scholarly journals A Real Data-Driven Analytical Model to Predict Happiness

Author(s):  
Aditya Chakraborty ◽  
Chris P. Tsokos

Abstract Purpose: Philosophers and many modern-day researchers are convinced by the fact that the pursuit of happiness is the ultimate goal for humankind. Aristotle believed that the utmost goal of human life was eudaimonia (interpreted as “happiness,” “human flourishing,” or “a good life.”). Recently, many economists and physiologists have been doing applied research in the areas of subjective well-being (SWB) or happiness and trying to understand how it improves the quality of life of individual beings. Thus, searching for a data-driven analytical model is crucial to predict SWB and enhance the quality of lifeMethods: Our present study utilizes the world happiness database obtained from the Gallup World Poll on the happiness of 156 countries. However, our study focuses on using only the data of fifty-four developed countries, based on the human development index (HDI). We have developed a non-linear analytical model that predicts the average happiness score based on eleven risk factors with a high degree of accuracy. We also compared our analytical model with three other statistical models, and our model outperformed the rest of the three in terms of RMSE and MAE. Results: Our analytical model includes five important findings. The response of the proposed model is the average score of happiness of individuals in developed countries. In addition to predicting the happiness score, our model identifies the individual risk factors and their corre-sponding interactions that significantly contribute to happiness. We rank these risk factors by their percentage of contributions to the happiness score. We also proceed to rank the developed countries with respect to their predicted happiness score from our developed model. From our study, we found Finland being number one, followed by Denmark. The U.S is fifth and Romania being 54th.Conclusion: The proposed model offers other useful information on the subject area. Our ana-lytical model has been validated and tested to be of high quality, and our prediction of happiness is with a high degree of accuracy. We created a survey questionnaire (appendix 1) based on the data that can be used along with our model by any company for the strategic planning or decision making.

1970 ◽  
Vol 2 (1) ◽  
pp. 53-59
Author(s):  
Ralph K. Davidson

Today, the need for economic development is self-evident to the millions of people in Asia, Africa and Latin America who suffer from malnutrition, are ill-housed, poorly educated, and either unemployed or grossly underemployed. The ultimate objective of economic development is to raise the standard of life – the quality of life - for the mass of the people, to widen their area of choice, to open up new opportunities for human well-being. The less developed countries have two-thirds of the 3.5 billion people but receive only 12.5 percent of the world's gross national product. Life appears to be an economic treadmill with the future blighted by an excessive rate of population growth for millions of people. India provides a good illustration of the problem. With an estimated population of 525 million at mid-1968, India had 15 percent of the world's population, 2.4 percent of the world's land area, hardly 2 percent of the world's income, and an annual per capita income level of around $75.


Author(s):  
Ilona Stolpner ◽  
Jörg Heil ◽  
Fabian Riedel ◽  
Markus Wallwiener ◽  
Benedikt Schäfgen ◽  
...  

Abstract Background Poor patient-reported satisfaction after breast-conserving therapy (BCT) has been associated with impaired health-related quality of life (HRQOL) and subsequent depression in retrospective analysis. This prospective cohort study aimed to assess the HRQOL of patients who have undergone BCT using the BREAST-Q, and to identify clinical risk factors for lower patient satisfaction. Methods Patients with primary breast cancer undergoing BCT were asked to complete the BREAST-Q preoperatively (T1) for baseline evaluation, then 3 to 4 weeks postoperatively (T2), and finally 1 year after surgery (T3). Clinicopathologic data were extracted from the patients’ charts. Repeated measures analysis of variance (ANOVA) was used to determine significant differences in mean satisfaction and well-being levels among the test intervals. Multiple linear regression was used to evaluate risk factors for lower satisfaction. Results The study enrolled 250 patients. The lowest baseline BREAST-Q score was reported for “satisfaction with breast” (mean, 61 ± 19), but this increased postoperatively (mean, 66 ± 18) and was maintained at the 1 year follow-up evaluation (mean, 67 ± 21). “Physical well-being” decreased from T1 (mean, 82 ± 17) to T2 (mean, 28 ± 13) and did not recover much by T3 (mean, 33 ± 13), being the lowest BREAST-Q score postoperatively and in the 1-year follow-up evaluation. In multiple regression, baseline psychosocial well-being, body mass index (BMI), and type of incision were risk factors for lower “satisfaction with breasts.” Conclusion Both the aesthetic/surgery-related and psychological aspects are equally important with regard to “satisfaction with breasts” after BCT. The data could serve as the benchmark for future studies.


