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Full-Text Articles in Business

The Transformative Tourism Learning Model, Jill Bueddefeld, Mat D. Duerden Jan 2022

The Transformative Tourism Learning Model, Jill Bueddefeld, Mat D. Duerden

Faculty Publications

This conceptual paper addresses gaps in transformative learning and tourism literature. We argue for a more complete integration of Transformative Learning Theory within tourism literature, in order to better understand tourism learning as both a process and a product. The Transformative Tourism Learning Model is proposed as a framework for understanding how to intentionally plan and design tourism learning experiences with specific learning processes and outcomes in mind. This paper offers a synthesis of transformative literature within tourism contexts and the proposes the Transformative Tourism Learning Model to provide researchers and practitioners with a guiding framework in both the design …

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Face To Purchase: Predicting Consumer Choices With Structured Facial And Behavioral Traits Embedding, Zhe Liu, Xianzhi Wang, Lina Yao, Jake An, Lei Bai, Ee-Peng Lim Jan 2022

Face To Purchase: Predicting Consumer Choices With Structured Facial And Behavioral Traits Embedding, Zhe Liu, Xianzhi Wang, Lina Yao, Jake An, Lei Bai, Ee-Peng Lim

Research Collection School Of Computing and Information Systems

Predicting consumers’ purchasing behaviors is critical for targeted advertisement and sales promotion in e-commerce. Human faces are an invaluable source of information for gaining insights into consumer personality and behavioral traits. However, consumer's faces are largely unexplored in previous research, and the existing face-related studies focus on high-level features such as personality traits while neglecting the business significance of learning from facial data. We propose to predict consumers’ purchases based on their facial features and purchasing histories. We design a semi-supervised model based on a hierarchical embedding network to extract high-level features of consumers and to predict the top-N purchase …

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Comparison Of The Mental Burden On Nursing Care Providers With And Without Mat-Type Sleep State Sensors At A Nursing Home In Tokyo, Japan: Quasi-Experimental Study, Sakiko Itoh, Hwee-Pink Tan, Kenichi Kudo, Yasuko Ogata Jan 2022

Comparison Of The Mental Burden On Nursing Care Providers With And Without Mat-Type Sleep State Sensors At A Nursing Home In Tokyo, Japan: Quasi-Experimental Study, Sakiko Itoh, Hwee-Pink Tan, Kenichi Kudo, Yasuko Ogata

Research Collection School Of Computing and Information Systems

Background: Increasing need for nursing care has led to the increased burden on formal caregivers, with those in nursing homes having to deal with exhausting labor. Although research activities on the use of internet of things devices to support nursing care for older adults exist, there is limited evidence on the effectiveness of these interventions among formal caregivers in nursing homes. Objective: This study aims to investigate whether mat-type sleep state sensors for supporting nursing care can reduce the mental burden of formal caregivers in a nursing home. Methods: This was a quasi-experimental study at a nursing home in Tokyo, …

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Financial Capacity And The Demand For Audit Quality, Chee Yeow Lim, Gerald J. Lobo, Pingui Rao, Heng Yue Jan 2022

Financial Capacity And The Demand For Audit Quality, Chee Yeow Lim, Gerald J. Lobo, Pingui Rao, Heng Yue

Research Collection School Of Accountancy

Prior research documents that financial capacity could be positively or negatively associated with the demand for audit quality. We re-examine this relation using changes in local real estate prices as exogenous shocks to corporate financial capacity. Using auditor size, auditor industry specialisation, and auditor fees as measures of audit quality, we find robust evidence that an increase (decrease) in financial capacity significantly reduces (increases) the demand for audit quality, and that this relation is more pronounced when firms are more financially constrained, when external monitoring by institutional investors and financial analysts is weaker, and when there is more negative news …

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Do Managers Learn From Analyst Participation In Conference Calls?, Amanda Aw Zhi Xin Yong, Young Jun Cho, Holly I. Yang Jan 2022

Do Managers Learn From Analyst Participation In Conference Calls?, Amanda Aw Zhi Xin Yong, Young Jun Cho, Holly I. Yang

