952 resultados para logistic regression predictors


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O crédito consignado é uma modalidade de empréstimo cujo valor da parcela incide sobre o salário do devedor. Com alto índice de adesão nos últimos anos, é o meio de acesso ao crédito mais comum entre os servidores públicos, pelas baixas taxas de juros, entre outros atrativos, o que contribui para expor a risco seus vencimentos com dívidas. Buscando atender ao objetivo principal de identificar se características do perfil demográfico dos servidores ativos da Universidade Federal do Espírito Santo (UFES) estão relacionadas ao comprometimento de seus rendimentos com empréstimos consignados, foi realizada uma pesquisa de abordagem quantitativa, utilizando dados cadastrais e financeiros do ano de 2013 destes servidores, obtidos no banco de dados institucional e através da aplicação de questionários, dos quais totalizaram 210 tidos como válidos. Todas as informações foram tratadas por meio de recursos estatísticos, como análise descritiva dos dados, tabelas de contingências com interpretação do valor do qui-quadrado e regressão logística. Os resultados indicam que as variáveis escolaridade, renda, número de dependentes e gênero estão associadas ao comprometimento da renda com empréstimos consignados e que os homens, apesar de aparecerem em maior número entre os que aderem a esse tipo de empréstimo, comprometem menos seus rendimentos com ele, quando comparados às mulheres. Indivíduos do gênero feminino, com menor nível de escolaridade e renda mais baixa foram os mais propensos a adquirirem empréstimos descontados em folha. Por fim, apesar das análises apontarem que apenas a ausência de educação financeira não explica o alto comprometimento da renda com consignado, muitos dos entrevistados afirmaram não dominar o tema e se sentirem despreparados para administrarem suas finanças pessoais. Nesse sentido, o plano de intervenção proposto no objetivo e descrito ao final da pesquisa, sugere que a instituição invista na educação financeira dos servidores; preste apoio psicológico aos sobreendividados e proíba o estímulo ao consumo no ambiente de trabalho.

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O objetivo deste estudo é estimar a prevalência de transtornos mentais de acordo com a situação de emprego por sexo, analisar associações entre os transtornos mentais e situação de emprego, bem como entre a busca de tratamento e situação de emprego dentre os respondentes com transtornos mentais nos últimos 12 meses. Além disso, pretende-se analisar a perda de dias de trabalho devido ao absenteísmo e ao presenteísmo associando-os com os transtornos mentais, dentre os trabalhadores. Os dados foram analisados a partir do Estudo São Paulo Megacity, um estudo de base populacional que avaliou os transtornos mentais em uma amostra probabilística de 5.037 adultos residentes na Região Metropolitana de São Paulo, utilizando a versão do Composite International Diagnostic Interview da Organização Mundial de Saúde. A amostra foi dividida em grupos de acordo com a situação de trabalho – trabalhadores, economicamente inativos e desempregados. A prevalência dos transtornos mentais foi estimada estratificada por sexo, bem como, as associações com as situações de emprego, características sócio-demográficas e procura por tratamento. O número médio de dias perdidos por absenteísmo e presenteísmo na população de trabalhadores foi estimado baseado na Escala de Avaliação de Incapacidade Organização Mundial de Saúde. Os efeitos a nível populacional e os custos financeiros também foram estimados. As associações foram medidas pelo Odds Ratio e calculada através do modelo de regressão logística multinomial. Do total da amostra (n= 5.035), 63% eram trabalhadores, 25% economicamente inativos e 12% desempregados. Os trabalhadores foram associados ao sexo masculino, menor idade, maior número de anos estudados e maior renda. As mulheres apresentaram maior prevalência de transtornos de humor e ansiedade. Os homens foram associados a qualquer transtorno mental, transtorno de humor e transtorno de ansiedade, as mulheres foram associadas a situação de emprego economicamente inactivas e desempregadas. Os homens cuja situação de emprego era trabalhador mostrou maiores prevalências nos transtornos de impulso-controle e nos transtornos por uso de substâncias psicoativas. As mulheres cuja situação de emprego era trabalhador e os homens cuja situação de emprego era economicamente inativos, tiveram maiores prevalências de transtornos mentais. Dentre respondentes com algum transtorno mental, os respondentes economicamente inativos apresentaram associação com a procura de tratamento de saúde geral e de saúde mental. A presença de algum transtorno mental foi associado com 26,8 dias/ano devido ao absenteísmo, 92,2 dias/ano devido ao presenteísmo e 125,9 dias/ano de perda total de trabalho. Os custos anuais da perda de trabalho foram estimados em R$ 2,6 bilhões por ano, correspondentes a R$ 690 milhões por ano devido ao absenteísmo, e R$ 1,9 bilhões por ano devido ao presenteísmo. Nossos resultados fornecem importantes informações epidemiológicas sobre os transtornos mentais e o impacto no trabalho que devem ser levadas em consideração na definição de prioridades para os cuidados em saúde e alocação de recursos.

