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1.
Sci Rep ; 14(1): 7004, 2024 03 25.
Article in English | MEDLINE | ID: mdl-38523154

ABSTRACT

Traditional survey methods can provide noisy data arising from recall, memory and other biases. Technological advances (particularly in neuroscience) are opening new ways of monitoring physiological processes through non-intrusive means. Such dense continuous data provide new and fruitful avenues for complementing self-reported data with a better understanding of human dynamics and human interactions. In this study, we use a survey to collect positive affect (feelings) data from more than 300 individuals over a period of 24 h, and at the same time, map their core activities (5000 recorded activities in total) with measurements of their heart rate variability (HRV). Our results indicate a robust correlation between the HRV measurements and self-reported affect. By drawing on the neuroscience and wellbeing literature we show that dynamic HRV results are what we expect for positive affect, particularly when performing activities like sleep, travel, work, exercise and eating. This research provides new insights into how to collect HRV data, model and interpret it.


Subject(s)
Exercise , Sleep , Humans , Heart Rate/physiology , Sleep/physiology , Exercise/physiology , Time
2.
Sci Rep ; 14(1): 1790, 2024 01 20.
Article in English | MEDLINE | ID: mdl-38245576

ABSTRACT

During the COVID-19 pandemic, several governments tried to contain the spread of SARS-CoV-2, the virus that causes COVID-19, with lockdowns that prohibited leaving one's residence unless carrying out a few essential services. We investigate the relationship between limitations to mobility and mental health in the UK during the first year and a half of the pandemic using a unique combination of high-frequency mobility data from Google and monthly longitudinal data collected through the Understanding Society survey. We find a strong and statistically robust correlation between mobility data and mental health survey data and show that increased residential stationarity is associated with the deterioration of mental wellbeing even when regional COVID-19 prevalence and lockdown stringency are controlled for. The relationship is heterogeneous, as higher levels of distress are seen in young, healthy people living alone; and in women, especially if they have young children.


Subject(s)
COVID-19 , Child , Humans , Female , Child, Preschool , COVID-19/epidemiology , SARS-CoV-2 , Pandemics , Communicable Disease Control , Outcome Assessment, Health Care , United Kingdom/epidemiology
3.
PLoS One ; 18(1): e0280473, 2023.
Article in English | MEDLINE | ID: mdl-36656848

ABSTRACT

This paper reports on a laboratory experiment designed specifically to test the influence of national pride on tax honesty while using a physiological marker to observe emotional responses to patriotic priming. Participants were exposed to one of three framing videos before earning income in a real effort task and were given the chance to declare their taxable income. We find that psychological priming through exposure to symbols of Australian national pride and national identity had a positive effect on the level of tax compliance among Australian but not non-Australians. In addition, non-Australians report lower tax compliance ratios in the treatment groups than in the control group which may indicate an outgroup effect. When exploring the potential of a physiological marker of national pride we observe two different types of physiological responses to the activation and effects of national pride and its impact on tax compliance among Australians. Iconic images activate the parasympathetic nervous system while sports scenes activate the sympathetic nervous system, but both types of images and responses are positively associated with tax compliance. In addition, we find that non-Australians resident in the country for more than a year report a higher level of tax compliance, and that there are some similarities in heart rate variability (HRV) responses between Australian citizens born in the country and those born overseas who have been in Australia for a longer period. Overall, the results support the proposition that identifying with an ingroup at a national level is important for tax compliance.


Subject(s)
Income , Taxes , Humans , Sympathetic Nervous System , Australia , Emotions
4.
Reprod Sci ; 30(5): 1651-1659, 2023 05.
Article in English | MEDLINE | ID: mdl-36401071

ABSTRACT

The global under-supply of sperm and oocyte donors is a serious concern for assisted reproductive medicine. Research has explored self-selected populations of gamete donors and their ex-post rationalisations of why they chose to donate. However, such studies may not provide the necessary insight into why the majority of people do not donate. Utilising the unique open form responses of a large sample (n = 1035) of online survey respondents, we examine the reasons participants cite when asked: "Why haven't you donated your sperm/eggs?." We categorise these responses into four core themes (conditional willingness, barriers, unconsidered, and conscientious objector) and eleven lower-order themes. We find that, on average, women are more conditionally willing (8.2% difference; p = 0.008) to participate in gamete donation than men. We also find that women are more likely than men to justify their non-donation based on their reproductive history (21.3% difference; p = 0.000) or kin selection and inclusive fitness (5.7% difference; p = 0.008). However, compared to women, men are more likely to validate their non-donation based on sociocultural or social norms (6% difference; p = 0.000) or religion (1.7% difference; p = 0.030). That so many of our study participants report in-principal willingness for future participation in gamete donation speaks to the need for increased research on understanding non-donor population preferences, motivations, and behaviours.


