Hamlet Essay Example | Topics and Well Written Essays - 750 words - 2

Hamlet - Essay Example From the start, he needs to ensure that Claudius is extremely blameworthy of the homicide. One can see a Hamlet who needs to make certain of his uncle’s coerce before doing vindicate, and for that, he designs the play. He says â€Å"the play’s the thing, wherein I’ll get the soul of the king† (Act 2 Scene II). Nonetheless, the greatest error from his part that made his whole arrangement wander off is his executing of Polonius in his mother’s room. It allows Claudius to send Hamlet away and request to murder him, which is trailed by various passings prompting the terrible finish of the play. Also, it is his adoration towards Ophelia and his craving to get her far from the awful end that makes him show insensitive disposition towards her after the apparition uncovers reality to him. Altogether, however the play has a grievous end, he will likely do the retribution in such a way, that lone the liable is rebuffed. Altogether, he is a man of extraordinar y uprightness. Or on the other hand, Hamlet is â€Å"the most splendid image of human instinct in its most elevated state, little lower than angels† (Adams and Hackett, 4). II There is as yet a contention among researchers about Shakespeare’s aim in indicating Hamlet as distraught. Notwithstanding, an investigation obviously demonstrates that he isn't at all distraught. Rather, he is using that franticness as a veil to cover his ploy. For instance, in Act 2 Scene II, Hamlet answers the inquiries of Polonius in an absolutely unreasonable manner, causing them to presume that Hamlet has gone frantic. In any case, when his companions Rosencrantz and Guildenstem show up, he welcomes them with energy, and effectively causes them to uncover that they are spies of the lord. Actually, one can watch his capacity to plan and execute complex assignments effortlessly. To see if Claudius is extremely as liable of murdering his dad, he makes the troupe present a play which is fundame ntally the same as the executing of his dad, and from Claudius’ response, effectively induce that it is blame that makes Claudius stop the play. Moreover, one can see Hamlet giving express headings to the players that they ought not exaggerate as that will destroy the motivation behind the play (Act 3, Scene II, The Tragedy of Hamlet). Likewise, he has no other route other than carrying on like a lunatic since he needs to keep Ophelia away from the difficulties, however she doesn't. Be that as it may, one can likewise contend that the circumstance is agonizing enough for Hamlet to get frantic, and considering the arrangement of occasions he needed to go through, it excites little astonishment in the event that he truly gets distraught. III The most regrettable figure in the play, without a doubt, is Ophelia. She is the person who endures the most in the play for no blame of her. She cherished Hamlet without a doubt however when her dad prevents her from meeting Hamlet, she pr omptly concurs. As Gehrmann (13) calls attention to, she acts the way that is loved by the male-ruled society; consistently complies with her dad and disregards the sentiments of her own heart. In Act 3 Scene I, when Ophelia welcomes him with knickknacks he has given her, he lashes out at the young lady, and proposes that she should join a religious shelter, and asks â€Å"why wouldst thou be a reproducer of sinners?† (Act 3, Scene I). Likewise, while watching the play, she attempts to converse with him, however his reaction is threatening. (Act 3, Scene II) However, there are more issues for her in the pipeline hanging tight. She gets the updates on her father’