Research Collection School Of Accountancy

While research finds that conference calls are informative to the market and analysts, they can also be informative to managers as analysts’ questions can provide a feedback effect. Using a sample of conference call transcripts from 2002 to 2018, we find that greater analyst participation, as measured by the number of words spoken by analysts relative to the number of words spoken by managers during conference calls, is associated with higher accuracy in managers’ subsequent earnings forecasts. Cross-sectional tests show that this positive association is more pronounced when managers use more uncertain words in conference calls, when analysts use a …

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Audit Adjustments Matter: What They Reveal About Companies' Financial Reporting, Themin Suwardy, Chu Yeong Lim Jan 2022

Audit Adjustments Matter: What They Reveal About Companies' Financial Reporting, Themin Suwardy, Chu Yeong Lim

Research Collection School Of Accountancy

This study investigates the characteristics, nature and extent of proposed audit adjustments to the financial statements of listed companies in Singapore. Data was gathered from the 2018 to 2020 financial statements of 412 companies, along with views of close to 280 audit committee chairs and heads of finance (or similar designations) on the effectiveness of their companies’ finance function.

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Postmaterialism And Corporate Tax Avoidance, Yujia Cui, Jiwei Wang, Kangtao Ye Jan 2022

Postmaterialism And Corporate Tax Avoidance, Yujia Cui, Jiwei Wang, Kangtao Ye

Research Collection School Of Accountancy

This paper explores how postmaterialism culture influences corporate tax avoidance behavior. Using a proprietary dataset of China tax audits, we find that firms owned by investors from countries with higher postmaterialism values are less likely to engage in tax avoidance behavior in China. In addition, we find some evidence that the negative association between postmaterialism and tax avoidance is more pronounced when tax enforcement is stronger, indicating that national culture and formal institutions act as complements. To check the external validity of our main results, we further use a cross-country sample from 21 countries over 22 years. The evidence from …

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Turning The Covid-19 Pandemic Into An Opportunity For Digital Disruption In The E-Commerce Industry: A Case Study Of Digital Commerce Intelligence Pte Ltd, Yuanto Kusnadi, Gary Pan Jan 2022

Turning The Covid-19 Pandemic Into An Opportunity For Digital Disruption In The E-Commerce Industry: A Case Study Of Digital Commerce Intelligence Pte Ltd, Yuanto Kusnadi, Gary Pan

Research Collection School Of Accountancy

No abstract provided.

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Does Government Efficiency Mitigate The Effect Of Natural Disasters On Tourist Arrivals, Yang Yang, Songshan (Sam) Huang, Wei Li, Fangyu Zhong, Tian Lan Jan 2022

Does Government Efficiency Mitigate The Effect Of Natural Disasters On Tourist Arrivals, Yang Yang, Songshan (Sam) Huang, Wei Li, Fangyu Zhong, Tian Lan

Research outputs 2014 to 2021

Global tourism suffered its worst year in 2020 due to the widespread of COVID-19, and tourism industry-related professionals are looking for efficient measures to help tourism recover. Government efficiency was mentioned as an important factor for inbound tourism; however, its mitigating effect on the performance of inbound tourism in the context of natural disasters has not been empirically researched. This study attempts to address the gap through the analysis of a panel data set of 158 countries from 2002 to 2018. The results illustrate the mitigating effect of government efficiency on the negative impact of natural disasters on inbound tourist …

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Deformation And Stress Theory Of Surrounding Rock Of Shallow Circular Tunnel Based On Complex Variable Function Method, Guizhen Wang, Linglong Zhou, Reem Alotaibi, Roaya Hdeib Jan 2022

Deformation And Stress Theory Of Surrounding Rock Of Shallow Circular Tunnel Based On Complex Variable Function Method, Guizhen Wang, Linglong Zhou, Reem Alotaibi, Roaya Hdeib

Research outputs 2014 to 2021

After reviewing many literature foundations, the thesis combines the basic methods of elastic mechanics with mathematical knowledge, sets the bipotential stress potential complex function and analyses the relationship between stress component, strain component and stress potential function, and applies the complex variable function. The expression of the relevant stress component is derived, and the displacement boundary conditions of the surrounding rock of shallow circular tunnel are obtained. Furthermore, the paper applies the basic theory of complex variable function to solve the boundary condition complex variable function for common tunnel sections, and obtains the analytical expression of the surrounding rock stress …

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The U.S. Plastics Problem: The Road To Circularity, Ruth Jebe Jan 2022