Subject(s)
Oocyte Donation , Semen , Male , Female , Humans , Tissue Donors , Spermatozoa , Oocytes , Surveys and Questionnaires
5.
PLoS One ; 16(12): e0261275, 2021.
Article in English | MEDLINE | ID: mdl-34882747

ABSTRACT

We conducted a framed field experiment to explore a situation where individuals have potentially competing social identities to understand how group identification and socialisation affect in-group favouritism and out-group discrimination. The Dictator Game and the Trust Game were conducted in Vietnam's Ho Chi Minh City on two groups of high school students with different backgrounds, i.e., French bilingual and monolingual (Vietnamese) students. We find strong evidence for the presence of these two phenomena: our micro-analysis of within- and between-school effects show that bilingual students exhibit higher discriminatory behaviour toward non-bilinguals within the same school than toward other bilinguals from a different school, implying that group identity is a key factor in the explanation of intergroup cooperation and competition.


Subject(s)
Group Processes , Schools/statistics & numerical data , Social Discrimination/statistics & numerical data , Social Identification , Students/psychology , Adolescent , Female , Humans , Male , Multilingualism
6.
Front Psychol ; 12: 681975, 2021.
Article in English | MEDLINE | ID: mdl-34531787

ABSTRACT

Does inadequate risk communication during uncertain times trigger the rise of conspiratorial ideas? We hypothesize that, where government COVID-19 risk communication started early, as measured by the number of days between the start of the communication campaign and the first case in the country, citizens are less likely to turn to conspiratorial explanations for the pandemic, which typically assign blame to powerful actors with secret interests. In Study 1a, we find strong support for our hypothesis in a global sample of 111 countries, using daily Google search volumes for QAnon as a measure of interest in QAnon, which is a conspiracy theory contending, among other things, that COVID-19 is a conspiracy orchestrated by powerful actors and aimed at repressing civil liberties. The effect is robust to a variety of sensitivity checks. In Study 1b, we show that the effect is not explainable by pre-pandemic cross-country differences in QAnon interest, nor by 'secular' rising interest in QAnon amid the pandemic. A one-standard deviation (26.2days) increase in communication lateness is associated with a 26% increase in QAnon interest. In pre-registered Study 2, we find limited support for the proposition that early communication reduces self-reported pandemic-related conspiratorial ideation in a sample of respondents from 51 countries. Overall, our results provide evidence that interest in extreme ideas, like QAnon, are highly responsive to government risk communication, while less extreme forms of conspiracism are perhaps less so.

7.
Sci Rep ; 11(1): 14016, 2021 07 07.
Article in English | MEDLINE | ID: mdl-34234190

ABSTRACT

During the first wave of the COVID-19 pandemic, we collected over 12,000 responses from a survey of scientists, who were asked to express their opinions on immunity certificates (also called "immunity passports") as a potential instrument to lessen the impact of the crisis. Overall, we find that scientists perceive immunity certificates as favorable for public health (50.2%) and the state of the economy (54.4%) while one-fifth (19.1%) and one-sixth (15.4%) disagree. Scientists stipulate some concerns about fairness (36.5%) and inequality (22.4%) arising from implementation of immunity certification. We find some smaller differences among scientific fields, particularly between health scientists and social scientists, with the latter being slightly more positive about the effect of immunity certification. Scholars in the United States, including health scientists, are more likely to view the immunity certificates favorably and mention fewer concerns about this policy's effect on fairness and inequality. Female scholars are significantly less in favor of immunity certificates, while scientists with more conservative political views hold more favorable opinions. Our results reveal that given the uncertainties during an early phase of a pandemic, scientists see scope for immunity certification to lessen the general societal impacts of the crisis.