Les Demoiselles De Avignon Essays - Visual Arts, Modern Art, Arts

Les Demoiselles De Avignon Les Demoiselles d?Avignon by Josh McDonnell As walked around New York City?s Museum of Modern Art , one specific work of art got me , shook me , then through me to the ground to examine its magnificent force. Like a hurricane of craftsmanship , Les Demoiselles d?Avignon , by Pablo Picasso , sent my feelings turning. I felt incredibly awkward looking at it , not to mention gazing at it intently for twenty minutes. The crude sexuality and pressure that Les Demoiselles d?Avignon emanated was totally overpowering yet exceptionally confounding. Other craftsmanship darlings in the room likewise communicated uneasiness as they looked at the tremendous 96x92 inch painting. The vast majority would just permit brisk looks in the middle of long gazes at the more run of the mill artworks on different dividers. I even heard one young lady comment ?it?s so gross!!? in an anxious and unsure voice. I needed to know why Les Demoiselles d?Avignon was doing this to me and the others in the room. Les Demoiselles d?Avignon was the result of a disturbed and anxious Pablo Picasso. In 1906 , Picasso started to feel burnt out on painting in the genuinely customary way that represented his works of art up to Les Demoiselles d?Avignon. His answer was to upset painting.1 Why was Picasso unsatisfied with conventional composition? Basically Picasso?s generally speaking disappointment for staying with anything for a significant stretch made him take up the troublesome mission of reforming painting. He was known to continually change the styles and mediums through which he made his craft. Andre Salmon, an artist and companion Picasso, was once cited as blaming Picasso for ?attempting to compel his companions to theorize in general issue of workmanship each time they took a brush in their grasp.? 2 This statement is recounting Picasso?s need to change and take care of creative issues. In 1906 he deserted the artwork conventions that extended right back to the Renaissance , and started Les Demoiselles d?Avignon. Les Demoiselles d?Avignon was the result of exceptional investigation. The remarks of Salmon , shed light on the force of the task; ?....He became uncomfortable , He turned his canvases to the divider and tossed down his paintbrushes. For some long days and evenings , he drew....Never was work less remunerated with happiness , and without his previous young energy Picasso attempted a huge canvas that was expected to be the product of his investigations.? 3 Every part of the artistic creation was deliberately arranged and executed. One may contrast his experimentation technique with that of a logical test. His examination started in late 1906. Throughout the following year Les Demoiselles d?Avignon?s subtleties experienced numerous progressions and changes. In Picasso?s own words; According to my first thought, there were additionally going to be men in the painting. There was an understudy holding a skull, and a mariner. The ladies were eating- - that clarifies the crate of organic p roduct that is still in the painting. At that point it changed and became what it is presently. Picasso in the long run chose to bar the two male figures , as he felt they were attempting to introduce a good to the painting.4 Instead he concentrated on the five bare female figures that we see today. Note that Picasso detested the title Les Demoiselles d?Avignon. Initially he didn't have a title at the top of the priority list for the artistic creation. The name was made by his companion Andre Salmon He felt that Les Demoiselles d?Avignon was a lot to delicate. It cheapened the cruel and monstrous reality that the work of art represented.5 Eventually he acknowledged the name because of his companions consistent utilization of it. Picasso at long last completed the work in July of 1907. He obviously welcomed all his dearest companions to investigate his progressive artistic creation. His companions , whom were viewed as contemporary avante-garde painters and authorities , were stunned . Gertrude Stein was stunned. Shchukin ,the Russian craftsmanship gatherer cried ,What a misfortune for French workmanship!. His future accomplice in cubism remarked that painting in such a route was as terrible as savoring petroleum the expectation of spitting fire. Matisse had the most brutal response. He swore vengeance on what he called an uncouth joke of current artwork. The