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As doenças cardiovasculares são as principais causas de morte no mundo e muitos constituem os fatores de risco para essas doenças. Objetiva-se investigar o risco cardiovascular para evento coronariano agudo de acordo com o escore de Framingham em população adulta do município de Anchieta-ES. Estudo transversal com dados da linha de base do estudo Carmen Anchieta, iniciado em 2010. A amostra foi sistemática e estratificada por micro área de abrangência das Unidades de Saúde da Família, sexo e idade e 539 pessoas foram selecionadas para este estudo por terem os dados completos. Os dados foram coletados mediante entrevista no domicílio, exames laboratoriais de sangue, verificação da pressão arterial e antropometria nas Unidades de Saúde. As variáveis de exposição constituem escolaridade, raça-cor, renda familiar, residência em espaço urbano ou rural, estado civil, consumo de álcool, atividade física, índice de massa corpórea e autoavaliação de saúde. Para a classificação do risco cardiovascular utilizou-se o escore de Framingham. Foi realizada análise bivariada e regressão logística multinomial para testar a hipótese de associação entre as variáveis e o risco cardiovascular mediante o cálculo da razão de chances (RC) e intervalo de confiança de 95%. O nível de significância foi p < 0,05. Os resultados mostraram predominância de pessoas nas faixas etárias entre 25 a 54 anos, casadas, pardas, ensino fundamental incompleto, baixa renda, insuficientemente ativas, com sobrepeso e obesidade em mais da metade da amostra, 38,6% ingeriam bebida alcoólica e 55,7% relaram saúde muito boa ou boa. O risco cardiovascular foi baixo em 74%, intermediário em 11,3% e elevado em 14,7%. Estiveram associados ao risco cardiovascular intermediário ser analfabeto 8,89 (3,193-24,756), ter ensino fundamental incompleto 3,17 (1,450-6,964) e ser viúvo/ separado 2,55 (1,165-5,583) e associados ao risco cardiovascular elevado ser analfabeto 11,34 (4,281-30,049), ensino fundamental incompleto 2,95 (1,362-6,407) e autoavaliação da saúde muito ruim/ruim 2,98 (1,072-8,307) e regular 2,25 (1,294-3,925). Ser solteiro constituiu fator de proteção 0,40 (0,183-0,902).

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The disposition effect predicts that investors tend to sell winning stocks too soon and ride losing stocks too long. Despite the wide range of research evidence about this issue, the reasons that lead investors to act this way are still subject to much controversy between rational and behavioral explanations. In this article, the main goal was to test two competing behavioral motivations to justify the disposition effect: prospect theory and mean reversion bias. To achieve it, an analysis of monthly transactions for a sample of 51 Brazilian equity funds from 2002 to 2008 was conducted and regression models with qualitative dependent variables were estimated in order to set the probability of a manager to realize a capital gain or loss as a function of the stock return. The results brought evidence that prospect theory seems to guide the decision-making process of the managers, but the hypothesis that the disposition effect is due to mean reversion bias could not be confirmed.

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The purpose of this study is to investigate the contribution of psychological variables and scales suggested by Economic Psychology in predicting individuals’ default. Therefore, a sample of 555 individuals completed a self-completion questionnaire, which was composed of psychological variables and scales. By adopting the methodology of the logistic regression, the following psychological and behavioral characteristics were found associated with the group of individuals in default: a) negative dimensions related to money (suffering, inequality and conflict); b) high scores on the self-efficacy scale, probably indicating a greater degree of optimism and over-confidence; c) buyers classified as compulsive; d) individuals who consider it necessary to give gifts to children and friends on special dates, even though many people consider this a luxury; e) problems of self-control identified by individuals who drink an average of more than four glasses of alcoholic beverage a day.

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The primary goal of this paper is to comprehend the fundamental organizational differences between Brazilian franchise chains that only operate in the home market and Brazilian franchise chains that operate internationally. The sample chosen for this study comprehends 96 Brazilian franchises operating in the home market and 67 franchises with international operations; logistic regression was used to analyze data obtained from these sources. Our findings suggest that the development of a brand in international operations can be strategic for certain Brazilian franchise chains; this seems to be, however, a scarce resource for many franchises and it could be developed through international operations. With regard to the fees charged, the outcomes demonstrate that Brazilian franchises with international operations tend to charge lower fees from its franchisees to install new units. Regarding the monitoring and control of franchises, there is evidence that the monitoring capability is one of the determining factors in the development of Brazilian franchises international operations.