8.
PLoS One ; 16(5): e0250151, 2021.
Article in English | MEDLINE | ID: mdl-34010298

ABSTRACT

Because sexual attraction is a key driver of human mate choice and reproduction, we descriptively assess relative sex differences in the level of attraction individuals expect in the aesthetic, resource, and personality characteristics of potential mates. As a novelty we explore how male and female sexual attractiveness preference changes across age, using a dataset comprising online survey data for over 7,000 respondents across a broad age distribution of individuals between 18 and 65 years. In general, we find that both males and females show similar distribution patterns in their preference responses, with statistically significant sex differences within most of the traits. On average, females rate age, education, intelligence, income, trust, and emotional connection around 9 to 14 points higher than males on our 0-100 scale range. Our relative importance analysis shows greater male priority for attractiveness and physical build, compared to females, relative to all other traits. Using multiple regression analysis, we find a consistent statistical sex difference (males relative to females) that decreases linearly with age for aesthetics, while the opposite is true for resources and personality, with females exhibiting a stronger relative preference, particularly in the younger aged cohort. Exploring non-linearity in sex difference with contour plots for intelligence and attractiveness across age (mediated by age) indicates that sex differences in attractiveness preferences are driven by the male cohort (particularly age 30 to 40) for those who care about the importance of age, while intelligence is driven by females caring relatively more about intelligence for those who see age as very important (age cohort 40 to 55). Overall, many of our results indicate distinct variations within sex at key life stages, which is consistent with theories of selection pressure. Moreover, results also align with theories of parental investment, the gender similarities hypothesis, and mutual mate choice-which speaks to the fact that the broader discipline of evolutionary mate choice research in humans still contains considerable scope for further inquiry towards a unified theory, particularly when exploring sex-difference across age.


Subject(s)
Aging/psychology , Beauty , Choice Behavior , Income , Personality , Sexual Behavior/psychology , Adolescent , Adult , Educational Status , Emotions , Female , Humans , Male , Middle Aged , Visual Perception
9.
Global Health ; 17(1): 57, 2021 05 20.
Article in English | MEDLINE | ID: mdl-34016146

ABSTRACT

BACKGROUND: The ongoing COVID-19 pandemic has highlighted the vast differences in approaches to the control and containment of coronavirus across the world and has demonstrated the varied success of such approaches in minimizing the transmission of coronavirus. While previous studies have demonstrated high predictive power of incorporating air travel data and governmental policy responses in global disease transmission modelling, factors influencing the decision to implement travel and border restriction policies have attracted relatively less attention. This paper examines the role of globalization on the pace of adoption of international travel-related non-pharmaceutical interventions (NPIs) during the coronavirus pandemic. This study aims to offer advice on how to improve the global planning, preparation, and coordination of actions and policy responses during future infectious disease outbreaks with empirical evidence. METHODS AND DATA: We analyzed data on international travel restrictions in response to COVID-19 of 185 countries from January to October 2020. We applied time-to-event analysis to examine the relationship between globalization and the timing of travel restrictions implementation. RESULTS: The results of our survival analysis suggest that, in general, more globalized countries, accounting for the country-specific timing of the virus outbreak and other factors, are more likely to adopt international travel restrictions policies. However, countries with high government effectiveness and globalization were more cautious in implementing travel restrictions, particularly if through formal political and trade policy integration. This finding is supported by a placebo analysis of domestic NPIs, where such a relationship is absent. Additionally, we find that globalized countries with high state capacity are more likely to have higher numbers of confirmed cases by the time a first restriction policy measure was taken. CONCLUSIONS: The findings highlight the dynamic relationship between globalization and protectionism when governments respond to significant global events such as a public health crisis. We suggest that the observed caution of policy implementation by countries with high government efficiency and globalization is a by-product of commitment to existing trade agreements, a greater desire to 'learn from others' and also perhaps of 'confidence' in a government's ability to deal with a pandemic through its health system and state capacity. Our results suggest further research is warranted to explore whether global infectious disease forecasting could be improved by including the globalization index and in particular, the de jure economic and political, and de facto social dimensions of globalization, while accounting for the mediating role of government effectiveness. By acting as proxies for a countries' likelihood and speed of implementation for international travel restriction policies, such measures may predict the likely time delays in disease emergence and transmission across national borders.


