scholarly journals Canonical Correlation of Multivariate Regression Analysis on Economic Factors in Nigeria

Author(s):  
E. E. Bassey ◽  
U. P. Akra

This research is on canonical correlation of multivariate regression analysis on economic factors in Nigeria. This study aim to analyze the effect of Nigerian macroeconomic factors and also to investigate the relationship between the factors for the period of 1985-2014. Four macroeconomic variables (economic factors) used in this research are Gross Domestic Product (GDP), Currency in Circulation (CIC), Foreign Trade and Inflation. Canonical correlation analysis under Multivariate regression was used for association between the variables. The result showed that there is a significant relationship between GDP and all the variables considered at (0.01) level of significant with the exception of inflation which showed negative and no significant relationship. However, the results also revealed that the economy of Nigeria is been affected by volume of economic factor returns.

Author(s):  
Sajid Iqbal ◽  
Saima Nasir Chaudry ◽  
Nadeem Iqbal

The current study aims to explore the relationship of firm’s specific factors i-e profitability, ROA, leverage and bank size on credit risk. The population of the study consists of manufacturing sector of Pakistan. The sample of study is cement sector of Pakistan. The sample units are 22 and listed at Karachi stocks exchange. The multivariate regression analysis is used to test the data of sample. The study revealed negative significant relationship of all firm specific factors with credit risk in Pakistan. Thus, the study supported historic investigations regarding credit risk.


2017 ◽  
Vol 8 (1) ◽  
pp. 1 ◽  
Author(s):  
Leonis Marchalina ◽  
Hartini Ahmad

Employees’ commitment seems to be vital in decision making for any organizations in order to be able in business competition and to adapt with changes. The commitment among employees can be a crucial tool for improving their performance in organizations. Communication is needed to raise awareness among employees on the need of change as well as creating the readiness to the change whereby it leads to the commitment to change. The objective of this paper is to examine the influence of internal communication on employees’ commitment to change. Apparently, this issue likely has attracted the attention among either scholars or researchers. The theoretical contribution has been added in this study by investigating the effect of internal communication in influencing employees’ commitment to change. A survey of structured questionnaire was conducted in five-hundred fifty employees in Malaysian large companies. The significant relationship has been found between internal communication and employees’ commitment to change through multivariate regression analysis. Moreover, the implications to practice and theory are discussed.


Author(s):  
Zinab Adelmand ◽  
Fatemeh Adelmand ◽  
Tahmineh Adelmand ◽  
Maryam Zarnaghash

<p>The aim of this study was to investigate the effect of social capital on 15-to-19-year-old juveniles’ delinquency. Regarding this objective, Yang internet addiction questionnaire (1996) was used to collect the data. This questionnaire contains 20questions classified in some groups. Results of Multivariate Regression Analysis for explaining delinquency indicate that among the variables selected in the analytical model of this study, 5 factors(religious life style, modern life style (friends network), family control, communications (the relationship between social capital and the groups), the respondents’ fathers’ income) have had a significant effect on delinquency and have remained in the equation. After entering these five variables, the entry of new variables have been stopped. In fact, these five variables totally explain 36/1% changes of the dependent variable (delinquency.</p><p> </p><p>Keywords: delinquency, Social Capital</p>


PLoS ONE ◽  
2021 ◽  
Vol 16 (2) ◽  
pp. e0243407
Author(s):  
Kana Kudo ◽  
Tomoaki Inoue ◽  
Noriyuki Sonoda ◽  
Yoshihiro Ogawa ◽  
Toyoshi Inoguchi

Objective Previous reports have indicated that serum bilirubin levels may be associated with diabetic retinopathy. However, the detailed mechanism is not fully understood. In this study, we evaluated the relationship between the severity of diabetic retinopathy and various factors including bilirubin levels and factors influencing bilirubin metabolism. Methods The study participants consisted of 94 consecutive patients with diabetes mellitus admitted to Kyushu University Hospital from April 2011 to July 2012. The patients were classified into three groups: no retinopathy (NDR), simple retinopathy (SDR), and pre-proliferative or proliferative retinopathy (PDR). The relationship between the severity of retinopathy and various factors was evaluated using univariate and logistic regression analyses. In addition, multivariate regression analysis was performed to evaluate the significant determinants for bilirubin levels. Results In univariate analysis, a significant difference was found among NDR, SDR and PDR in bilirubin levels, duration of diabetes, systolic blood pressure, and macroalbuminuria. Logistic regression analysis showed that PDR was significantly associated with bilirubin levels, duration of diabetes, and systolic blood pressure (OR 0.737, 95% CI 0.570–0.952, P = 0.012; OR 1.085, 95% CI 1.024–1.149, P = 0.006; OR 1.036, 95% CI 1.011–1.062, P = 0.005, respectively). In turn, multivariate regression analysis showed that bilirubin levels were negatively associated with high-sensitivity C-reactive protein levels and PDR, but positively correlated with urinary biopyrrin levels, oxidized metabolites of bilirubin. Conclusion PDR was negatively associated with bilirubin levels. This negative association may be due to a decreased production of bilirubin rather than its increased consumption considering the positive association between bilirubin and biopyrrin levels.