The U.S. Plastics Problem: The Road To Circularity, Ruth Jebe

Management Faculty Publications and Presentations

Plastics pollution has been an issue in the United States since discovery of the Great Pacific Garbage Patch catapulted it to the forefront of news reporting. Regulatory and academic activity around plastics has had a common feature: it focused almost exclusively on one stage in plastics’ linear model and framed the problem as a waste problem. Challenges have come in two forms: the shift from the linear production model of take-make-waste to a sustainability paradigm represented by the concept of circular production, and disruption of the global plastics waste supply chain occasioned by changes in China’s waste import policies. These …

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Consideration Sets As Resources For Business Model Generation, E. Shaunn Mattingly, Garrett A. Mcbrayer Jan 2022

Consideration Sets As Resources For Business Model Generation, E. Shaunn Mattingly, Garrett A. Mcbrayer

Management Faculty Publications and Presentations

Business models as outcomes for entrepreneurship are increasing in prevalence in pedagogy and practice. Instructors and entrepreneurs are focusing efforts on iterating potential ideas through a process of trial and error in hopes to produce working business models. However, such practices need to be better underpinned by theory so we can develop an understanding of how to identify more valuable opportunity ideas and how to progress them towards working business models with fewer trials and errors. This conceptual paper focuses on integrating extant conceptualisations of business models as interdependent activities with research on identifying opportunities as problem-solution pairings. While integrating …

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Questionable Research Practices Among Researchers In The Most Research-Productive Management Programs, Sven Kepes, Sheila K. Keener, Michael A. Mcdaniel, Nathan S. Hartman Jan 2022

Questionable Research Practices Among Researchers In The Most Research-Productive Management Programs, Sven Kepes, Sheila K. Keener, Michael A. Mcdaniel, Nathan S. Hartman

Management Faculty Publications

Questionable research practices (QRPs) among researchers have been a source of concern in many fields of study. QRPs are often used to enhance the probability of achieving statistical significance which affects the likelihood of a paper being published. Using a sample of researchers from ten top research-productive management programs, we compared hypotheses tested in dissertations to those tested in journal articles derived from those dissertations to draw inferences concerning the extent of engagement in QRPs. Results indicated that QRPs related to changes in sample size and covariates were associated with unsupported dissertation hypotheses becoming supported in journal articles. Researchers also …

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The Relationships Between Prosocial Consumer Behavior, Consumer Resilience, Consumer Risk Taking Propensity And Consumer Hoarding During Covid-19, Christy M. Cook, Pia A. Albinsson, James E. Stoddard Jan 2022

The Relationships Between Prosocial Consumer Behavior, Consumer Resilience, Consumer Risk Taking Propensity And Consumer Hoarding During Covid-19, Christy M. Cook, Pia A. Albinsson, James E. Stoddard

AMTP Proceedings 2022

The Relationships Between Prosocial Consumer Behavior, Consumer Resilience, Consumer Risk Taking Propensity and Consumer Hoarding During COVID-19

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An Exploratory Study Of The Role And Contribution Of Absorptive Capacity Levels In The Commercialisation Of Knowledge In Knowledge Intensive Smes, Francis Martin Behan Jan 2022

An Exploratory Study Of The Role And Contribution Of Absorptive Capacity Levels In The Commercialisation Of Knowledge In Knowledge Intensive Smes, Francis Martin Behan

Doctoral

Absorptive Capacity (ACAP) is a construct introduced by Cohen and Leventhal in 1990 to describe the process by which an organisation recognises and absorbs new external knowledge to increase its current stock of knowledge, thereby giving it increased capability to create value for its customers, stakeholders and wider society. ACAP, as a construct, has gained widespread acceptance within academia and the construct has been further refined and developed over the last thirty years. However, the application and testing of the construct, is in practice, still in the early stages of development. The aim of this exploratory study was to investigate …

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An Investigation Of Teenagers’ Advertising Literacy In The Context Of The Brand-Rich Environment Of Social Media, Emma Sweeney Jan 2022

An Investigation Of Teenagers’ Advertising Literacy In The Context Of The Brand-Rich Environment Of Social Media, Emma Sweeney

Doctoral

Teenagers are avid consumers of social media and consequently, constitute attractive target audiences for marketers. On social media, advertising can be integrated into content such as YouTube videos and Instagram posts which means the boundary between commercial content (the advertisement) and non-commercial content (e.g., the video in which the ad appears) becomes increasingly blurred. Therefore, in this context, the consumer must be able to navigate a minefield of overt and covert advertising that is disseminated by a range of sources, including brands and social media influencers. A resulting concern for academics, parents and policy makers alike relates to young people’s …

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Corporate Taxes And Union Wages In The United States, Alison R. Felix, James R. Hines Jr. Jan 2022

Corporate Taxes And Union Wages In The United States, Alison R. Felix, James R. Hines Jr.