The Effect of PTSD on the Brains Hippocampus

The Effect of PTSD on the Brain's Hippocampus PTSD Related Conditions Print The Effect of PTSD on the Hippocampus By Matthew Tull, PhD twitter Matthew Tull, PhD is a professor of psychology at the University of Toledo, specializing in post-traumatic stress disorder. Learn about our editorial policy Matthew Tull, PhD Medically reviewed by Medically reviewed by Daniel B. Block, MD on January 23, 2020 twitter linkedin Daniel B. Block, MD, is an award-winning, board-certified psychiatrist who operates a private practice in Pennsylvania. Learn about our Medical Review Board Daniel B. Block, MD Updated on February 05, 2020 Post-Traumatic Stress Disorder Overview Symptoms & Diagnosis Causes & Risk Factors Treatment Living With In Children  Jetta Productions Inc/Getty Images Advances in medical technology, such as magnetic resonance imaging (MRI), have offered insight into the role the brain may play in different mental disorders, such as post-traumatic stress disorder (PTSD). Researchers have focused specific attention on the hippocampus in cases of PTSD. What Is the Hippocampus? The hippocampus is a part of the limbic system of the brain. The limbic system describes a group of brain structures that surround the brain stem. The brain structures that make up the limbic system play a major role in how one  experiences certain emotions (fear and anger), motivations, and memory.?? The hippocampus is responsible for the ability to store and retrieve memories. People who have experienced some kind of damage to their hippocampus may have  difficulties storing and recalling information. Along with other limbic structures, the hippocampus also plays a role in a persons ability to overcome fear responses.?? The Hippocampus Role  in PTSD Many people with PTSD experience memory-related difficulties. They may have difficulty recalling certain parts of their traumatic event.?? Alternatively, some memories may be vivid and always present for these individuals. People with PTSD may also have problems overcoming their fear response to thoughts, memories or situations that are reminiscent of their traumatic event. Due to the hippocampus role in memory and emotional experience, it is thought that some of the problems people with PTSD experience may lie in the hippocampus.?? How Might PTSD Affect the Hippocampus? Some studies suggest that constant stress  may damage the hippocampus.?? When we experience stress, the body releases a hormone called cortisol, which is helpful in mobilizing the body to respond to a stressful event. Some animal studies, though, show that high levels of cortisol may play a role in damaging or destroying cells in the hippocampus. While cortisol is released in higher amounts when a person is under a great deal of stress, either chronically or acutely, this process is actually more complicated than just elevated cortisol. The increase in cortisol also signals the immune system, which releases inflammatory chemicals called cytokines, which in turn can activate cells called microglia. These in turn switch from production of serotonin to a higher production of glutamate, a very important excitatory neurotransmitter that, if present in excessive amounts, can lead to brain cell damage or death.?? Such a constant barrage of higher glutamate levels may be what damages the hippocampus. Antidepressants such as SSRIs (such as Prozac) and SNRIs (such as Cymbalta) help to block the transport of these inflammatory cytokines across the blood-brain barrier. Researchers have also looked at the size of the hippocampus in people with and without PTSD. They have found that people who have severe, chronic cases of PTSD have smaller hippocampi?? . This indicates that experiencing ongoing stress as a result of severe and chronic PTSD may ultimately damage the hippocampus, making it smaller. Does the Hippocampus Play a Role in Determining PTSD Risk? Not everyone who experiences a traumatic event develops PTSD. Therefore, researchers have also proposed that the hippocampus may play a role in determining who is at risk for developing PTSD. Specifically, it is possible that having a smaller hippocampus may be a sign that a person is vulnerable to developing a severe case of PTSD following  a traumatic event. Some people may be born with a smaller hippocampus, which could interfere with their ability to recover from a traumatic experience, putting them at risk for developing PTSD. In twin studies that focused on  identical twins, with one twin exposed to a traumatic event (combat) and the other unexposed, researchers are able to look at pre-existing vulnerabilities that may be present in both twins, as well as differences that may be due to trauma.?? Since twin participants share the same genes, studying identical twins can provide insight into the influence of genetics on developing certain conditions. For example, in this case, if the person who developed PTSD has a smaller hippocampus and has a non-trauma exposed twin who has a smaller hippocampus, it would suggest that a smaller hippocampus may be a sign of genetic vulnerability for developing PTSD following a traumatic experience. In fact, this is exactly what researchers have found. People with severe PTSD had a smaller hippocampus, and they also had a non-trauma exposed twin with a smaller hippocampus. Consequently, a smaller hippocampus may be a sign that a person is vulnerable or more likely to develop PTSD after a traumatic experience. Of course, it is important to remember that twins often share the same environment growing up, so it is difficult to tease apart the role nature versus nurture plays in the size of a persons hippocampus. So, the verdict is still out on the true relationship between the hippocampus and PTSD. How This Information Can Be Used There is still much to learn about the role certain parts of the brain play in PTSD formation. Knowing how PTSD affects the brain (and vice versa), however, is very important to study. Understanding which parts of the brain may impact PTSD can lead to the development of more effective medications for treating the disorder. In addition, this information may also help us better identify who is at risk for developing PTSD following a traumatic event.

Social, Political And Economic Implications Of Money

Throughout the course of this semester, we have examined the role of money in our society and have been introduced to scholars and economists that have offered rationale for the social, political and economic implications of money. One overwhelming theme that has lingered throughout most of the readings and lectures is the idea of inequality, particularly within the scope of the American economy. While other economies such as China or India are labor-based economies, I have found that America’s Capitalist economy is fueled by multiple facets racial inequality. The moral argument against racial inequality under an economic lens is simple yet, expected; when we deny opportunities for people of color in the same way we have them established†¦show more content†¦Black men are being denied the chance of a full life with all of the rights; privileges and opportunities of white men and similarly, the families/communities from which they come from are also at a significant di sadvantage. A National Bureau of Research study found that Black families between 2004-2008 were 54% more likely to be charged higher on their mortgage rates than white families. This fact alone drives two main issues I will explore in this paper: the implications of socioeconomics and how inequality drives the American economy through the lens of mortgage lending. One theorist I will use to explore these ideas of inequality is John Maynard Keynes. Keynes argued that capitalism is â€Å"a mere congery of possessors and pursuers† (Keynes 60) and he also asserted that â€Å"economic output is only based on the aggregate demand†. Between 2004-2008, when Black families were getting charged higher interest rates on their homes than white families with similar incomes, large banks were pocketing millions of extra dollars from these families as many of the rates today would have been considered â€Å"sub-prime rates†. This predatory act placed against people of color encouraged classism and as a result led to negative socioeconomic outcomes moreover, the notion of â€Å"white

Robert Zemeckis Cast Away A Modernized Robinson Crusoe...