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ABSTRACTThe purpose of this paper is to address the issue of the implementation of global and local brands in Latin America by drawing on contingency theory to develop and test hypotheses relating to how product category characteristics affect the success of global and local brands in the region. Hypotheses are tested using data obtained from top brands rankings reported in five Latin American markets (Argentina, Brazil, the Caribbean and Central America, Chile and Mexico). The study design considers estimating a logistic regression on a binomial dependent variable measuring whether 475 top brands are global or local brands, with product category characteristics as independent variables. Results reveal that product categories related to subscriptions, local tastes, high-tech, and global citizenship do have an impact on the success of global and local brands in Latin America.

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Subsequent pregnancies in mothers of a birth cohort from Pelotas, Southern Brazil, were studied in relation to maternal and socio-economic factors. Within about 3 1/2 years of the cohort child's birth, 39% of mothers had experienced at least one further pregnancy. This proportion decreased with increasing maternal age, years of schooling and family income. A U-shaped trend was observed with respect to parity. Mothers who had delivered the cohort child by caesarean section were also less likely to have another pregnancy within that time. Logistic regression analysis showed that each of these factors remained significantly associated with further pregnancies after controlling for the remaining variables. Analysis of the first subsequent pregnancy showed that a high proportion of mothers had not wanted the pregnancy. Unwanted pregnancies were also significantly associated with older women, low educational status, higher parity and low family income.

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A controlled trial was performed with the purpose of investigating which factors could be considered of significant risk for the development of basal cell carcinoma. A total of 259 cases of basal cell carcinoma diagnosed from July 1991 to July 1992 were compared with 518 controls matched for age and sex. All subjects in both groups were white. Protocol data were submitted to statistical analysis by the chi-square test and by multiple conditional logistic regression analysis and the following conclusions were reached: 1) light skin color (types I and II of the Fitzpatrick classification), odds ratio of 2.8; outdoor work under constant sunlight, odds ratio of 5.0; the presence of actinic lesions due to exposure to the sun, odds ratio of 4.9, are risk factors perse. 2) Type III skin in the Fitzpatrick classification only represents a risk factor when the patient reports a history of intense sunburns, but not in the absence of such a history. 3) Sunburns per se do not represent a risk factor althorig the point made in item 2 of these conclusions is valid. 4) Other suspected risk factors whose significance was not confirmed by multiple conditioned logistic regression analysis were: residence in rural areas, light eyes and blond hair color, extent of the awareness of the "sun x skin cancer" relationship, familial occurrence of skin cancer, excessive exposure to the sun, and freckles appearing in childhood.

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OBJECTIVE: A case-control study of patients with pneumonia was conducted to investigate whether wheezing diseases could be a risk factor. METHODS: A random sample was taken from a general university hospital in S. Paulo City between March and August 1994 comprising 51 cases of pneumonia paired by age and sex to 51 non-respiratory controls and 51 healthy controls. Data collection was carried out by two senior paediatricians. Diagnoses of pneumonia and presence of wheezing disease were independently established by each paediatrician for both cases and controls. Pneumonia was radiologically confirmed and repeatability of information on wheezing diseases was measured. Logistic regression analysis was used to identify risk factors. RESULTS: Wheezing diseases, interpreted as proxies of asthma, were found to be an important risk factor for pneumonia with an odds ratio of 7.07 (95%CI= 2.34-21.36), when the effects of bedroom crowding (odds ratio = 1.49 per person, 95%CI= 0.95-2.32) and of low family income (odds ratio = 5.59 against high family income, 95%CI= 1.38-22.63) were controlled. The risk of pneumonia attributable to wheezing diseases is tentatively calculated at 51.42%. CONCLUSION: It is concluded that at practice level asthmatics should deserve proper surveillance for infection and that at public health level pneumonia incidence could be reduced if current World Health Organisation's guidelines were reviewed as to include comprehensive care for this illness.

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This paper studies all equity firms and shows which are in US firms, the main drivers of zero-debt policy. I analyze 6763 U.S. listed companies in years 1987-2009, a total of 77442 firms year. I find that financial constrained firms show a higher probability to become unlevered. In the opposite side, firms producing high cash flow are also likely to become unlevered, paying their debt. Some firms create economies of scale in the use of funds, increasing the probability of become unlevered. The industry characteristics are also important to explain the zero-debt policy. However is the high perception of risk, the most important factor influencing this extreme behavior, which is consistent with trade-off theory.