Articles

This paper evaluates the effect of U.S. state corporate income taxes on union wage premiums. American workers who belong to unions are paid more than their non-union counterparts, and this difference is greater in low-tax locations, possibly reflecting that unions and employers share tax savings associated with low tax rates. In 2000 the difference between average union and non-union hourly wages was $1.88 greater in states with corporate tax rates below four percent than in states with tax rates of nine percent and above. Controlling for observable worker characteristics, a one percent lower state tax rate was associated with a …

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The Economics Of A “Portion Size Reduction” Policy, Hanin Hosni, Konstantinos Giannakas Jan 2022

The Economics Of A “Portion Size Reduction” Policy, Hanin Hosni, Konstantinos Giannakas

Department of Agricultural Economics: Faculty Publications

This study develops novel models of heterogeneous consumer preferences for different dining options and imperfect competition among food suppliers to analyze the market and welfare effects of portion size reduction (PSR) for food away from home. Different scenarios on the nature of differentiation of the dining options, the information available to consumers, and their response to links between portion size and obesity, food waste, and climate change are considered within this framework. The market and welfare effects of the policy are quantified using a simulation analysis. The analysis shows that the market and welfare effects of the policy are case-specific …

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Personalized Priority Policies In Call Centers Using Past Customer Interaction Information, Brett A. Hathaway, Seyed Morteza Emadi, Vinayak Deshpande Jan 2022

Personalized Priority Policies In Call Centers Using Past Customer Interaction Information, Brett A. Hathaway, Seyed Morteza Emadi, Vinayak Deshpande

Faculty Publications

Companies are increasingly personalizing their product or service offerings based on their customers' history of interactions to increase revenue or improve customer service. In this paper we show how call centers can improve customer service by implementing personalized priority policies. Under personalized priority policies, managers use customer contact history to predict individual-level caller abandonment and redialing behavior and prioritize them based on these predictions to improve operational performance. We provide a framework for how companies can use individual-level customer history data to capture the idiosyncratic preferences and beliefs that impact caller abandonment and redialing behavior, and quantify the improvements to …

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A Review Of Sensory Imagery For Consumer Psychology, Ryan S. Elder, Aradhna Krishna Jan 2022

A Review Of Sensory Imagery For Consumer Psychology, Ryan S. Elder, Aradhna Krishna

Faculty Publications

his review of mental imagery research has the core objective of fostering more research on the topic of sensory imagery. The review is organized around a conceptual framework highlighting (a) how mental imagery is formed, (b) the elicitation and elaboration of mental imagery, (c) the multi-modal nature of sensory imagery, and (d) the consumer behavior consequences of mental imagery. This conceptual framework provides many new lenses through which researchers can view prior findings, and thereby motivates innovative new research ideas. Future research directions are provided in each section of the review, with additional unexplored opportunities presented in a final section

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An Fmri Investigation Of The Neurocognitive Processing Of Measures And Strategic Objectives, Paul Black, C. Brock Kirwan, Thomas Meservy, William B. Tayler, Jeffrey O. Williams Jan 2022

An Fmri Investigation Of The Neurocognitive Processing Of Measures And Strategic Objectives, Paul Black, C. Brock Kirwan, Thomas Meservy, William B. Tayler, Jeffrey O. Williams

Faculty Publications

A central feature of most organizations is the use of measures to represent key elements of performance across multiple strategic objectives. Prior research has demonstrated a tendency for individuals to treat these measures as though they are the higher-order strategic objectives the measures were intended to represent, as opposed to imperfect representations of those strategic objectives—a phenomenon labeled surrogation. We employ an experiment to further understand this phenomenon. In this study, we capture neural activation when processing measures and when processing strategic objectives. We find that differences in brain activity when processing measures and strategic objectives are similar to the …

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Local Context And Post-Crisis Social Venture Creation, Sergey Anokhin, Todd Morgan, Lisa Jones Christensen, William Schulze Jan 2022