Author(s):  
Sara Oliveira ◽  
Marina Cunha ◽  
António Rosado ◽  
Cláudia Ferreira

This study aimed to test a model that hypothesized that the compassionate coach, as perceived by the athletes, has an impact on athlete-related social safeness and psychological health, through shame and self-criticism. The sample comprised 270 Portuguese adult athletes, who practiced different competitive sports. The path analysis results confirmed the adequacy of the proposed model, which explained 45% of the psychological health’s variance. Results demonstrated that athletes who perceive their coaches as more compassionate tend to present higher levels of social safeness (feelings of belonging to the team) and of psychological health, through lower levels of shame and self-criticism. These novel findings suggest the importance of the adoption of supportive, warm, safe, and compassionate attitudes from coaches in athletes’ mental health. This study also offers important insights by suggesting that feelings of acceptance and connectedness in team relationships may be at the root of athletes’ emotional processes and well-being.


2019 ◽  
Vol 26 (13) ◽  
pp. 1386-1395 ◽  
Author(s):  
Joy Van de Cauter ◽  
Dirk De Bacquer ◽  
Els Clays ◽  
Delphine De Smedt ◽  
Kornelia Kotseva ◽  
...  

Background Coronary heart disease (CHD) can lead to loss of workability and early retirement. We aimed to investigate return to work (RTW) and its relationship towards psychosocial well-being and health-related quality of life (HRQoL). Design Secondary analyses were applied to cross-sectional data from the EUROASPIRE IV survey (European Action on Secondary and Primary prevention through Intervention to Reduce Events). Methods Participants were examined and interviewed at 6–36 months following the recruiting event. Psychosocial well-being and HRQoL were evaluated by completing the ‘Hospital Anxiety and Depression Scale’ and ‘HeartQoL’ questionnaire. Using generalised mixed models, we calculated the odds ratios for RTW. Depression, anxiety and adjusted means of HeartQoL were estimated accounting for RTW. Results Out of 3291 employed patients, the majority (76.0%) returned to work, of which 85.6% were men, but there was a general underrepresentation of women. Young ( p < 0.001), high-educated ( p < 0.001) patients without prior cardiovascular events ( p < 0.05) were better off regarding RTW. No significant associations with CHD risk factors and cardiac rehabilitation were established. Those that rejoined the workforce were less susceptible to psychosocial distress (anxiety/depression, p < 0.001) and experienced a better quality of life ( p < 0.001). Conclusion These findings provide evidence that non-modifiable factors (sociodemographic factors, cardiovascular history), more than classical risk factors, are associated with RTW, and that patients who resume work display better psychosocial well-being and HRQoL. Our results illustrate a need for tailored cardiac rehabilitation with a focus on work-related aspects, mental health and HRQoL indicators to reach sustainable RTW, especially in vulnerable groups like less educated and elderly patients.


Author(s):  
Rehan Ahmad Khan Sherwani ◽  
Sajjad Ali Gill ◽  
Saba Younus ◽  
Sana Saeed ◽  
Nadia Saeed ◽  
...  

