and negative affect schedule (PANAS) is a popular measure of positive (PA) and negative affectivity (NA). Developed and validated in Western contexts, the 20-item scale has been frequently administered on respondents from Asian countries with the assumption of cross-cultural measurement invariance. We examine this assumption via a rigorous multigroup confirmatory factor analysis, which allows us to assess between-group differences in both strength of scale item-to-latent factor relationship (metric invariance test) and mean of each scale item (scalar invariance test), on a large sample of 1,065 respondents recruited from Singapore (Asian sample) and the United States (Western sample). …