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OBJECTIVE: The aim of the study was to identify the variables that predict the revolving door phenomenon in psychiatric hospital at the moment of a second admission. METHODS: The sample consisted of 3,093 patients who have been followed during 5 to 24 years after their first hospital admission due to schizophrenia, and affective or psychotic disorders. Those who had had four or more admissions during the study period were considered as revolving door patients. Logistic regression analyses were used to assess the impact of gender, age, marital status, urban conditions, diagnosis, mean period of stay on the first admission, interval between the first and second admissions on the patterns of hospitalization. RESULTS: The variables with the highest predictive power for readmission were the interval between first and second admissions, and the length of stay in the first admission. CONCLUSIONS: These data may help public health planners in providing optimal care to a small group of patients with more effective utilization of the available services.

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INTRODUCTION: Although obesity is well recognized as a current public health problem, its prevalence and impact among pregnant women have been less investigated in Brazil. The objective of the study was to evaluate the impact of pre-obesity and obesity among pregnant women, describing its prevalence and risk factors, and their association with adverse pregnancy outcomes. METHODS: A cohort of 5,564 pregnant women, aged 20 years or more, enrolled at aproximately 20 to 28 weeks of pregnancy, seen in prenatal public clinics of six state capitals in Brazil were followed up, between 1991 and 1995. Prepregnancy weight, age, educational level and parity were obtained from a standard questionnaire. Height was measured in duplicate and the interviewer assigned the skin color. Nutritional status was defined using body mass index (BMI), according to World Health Organization (WHO) criteria. Odds ratios and 95% confidence interval were calculated using logistic regression. RESULTS: Age-adjusted prevalences (and 95% CI) based on prepregnancy weight were: underweight 5.7% (5.1%-6.3%), overweight 19.2% (18.1%-20.3%), and obesity 5.5% (4.9%-6.2%). Obesity was more frequently observed in older black women, with a lower educational level and multiparous. Obese women had higher frequencies of gestational diabetes, macrosomia, hypertensive disorders, and lower risk of microsomia. CONCLUSIONS: Overweight nutritional status (obesity and pre-obesity) was seen in 25% of adult pregnant women and it was associated with increased risk for several adverse pregnancy outcomes, such as gestational diabetes and pre-eclampsia.

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OBJECTIVE: To evaluate possible adverse reproductive outcomes in an area adjacent to a petrochemical plant in southern Brazil. METHODS: A review of 17,113 birth records of the main hospital of the municipality of Montenegro, southern Brazil, from 1983 to 1998 was carried out. Three groups of cases were selected: (1) newborns with major congenital malformations; (2) newborns with low birth weight (<2,500 g); and (3) stillborns (>500 g). A control was assigned to each case. Controls were the first newborns weighing > or = 2,500 g without malformations and of case-matching sex. Mother's residence during pregnancy was used as an exposure parameter. Statistical analyses were performed using Chi-square test or Fisher test, odds ratio, 0.05 significance level, and 95% confidence interval. RESULTS: For unadjusted analysis, it was found a correlation between low birth weight and geographical proximity of mother's residence to the petrochemical plant (OR = 1.66; 95% CI = 1.01--2.72) or residence on the way of preferential wind direction (OR = 1.62; 95% CI = 1.03--2.56). When other covariates were added in the conditional logistic regression (maternal smoking habits, chronic disease and age), there was no association. CONCLUSIONS: Despite final results were negative, low birth weight could be a good parameter of environmental contamination and should be closely monitored in the studied area.

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OBJECTIVES: To estimate the prevalence of occupational injuries and identify their risk factors among students in two municipalities. METHODS: A cross-sectional survey was conducted in public schools of the municipalities of Santo Antonio do Pinhal and Monteiro Lobato, Brazil. A stratified probabilistic sample was drawn from public middle and high schools of the study municipalities. A total of 781 students aged 11 to 19 years participated in the study. Students attending middle and high school answered a comprehensive questionnaire on living and working conditions, as well as aspects of work injuries, and health conditions. Multiple logistic regression models were fitted to estimate risk factors of previous and present occupational injuries. RESULTS: Of 781 students, 604 previously had or currently have jobs and 47% reported previous injuries. Among current workers (n=555), 38% reported injuries on their current job. Risk factors for work injuries with statistically significant odds ratio >2.0 included attending evening school, working as a housekeeper, waiter or brickmaker, and with potentially dangerous machines. CONCLUSIONS: The study results reinforce the need of restricting adolescent work and support communities to implement social promotion programs.