2014 ◽  
Vol 962-965 ◽  
pp. 1275-1278
Author(s):  
Chao Cheng Chung ◽  
Sze Ting Chen ◽  
Yen Yen Chen ◽  
Chung Yi Chung

This study analysis the national determinant in the coffee consumption. The final dataset includes 136 countries and nine variables, coffee consumption, GDP, the number of vehicles per capita, and electricity consumption, education, tourism spending, literacy, drinking water quality population density, and the average life expectancy which are all collected from global international independent institutes. In our research, we use the regression model to interpret what the determinant can predict the coffee consumption in a country. We further discussed our research in descriptive statistics analysis, stepwise regression analysis, control some variables, and also multivariate regression analysis. The result showed that the economic factor, i.e. the GDP, play the most important role in the coffee consumption and significantly. The R-Sq (Adj) for this regression model was 59.1%.


2015 ◽  
Vol 15 (6) ◽  
pp. 607-611 ◽  
Author(s):  
Jennifer Strahle ◽  
Brandon W. Smith ◽  
Melaine Martinez ◽  
J. Rajiv Bapuraj ◽  
Karin M. Muraszko ◽  
...  

OBJECT Chiari malformation Type I (CM-I) is often found in patients with scoliosis. Most previous reports of CM-I and scoliosis have focused on patients with CM-I and a spinal syrinx. The relationship between CM-I and scoliosis in the absence of a syrinx has never been defined clearly. The authors sought to determine if there is an independent association between CM-I and scoliosis when controlling for syrinx status. METHODS The medical records of 14,118 consecutive patients aged ≤ 18 years who underwent brain or cervical spine MRI at a single institution in an 11-year span were reviewed to identify patients with CM-I, scoliosis, and/or syrinx. The relationship between CM-I and scoliosis was analyzed by using multivariate regression analysis and controlling for age, sex, CM-I status, and syrinx status. RESULTS In this cohort, 509 patients had CM-I, 1740 patients had scoliosis, and 243 patients had a spinal syrinx. The presence of CM-I, the presence of syrinx, older age, and female sex were each significantly associated with scoliosis in the univariate analysis. In the multivariate regression analysis, older age (OR 1.02 [95% CI 1.01–1.03]; p < 0.0001), female sex (OR 1.71 [95% CI 1.54–1.90]; p < 0.0001), and syrinx (OR 9.08 [95% CI 6.82–12.10]; p < 0.0001) were each independently associated with scoliosis. CM-I was not independently associated with scoliosis when controlling for these other variables (OR 0.99 [95% CI 0.79–1.29]; p = 0.9). CONCLUSIONS A syrinx was independently associated with scoliosis in a large pediatric population undergoing MRI. CM-I was not independently associated with scoliosis when controlling for age, sex, and syrinx status. Because CM-I is not independently associated with scoliosis, scoliosis should not necessarily be considered a symptom of low cerebellar tonsil position in patients without a syrinx.


Author(s):  
Zinab Adelmand ◽  
Fatemeh Adelmand ◽  
Tahmineh Adelmand ◽  
Maryam Zarnaghash ◽  
Bijan Khajenoori

The aim of this study is to investigate the effect of social capital on 15-to-19-year-old juveniles’ delinquency. Regarding this objective, Yang internet addiction questionnaire (1996) was used to collect the data. This questionnaire contains 20 questions classified in some groups. Results of Multivariate Regression Analysis for explaining delinquency indicate that among the variables selected in the analytical model of this study, 5 factors (religious lifestyle, modern lifestyle (friends network), family control, communications (the relationship between social capital and the groups), the respondents’ fathers’ income) have had a significant effect on delinquency and have remained in the equation. After entering these five variables, the entry of new variables has been stopped. In fact, these five variables totally explain 36/1% changes of the dependent variable (delinquency). Keywords: delinquency; social capital;


2020 ◽  
Author(s):  
Kana Kudo ◽  
Tomoaki Inoue ◽  
Noriyuki Sonoda ◽  
Yoshihiro Ogawa ◽  
Toyoshi Inoguchi