Subject(s)
COVID-19/prevention & control , Internationality , Quarantine/methods , COVID-19/transmission , Humans , Pandemics/prevention & control , Pandemics/statistics & numerical data , Quarantine/psychology , Quarantine/trends , Survival Analysis , Travel-Related Illness
10.
Health Econ ; 30(6): 1461-1479, 2021 06.
Article in English | MEDLINE | ID: mdl-33797147

ABSTRACT

Although violence in healthcare settings has become a common occurrence worldwide, there is limited evidence on the spillover effects of patient violence on physicians' medical decisions. Utilizing microdata on inpatients from a major public hospital, we investigated how extreme patient violence-the murder of a physician in China-affected physicians' treatment decisions and patient welfare in a hospital geographically distant from the murder site. By matching this patient dataset to physician profiles, we performed a difference-in-differences analysis in which the treatment group comprised patients admitted shortly before and after the murder shock, and the control group consisted of patients admitted during the same months in the previous year. Immediately after the shock, the provision of medical treatment was notably higher, with a 16.9% increase in the number of surgeries and a 9.5% increase in the treatment expenditures. However, patient health outcomes were worse, with an increased mortality rate of 0.9% points. Findings suggest that patient violence dramatically changed physician behavior, causing negative consequences on patients even when the healthcare workers were not direct victims of patient violence.


Subject(s)
Physicians , China , Delivery of Health Care , Health Personnel , Hospitals, Public , Humans , Violence
11.
Saf Sci ; 140: 105312, 2021 Aug.
Article in English | MEDLINE | ID: mdl-33897105

ABSTRACT

In this article, we argue for a novel adaptation of the Human Factors Analysis and Classification System (HFACS) to proactive incidence prevention in the public health and in particular, during and in response to COVID-19. HFACS is a framework of causal categories of human errors typically applied for systematic retrospective incident analysis in high-risk domains. By leveraging this approach proactively, appropriate, and targeted measures can be quickly identified and established to mitigate potential errors at different levels within the public health system (from tertiary and secondary healthcare workers to primary public health officials, regulators, and policymakers).

13.
Res Int Bus Finance ; 58: 101471, 2021 Dec.
Article in English | MEDLINE | ID: mdl-36540335

ABSTRACT

COVID-19 has had far-reaching global effects on the health and wellbeing of individuals on every continent. The economic and financial market response has been equally disastrous with high levels of volatility observed. This study explores the temporal relations between structural breaks, market volatility and government stay-at-home policy interventions and social distancing measures for 28 countries and their respective indices. We present results which indicate the establishment of stay-at-home policies influence sharp discontinuities in 15 of 28 markets (53.57 %) and increase market efficiency in 30 of 49 cases observed (61.22 %). These results indicate a small, statistically significant degree of stabilization in international financial markets responding to government stay-at-home policies and social distancing measures, a promising result for political actors concerned with economic performance during the public health response to the coronavirus 2019 pandemic.

14.
Sci Rep ; 10(1): 19931, 2020 11 16.
Article in English | MEDLINE | ID: mdl-33199737

ABSTRACT

Behavioural responses to pandemics are less shaped by actual mortality or hospitalisation risks than they are by risk attitudes. We explore human mobility patterns as a measure of behavioural responses during the COVID-19 pandemic. Our results indicate that risk-taking attitudes are a critical factor in predicting reductions in human mobility and social confinement around the globe. We find that the sharp decline in mobility after the WHO (World Health Organization) declared COVID-19 to be a pandemic can be attributed to risk attitudes. Our results suggest that regions with risk-averse attitudes are more likely to adjust their behavioural activity in response to the declaration of a pandemic even before official government lockdowns. Further understanding of the basis of responses to epidemics, e.g., precautionary behaviour, will help improve the containment of the spread of the virus.


Subject(s)
COVID-19/psychology , Locomotion , Pandemics/statistics & numerical data , Risk-Taking , Attitude to Health , COVID-19/epidemiology , Commerce/statistics & numerical data , Crowding , Humans , Leisure Activities , Transportation/statistics & numerical data , Travel/statistics & numerical data
15.
PLoS One ; 15(10): e0240644, 2020.
Article in English | MEDLINE | ID: mdl-33057450

ABSTRACT

Confidence in the health care system implies an expectation that sufficient and appropriate treatments will be provided if needed. The COVID-19 public health crisis is a significant, global, and (mostly) simultaneous test of the behavioral implications arising from this confidence. We explore whether populations reporting low levels of confidence in the health care system exhibit a stronger behavioral reaction to the COVID-19 pandemic. We track the dynamic responses to the COVID-19 pandemic across 38 European countries and 621 regions by employing a large dataset on human mobility generated between February 15 and June 5, 2020 and a broad range of contextual factors (e.g., deaths or policy implementations). Using a time-dynamic framework we find that societies with low levels of health care confidence initially exhibit a faster response with respect to staying home. However, this reaction plateaus sooner, and after the plateau it declines with greater magnitude than does the response from societies with high health care confidence. On the other hand, regions with higher confidence in the health care system are more likely to reduce mobility once the government mandates that its citizens are not to leave home except for essential trips, compared to those with lower health care system confidence. Regions with high trust in the government but low confidence in the health care system dramatically reduce their mobility, suggesting a correlation for trust in the state with respect to behavioral responses during a crisis.