Introduction: The objectives of this study is to determine the risk factors of lung cancer were patients and investigate the quality of life of lung cancer survivors. The occupational, smoking, personal, environmental and family history of the survivors are investigated. The well-being of the survivors with physical and social norms not were also studied. Methods: Risk factors and quality of life from a sample of 50 lung cancer patients investigated through a self-administered questionnaire after getting consent from the hospital management and the patients. All the analysis has been done in SPSS 21. Results: Most of the lung cancer patients were male smokers with a strong history of smoking, and more than half of the respondents inhaled while smoking cigarettes. The significant risk factors among non-smokers are occupational history, personal history, environmental history, and family history. The impact of environmental history with smoking history is observed in lung cancer patients. The physical well-being of the patients is considerably affected by the disease and the pain in their daily activities. Conclusion: Smoking remained the leading risk factor of lung cancer patients followed by radon. However, family history is found statistically significant in the prevalence of lung cancer. Authorities should draw and implement some guiding rules to control smoking, radon, and air pollution, particularly in residential areas.


Author(s):  
Peter Railton

Justice would appear to require that those who are the principal beneficiaries of a history of economic and political behavior that has produced dramatic climate change bear a correspondingly large share of the costs of getting it under control. Yet a widespread material ideology of happiness suggests that this would require sacrificing “quality of life” in the most-developed countries—hardly a popular program. However, an empirically-grounded understanding of the nature and function of “subjective well-being”, and of the factors that most influence it, challenges this ideology and suggests instead that well-being in more-developed as well as less-developed societies could be improved consistently with sustainable resource-utilization. If right, this could refocus debates over climate change from the sacrifice of “quality of life” to the enhancement and more equitable distribution of well-being within a framework of sustainable relations with one another and with the rest of nature.


Author(s):  
Egor Aleksandrovich Perevezentsev ◽  
Nadezhda Ilyinichna Gurvich ◽  
Dmitriy Olegovich Kurbakov ◽  
Liliya Rustamovna Zakerova

The article discusses the dynamics of morbidity and risk factors that influence the occurrence of benign prostatic hyperplasia (BPH). An increase in the number of diseases of the genitourinary system, among which prostate diseases account for about 25%, is an important medical and social problem, as the symptoms of BPH significantly reduce the quality of life of men. The main parameters of the quality of life of patients with BPH include not only the severity of the signs of the disease, but also the mental well-being and self-awareness of physiological and psychological well-being. Early diagnosis and elimination of risk factors for the development of BPH makes it possible to start timely treatment. Among surgical approaches, transurethral methods are currently the most common: transurethral resection, transurethral enucleation with a bipolar loop and bipolar vaporesection of prostate.


Author(s):  
Carla Morer ◽  
Alfredo Michan-Doña ◽  
Antonio Alvarez-Badillo ◽  
Pilar Zuluaga ◽  
Francisco Maraver

Strokes are a leading cause of disability in developed countries. Patients with disabilities need rehabilitation to improve their physical functioning, mental status, and quality of life. Currently, no high-quality evidence can be found attesting the benefits of any of the interventions that are nowadays used. Water-based exercise may improve the physical conditions and quality of life of people in the post-stroke phase. The objective of this study is to test whether aquatic therapy in an enriched environment at the seaside (a thalassotherapy center) could play a role in this condition. A quasi-experimental prospective study consisting of a specific program assessed 62 patients with a mild–moderate disability pre- and post-2 weeks of intensive treatment. They followed a thalassotherapy regimen including aquatic therapy in a sea water pool at 32–34 °C for 45 min daily five times a week. The outcomes measured were the Berg Balance scale, the Timed Up and Go test, the 10-meter walking test, the 6-min walking test, the Pain Visual Analogue Scale, the WHO Well-being index, EuroQoL VAS and EuroQoL 5D. We observed a significant improvement in all outcomes measured (p < 0.001, except mobility EuroQoL p < 0.05), except in the other four dimensions of the EuroQoL 5D and 10-metre walking test (NS). Conclusion: A two-week intensive course of aquatic therapy and thalassotherapy may be beneficial in the short term by reducing pain and improving the functional status and overall well-being of post-stroke patients.


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