Local Context And Post-Crisis Social Venture Creation, Sergey Anokhin, Todd Morgan, Lisa Jones Christensen, William Schulze

Faculty Publications

Research summary: We investigate the effects of local market and government failure on the creation of social ventures in the context of post-crisis recovery during the period following the dot-com crisis and ending before the housing bubble burst across all Ohio counties. Drawing on social embeddedness theory, we posit that social venture creation rates vary across local contexts and are higher in communities characterized by market and government failures. Longitudinal contextual data from 88 Ohio counties indicates that situations characterized by failures of both types are especially conducive to the creation of local social enterprises. We address the shortage of …

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Young Firms, Old Capital, Song Ma, Justin Murfin, Ryan Pratt Jan 2022

Young Firms, Old Capital, Song Ma, Justin Murfin, Ryan Pratt

Faculty Publications

Across a broad range of equipment types and industries, we document a pattern of local capital reallocation from older firms to younger firms. Start-ups purchase a disproportion- ate share of old physical capital previously owned by more mature firms. The evidence is consistent with financial constraints driving differential demand for vintage capital. The local supply of used capital influences start-up entry, job creation, investment choices, and growth, particularly when capital is immobile. Meanwhile, as suppliers of used capital, in- cumbents accelerate capital replacement in the presence of younger firms. The evidence suggests previously undocumented benefits to co-location between old and …

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A Chatbot Tutor Can Lessen The Gender Confidence Gap In Information Systems Learning, Cherileigh Leavitt, Madison Corbin, Mark Keith, Ryan Schuetzler, Degan Kettles, Greg Anderson Jan 2022

A Chatbot Tutor Can Lessen The Gender Confidence Gap In Information Systems Learning, Cherileigh Leavitt, Madison Corbin, Mark Keith, Ryan Schuetzler, Degan Kettles, Greg Anderson

Faculty Publications

Women are underrepresented in the information systems discipline as well as other STEM fields. A common explanation for the significant gender gap is the difference in women’s and men’s self-efficacy concerning information systems (IS) tasks and roles during their secondary education. As a potential solution, this study explores how chatbot tutors impact confidence differently between 136 women and men in an introductory programming course. Our findings confirmed prior research showing that while men have greater confidence in information systems tasks, there is no difference in performance in those tasks between women and men. Next, we found that a chatbot used …

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Asynchronous Video Interviews And Artificial Intelligence: A Multi-Study Exploration, Tanner Skousen, Jacob Steffen, Cherileigh Chandler, Warren Rosengren, James Gaskin, Thomas O. Meservy Jan 2022

Asynchronous Video Interviews And Artificial Intelligence: A Multi-Study Exploration, Tanner Skousen, Jacob Steffen, Cherileigh Chandler, Warren Rosengren, James Gaskin, Thomas O. Meservy

Faculty Publications

Asynchronous video interviews (AVIs) provide scalable, low-cost opportunities for matching interviewees and organizations. However, the implications of a shift from synchronous interviews aren’t fully understood, especially when design choices such as AI evaluations are employed. To better understand the impact of AVIs, we undertook an exploratory qualitative study in addition to an experiment. The first study involves 100 qualitative responses and exploratory quantitative tests on the relationships between coded values and demographic and trait variables of the respondents. Our second study tests the impact of AI feedback using a large online AVI service while accounting for various disadvantaged groups that …

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Demystifying The Roles Of Organisational Smart Technology, Artificial Intelligence, Robotics And Algorithms Capability: A Srategy For Green Human Resource Management And Environmental Sustainability, Samuel Ogbeibu, Jude Emelifeonwu, Vijay Pereira, Raphael Oseghale, James Gaskin, Uthayasankar Sivarajah, Angappa Gunasekaran Jan 2022

Demystifying The Roles Of Organisational Smart Technology, Artificial Intelligence, Robotics And Algorithms Capability: A Srategy For Green Human Resource Management And Environmental Sustainability, Samuel Ogbeibu, Jude Emelifeonwu, Vijay Pereira, Raphael Oseghale, James Gaskin, Uthayasankar Sivarajah, Angappa Gunasekaran