ABSTRACTAims/IntroductionPrevious reports have indicated that serum bilirubin levels may be associated with diabetic retinopathy. However, the detailed mechanism is not fully understood. In this study, we evaluated the relationship between the severity of diabetic retinopathy and various factors including bilirubin levels and factors influencing bilirubin metabolism.MethodsThe study participants consisted of 94 consecutive patients with diabetes mellitus admitted to Kyushu University Hospital from April 2011 to July 2012. The patients were classified into three groups: no retinopathy (NDR), simple retinopathy (SDR), and pre-proliferative or proliferative retinopathy (PDR). The relationship between the severity of retinopathy and various factors was evaluated using univariate and logistic regression analyses. In addition, multivariate regression analysis was performed to evaluate the significant determinants for bilirubin levels.ResultsIn univariate analysis, a significant difference was found among NDR, SDR and PDR in bilirubin levels, duration of diabetes, systolic blood pressure, and macroalbuminuria. Logistic regression analysis showed that PDR was significantly associated with bilirubin levels, duration of diabetes, and systolic blood pressure (OR 0.737, 95% CI 0.570–0.952, P=0.012; OR 1.085, 95% CI 1.024–1.149, P=0.006; OR 1.036, 95% CI 1.011–1.062, P=0.005, respectively). In turn, multivariate regression analysis showed that bilirubin levels were negatively associated with high-sensitivity Creactive protein levels and PDR, but positively correlated with urinary biopyrrin levels, oxidized metabolites of bilirubin.ConclusionsPDR was negatively associated with bilirubin levels. This negative association may be due to a decreased production of bilirubin rather than its increased consumption considering the positive association between bilirubin and biopyrrin levels.


2019 ◽  
Author(s):  
Minjun Zhang ◽  
Guangxian You ◽  
Hongen Xu ◽  
Tao Song ◽  
Haibo Zhang ◽  
...  

Abstract Objectives The relationship between total lymphocyte counts (TLCs) and survival is not well documented in rectal cancer. This study aimed to investigate the association between TLCs and disease-free survival (DFS) and identify factors associated with lymphopenia in locally advanced rectal cancer patients receiving chemoradiotherapy. Methods Thirty-six patients with locally advanced rectal cancer were retrospectively analyzed. TLCs were evaluated before surgery (pre-S), before radiotherapy (pre-RT), and during concurrent chemoradiotherapy (CCRT). The relationship between TLCs and DFS was analyzed by univariate and multivariate analysis. Potential clinical factors associated with lymphopenia were also evaluated. Results Median TLC declined significantly during radiotherapy. Severe lymphopenia during CCRT was significantly associated with poorer DFS on Kaplan-Meier analysis (p=0.01), univariate regression analysis (p=0.036), and multivariate regression analysis (p=0.038). Pre-S TLCs (p=0.009) and pre-RT TLCs (p=0.042) were significantly associated with severe lymphopenia on univariate regression analysis; however, only pre-S TLCs (p=0.026) were significantly associated with severe lymphopenia on multivariate regression analysis. Conclusions Severe lymphopenia was a predictor of poorer DFS in patients with locally advanced rectal cancer receiving adjuvant chemoradiotherapy. Pre-S TLCs were predictors of severe lymphopenia. Further study is warranted to reduce the rate of severe lymphopenia.


2020 ◽  
Vol 19 (3) ◽  
pp. 2542
Author(s):  
I. A. Skripnikova ◽  
N. A. Alikhanova ◽  
E. K. Yaralieva ◽  
M. A. Myagkova ◽  
V. E. Novikov ◽  
...  

Aim. To assess the relationship of serum N-terminal pro-brain natriuretic peptide (NT-proBNP) levels with vascular wall condition and bone mineral density (BMD) in postmenopausal women.Material and methods. The cross-sectional study included 107 outpatients aged 45-82 years who signed informed consent. The inclusion criterion was a menopause during ≥1 year. The level of serum NT-proBNP was determined by electrochemiluminescence. BMD was assessed by dual energy x-ray absorptiometry. Intima-media thickness (IMT), the presence and number of atherosclerotic plaques were evaluated using carotid duplex scanning. Pulse wave velocity (PWV) and augmentation index were estimated by applanation tonometry. To assess 10-year cardiovascular risk, the SCORE high-risk charts were used. Using the Russian model of FRAX® score, 10-year fracture risk was assessed.Results. NT-proBNP level in women with postmenopause >10 years was significantly higher than in those with postmenopause <5 years — 98,7 vs 56,3 pg/ml (p<0,001), but there was no independent relationship according to the regression analysis. According to multivariate regression analysis adjusted for age, menopause duration, systolic blood pressure, hypercholesterolemia, smoking, elevated C-reactive protein and interleukin-6 levels, there were independent relationship between the following parameters: NT-proBNP and IMT (β=2,38, p<0,03), NT-proBNP and PWV (β=1,76, p<0,001). NT-proBNP level in patients with osteoporosis was significantly higher than in women with normal bone mass (p<0,01). A negative correlation was observed between NT-proBNP and BMD of the proximal femur (r=-0,26, p<0,05), while the relationship between BMD of the lumbar vertebrae (L1-L4) and NT-proBNP did not reach significance. In multivariate regression analysis, this relationship has not been confirmed. A positive correlation was obtained between cardiovascular risk (SCORE) and NT-proBNP levels (r=0,28, p<0,001). NT-proBNP levels did not differ in women with a high and low 10-year risk of both major osteoporotic fractures and femoral fractures.Conclusion. An independent relationship of NT-proBNP with vascular stiffness and preclinical atherosclerosis was demonstrated: IMT and PWV. This indicates the participation of NT-proBNP in the atherosclerosis development. The association of elevated NT-proBNP levels with osteoporosis is significant, but not independent, and is apparently related to other factors.


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