Subject(s)
Attitude to Health , Coronavirus Infections/psychology , Movement , Pneumonia, Viral/psychology , Quarantine/psychology , Trust , COVID-19 , Coronavirus Infections/epidemiology , Coronavirus Infections/prevention & control , Europe , Humans , Pandemics/prevention & control , Pneumonia, Viral/epidemiology , Pneumonia, Viral/prevention & control , Travel/statistics & numerical data
16.
PLoS One ; 15(1): e0227536, 2020.
Article in English | MEDLINE | ID: mdl-31917815

ABSTRACT

Because the global shortage of blood and organ donors across all medical markets is a serious concern for health care provision, we aim in this study to better understand decisions (not) to participate in these two forms of medical donation, which can save or prolong another's life. Using unique responses from over 1,000 online survey respondents, we compare the reasons given for the donation decision given by blood and/or registered organ donors versus non-donors. To do so, we categorize responses based on five dimensions of language choice: egocentric (referring to self), social, moral, positively emotional, and negatively emotional. Our results reveal statistically significant differences between blood donors and non-donors in the use of all five categories. With respect to organ donation, we find statistically significant differences between donors and non-donors in the use of social, moral and positive emotional terms but not in the use of egocentric or negatively emotional justifications. Such results suggest that the 'gift of life' terminology used universally to market to potential blood and organ donors may only be relevant in the blood donation market and unlikely to incentivize or change organ donation behaviour.


Subject(s)
Blood Donors/psychology , Decision Making , Terminology as Topic , Tissue Donors/psychology , Humans , Multivariate Analysis , Surveys and Questionnaires
17.
JAMA Netw Open ; 2(7): e197168, 2019 07 03.
Article in English | MEDLINE | ID: mdl-31314116

ABSTRACT

Importance: Misuse and overselling of over-the-counter pharmaceuticals poses a major burden on both private and public health expenditures. Objective: To seek evidence on whether over-the-counter medication dispensing behavior complies or conflicts with the protocols indicated in practice standards and guidelines of a national professional pharmacy organization. Design, Setting, and Participants: This quality improvement study was undertaken in 205 pharmacies in the wider Brisbane, Australia, area. Two standardized patient (SP) scenarios were developed to evaluate noncompliant behavior. Data collection for scenario 1 was conducted between November 23 and December 9, 2016. Data collection for scenario 2 was conducted between September 1 and 28, 2017. A 2-sample test of proportions and a probit regression model were used to evaluate the likelihood of noncompliant treatments and overtreatments in each case scenario. Statistical analysis was performed from January 30 to June 21, 2018, and revised in May 2019. Main Outcomes and Measures: Outcomes were the observed likelihood of noncompliant treatments and overtreatments. Noncompliance is defined as treatments not complying with practice standards and guidelines set by the professional pharmacy society. Noncompliant treatments include undertreatment (patient did not receive necessary treatment) and overtreatments (patient was supplied with more than sufficient treatments) in both scenarios. Results: In scenario 1, 9 trained female SPs visited 89 pharmacies to request emergency hormonal contraception from pharmacy staff. In 45 cases, SPs reported having unprotected intercourse within the last 24 hours (case 1A), and in 44 cases, SPs reported having unprotected intercourse more than 72 hours ago (case 1B), which is past the efficacy threshold of over-the-counter emergency hormonal contraception. In scenario 2, 11 SPs (5 male and 6 female) visited 150 pharmacies (154 visits in total) to request treatment for family members or a partner with symptoms indicating bacterial conjunctivitis (case 2A; n = 73) or viral conjunctivitis (case 2B; n = 81). In scenario 1-dispensing emergency hormonal contraception when physician referral is recommended-21 of 44 pharmacists (47.7%) in case 1B violated the recommendation by selling the over-the-counter medication. With the inclusion of both no physician referral and emergency hormonal contraception sold, this rate increased to 79.5% (35 of 44 pharmacists). In scenario 2-1 case each of bacterial and viral conjunctivitis-overtreatment occurred in 55 of 154 cases (35.7%). In both scenarios, 140 of 243 pharmacies (57.6%) followed dispensing behavior compliant with the protocol, while 76 of 243 pharmacies (31.3%) involved some form of overtreatment or overselling of medication. Some evidence of an association between sex of SP and pharmacist was also found. Conclusions and Relevance: Although the market for dispensing over-the-counter medication in Australia is regulated, relatively high rates of overtreatment and some cases of undertreatment were observed in this study. Given the unintended adverse effects, including overuse of antibiotics and corticosteroids, these observations suggest the advisability of regulatory intervention ensuring compliance with professional protocols.


