DMI Assignment Example | Topics and Well Written Essays - 750 words

DMI - Assignment display caseData was collected on the following variablesFor the variable on the time of study, the histogram shows that 61% of respondents studied at night while the remaining 39% studied during the day. Studying until late in the night female genitalia have an impact on the results as a student takes exam while the brain is listless and is not functioning at its optimum.The histogram and summary statistics for turn of events of hours slept is shown above. From the results, we see that the average hours of sleep for grade 12 students are 6.5 hours with a standard deviation of 1.35. It has been recommended that students should sleep for at least 6 hours to maximize their cognitive ability.A scatterplot of age versus hours slept shows a negative correlation, i.e. older persons tend to sleep fewer hours as compared to junior ones. Indeed, the results from the scatterplot are further confirmed by results from the correlation table. The correlation is -0.725 implyin g a negative correlation amid the 2 variables.A plot of exam score against hours slept shows a positive correlation between the two variables. Further analysis through correlation shows a value of 0.617. Consequently, the preliminary analysis supports the null assumption that academic performance is positively related with the number of sleep hours. Further analysis through retrogression is needed to build confidence in this hypothesis.Final analysis of the data involved regression imitate using exam scores as the dependent variable and hours slept, age and food character as the independent variables. The regression equation can be stated as followsFrom the equation, it is observed that the intercept for the number of hours slept is positive implying that hours of sleep positively impacts test scores. This can be stated as follows a building block increase in hours slept results into a 4.479 unit increase in examination scores. However, age and food quality have a