Faculty Publications

With growing climate change concerns, and constant advancements in smart technology, artificial intelligence, robotics, and algorithms (STARA), organisations in emerging economies are becoming more compelled to go green, develop and deploy their STARA capability to boost profits more effectively, and their environmental sustainability (ES). Likewise, with governments increasingly calling for ES, organisations' human resource management (HRM) is further pressured to ensure their programmes aid realisation of environmental objectives without compromising profit maximisation. However, it remains unclear how complementary Green HRM (GHRM) programmes can be supported by organisational STARA capability (OSC) to bolster ES. Accordingly, we investigate how OSC and GHRM …

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Impressions Matter More Than Privacy: The Moderating Roles Of Affordances In The Relation Between Social Anxiety And Online Safety- Seeking Behaviors, Xue-Qin Yin, Sebastian Scherr, Lin Jin, James Gaskin, Jin-Liang Wang Jan 2022

Impressions Matter More Than Privacy: The Moderating Roles Of Affordances In The Relation Between Social Anxiety And Online Safety- Seeking Behaviors, Xue-Qin Yin, Sebastian Scherr, Lin Jin, James Gaskin, Jin-Liang Wang

Faculty Publications

Though socially anxious individuals tend to seek safety, little is known about whether this relationship depends on context, including the affordances of social networking sites (SNSs) to provide anonymity and publicness, and whether safety-seeking can be explained by impression management, privacy calculus or both. Based on the psychobiological model of social anxiety, we conducted two studies (Study 1: N = 103, Study 2: N = 1,184) to examine the contextual dependence of safety-seeking behaviors and to disentangle which types of concerns mediate the effect of social anxiety on safety-seeking behaviors. Results indicated that socially anxious individuals tend to seek safety …

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Measuring Social Connectedness During Shared Leisure Activities Using Oxytocin: A Comparison Of Sampling Urine Versus Saliva, Karen K. Melton, Camilla Hodge, Madeline L. Haron, Maria Boccia Jan 2022

Measuring Social Connectedness During Shared Leisure Activities Using Oxytocin: A Comparison Of Sampling Urine Versus Saliva, Karen K. Melton, Camilla Hodge, Madeline L. Haron, Maria Boccia

Faculty Publications

Leisure experiences are often associated with social connectedness. One measure of social connection underutilized in leisure studies is the neurohormone oxytocin. This methodological note considers issues researchers need to address when incorporating oxytocin in their study design. Noninvasive sources for sampling oxytocin include saliva and urine; however, the decision about which method to employ is not well documented. This study provides the first methodological note on collecting oxytocin in leisure studies and provides a comparison of urine vs. saliva measures for oxytocin in the context of leisure activities. Our findings indicate that urine samples are more sensitive to oxytocin change …

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Parent–Child Leisure And Parent Affect: The Role Of Family Structure, Camilla Hodge, Jocelyn Wikle Jan 2022

Parent–Child Leisure And Parent Affect: The Role Of Family Structure, Camilla Hodge, Jocelyn Wikle

Faculty Publications

This study evaluates differences in parent–child leisure and parent affect across single- and two-parent families. The Ecology of Family Experiences framework suggests contextual factors such as family structure and the novelty of the activity environment contribute to heterogeneity in how parents experience leisure, partly because constraints may differ across family structures. Using a large, nationally representative data sample of parents from the American Time Use Survey (N = 78,353), this study shows single-parents experience leisure deficits compared to other parents, and leisure deficits are greatest in home-based leisure. Additionally, using a subsample (N = 16,214), we found that at-home leisure …

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Ecology Of Family Experiences: Contextualizing Family Leisure For Human Development & Family Relations, Karen K. Melton, Camilla Hodge, Mat D. Duerden Jan 2022

Ecology Of Family Experiences: Contextualizing Family Leisure For Human Development & Family Relations, Karen K. Melton, Camilla Hodge, Mat D. Duerden

Faculty Publications

All family leisure is not equal. Yet, little is known about the mechanisms linking different types of family leisure to different human development and family relations outcomes. The Ecology of Family Experiences (EFE) framework provides a sensitizing lens for the study of the conditions under which family leisure is beneficial to individuals and families. Specifically, the framework suggests three domains—Family, Activity, and Time—iteratively interact to generate different levels of individual and family outcomes (i.e., responses, meaning, and development). The EFE necessitates research built on ecologically valid study designs that incorporate innovative measurement approaches. Scholars using such approaches can increase the …

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