Subject(s)
Guideline Adherence/statistics & numerical data , Health Services Misuse/statistics & numerical data , Nonprescription Drugs , Pharmacy/standards , Adolescent , Adult , Australia , Humans , Patient Simulation , Quality Improvement , Referral and Consultation/statistics & numerical data , Societies , Young Adult
18.
PLoS One ; 13(12): e0209362, 2018.
Article in English | MEDLINE | ID: mdl-30566438

ABSTRACT

Professional football is a globalized game in which players are the most valuable assets for clubs. In this study, we explore the evolution of the football players' transfer network among 21 European first leagues between the seasons 1996/1997 and 2015/2016. From a topological point of view, we show that this network achieved an upper limit expansion around season 2007/2008, thereafter becoming more connected and dense. Using a machine learning approach based on Self-Organizing Maps and Principal Component Analysis we confirm that European competitions, such as the UEFA Champions League or UEFA Europa League, are indeed a "money game" where the clubs with the highest transfer spending achieve better sportive performance. Some clubs' transfer market activities also affect domestic performance. We conclude from our findings that the relationship between transfer spending and domestic or international sportive performance might lead to substantial inequality between clubs and leagues, while potentially creating a virtuous (vicious) circle in which these variables reinforce (weaken) each other.


Subject(s)
Athletes , Athletic Performance/economics , Models, Economic , Soccer/economics , Datasets as Topic , Europe , Humans , Machine Learning , Male , Principal Component Analysis/methods
19.
Arch Sex Behav ; 47(8): 2397-2406, 2018 11.
Article in English | MEDLINE | ID: mdl-30255409

ABSTRACT

Using a unique dataset of 7479 respondents to the online Australian Sex Survey (July-September 2016), we explored factors relevant for individuals who self-identify as one of the many possible nonbinary gender options (i.e., not man or woman). Our results identified significant sex differences in such factors; in particular, a positive association between female height, higher educational levels, and greater same-sex attraction (female-female) versus a negative effect of lower income levels and more offspring. With respect to sex similarities, older males and females, heterosexuals, those with lower educational levels, and those living outside capital cities were all more likely to identify as the historically dichotomous gender options. These factors associated with nonbinary gender identification were also more multifaceted for females than for males, although our interaction terms demonstrated that younger females (relative to younger males) and nonheterosexuals (relative to heterosexuals) were more likely to identify as nonbinary. These effects were reversed, however, in the older cohort. Because gender can have such significant lifetime impacts for both the individual and society as a whole, our findings strongly suggest the need for further research into factors that impact gender diversity.


Subject(s)
Gender Identity , Adolescent , Adult , Aged , Aged, 80 and over , Australia , Female , Humans , Male , Middle Aged , Sex Factors , Social Class , Surveys and Questionnaires , Young Adult
20.
Psychol Sci ; 29(8): 1370-1375, 2018 08.
Article in English | MEDLINE | ID: mdl-29932820

ABSTRACT

Using a unique cross-sectional data set of dating website members' educational preferences for potential mates ( N = 41,936), we showed that women were more likely than men to stipulate educational preferences at all ages. When members indifferent to educational level were excluded, however, the specificity of men's and women's preferences did differ for different age groups. That is, whereas women expressed more refined educational preferences during their years of maximum fertility, their demand specificity decreased with age. Men's specificity, in contrast, remained stable until the 40s, when it was greater than that of postreproductive women, and then was higher during their peak years of career-earnings potential. Further, when individuals' level of education was controlled for, women (compared with men) were more likely to state a higher minimum preference for educational level in a potential mate.


Subject(s)
Choice Behavior , Educational Status , Marriage , Sex Characteristics , Adult , Age Factors , Female , Humans , Internet , Male , Middle Aged
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