Popular culture is a term which describes how people in a society live. As time elapses, popular culture keeps on evolving and a societys values will consistently transform. In 1719 during the post-revolution, famous English novelist Daniel Defoe composed the well-received novel The Life and Strange Surprising Adventures of Robinson Crusoe. Remaining a popular adventure narrative, around three hundred years later, Robert Zemeckis directed the modern mainstream film Cast Away, a popular culture appropriation of Robinson Crusoe which entertains as well as powerfully reflecting the values and attitudes of the twentieth century responders. Although composed more three hundred years apart, both texts aims at mature audiences with†¦show more content†¦Furthermore, at this century, it was a time of slave trades, and Orientalism through the European culture was rather dominant. On the other hand, Cast Away was composed in the modern twentieth century. It was the time people tend to value romantic relationships and emotions more. Also, activities such as slave trade are manifestly politically incorrect, and books with an overly amount of such political incorrectness or racial insensitivity contents may even be banned. Although religions are valued, they were not as earnestly worshiped as three hundred years ago. The film Cast Away is a modern appropriation of Cast Away is and this is evident in so many ways. Both texts have a parallel plot which involves a mans travel of displacing himself out of his society into a different context and returning with a changed life. The lesson of self-interest is imprinted and glorified within both of texts. In Robinson Crusoe, Crusoe chose his own path obstinately in spite of his fathers advice, his courage took him to an unfamiliar location but he persisted to survive for thirty years. Whereas in Cast Away, Chuck Noland was completely alone, he fought against his loneliness by talking to an imagined friend Wilson the volleyball, and survived psychologically and physically. Chuck Noland takes the persona of Robinson Crusoe, in the sense that he is self-motivated, possesses many handy skills and was unfortunate

Bankruptcy Law †1 Free Essays

One of the responsibilities as a paralegal is to conduct research. There is a list of basic and useful resources for practitioners and law students to utilize in researching a bankruptcy. The primary sources are Statues, Rules and Cases. We will write a custom essay sample on Bankruptcy Law – 1 or any similar topic only for you Order Now The secondary Sources are Bankruptcy Treatises, Internet Sources and Research Databases also known as Bankruptcy Reporter Systems. All these resources are relevant to explain the process in which each is needed to research bankruptcy issues. A statute is a codification of a law passed by legislature enactment and approved and signed into law by the executive branch of the government. These statues serve as source for answering all bankruptcy questions in the Bankruptcy Code itself by plainly finding the right Code section. The Bankruptcy Code defines the rules that collect and distribute the assets to creditors in a bankruptcy proceeding. The Code is well indexed, to start researching any bankruptcy issue. Careful reading, analysis and interpretation are the most important instruments to carry out an effective research. At the end of each code section, there is â€Å"Historical and Revision Notes† that are helpful in explaining the meaning of a particular provision and also a valuable secondary source to locate answers to bankruptcy questions. The two primary sources in the law library for the U. S. Code in print are United States Code Annotated (USCA) which was published by Thomson West and United States Code Services (USCS) which was published by LexisNexis. Both the USCA and USCS provide and include annotations of cases and articles. The online Statues widely used are in the Cornell University Law School, Lll/Legal Information Institute. Rules of the court are rules created by the highest court that govern court proceedings. Cornell University Law School, LII provides a link to information about the Interim Rules and Official Forms for the Bankruptcy Abuse Prevention and Consumer Protection Act of 2005. These Rules of Practice and Procedure in bankruptcy commonly known as the Federal Rules of Bankruptcy (Civil) Procedure and Federal Rules of Evidence clarify the collective rules which are regulating the collection and distribution of assets to creditors in a bankruptcy proceeding. For example, instructions on what form is required, how and when a motion is filed, how and when a claim is filed, and the â€Å"how to† questions and so forth. USCA and USCS found in the law core collection have bankruptcy rules in volumes following the Title 11. Attached to the Federal Rules of Bankruptcy Procedures are forms called â€Å"Official and Procedural Bankruptcy Forms. † These forms present direction as to the content and appearance of the documents. In addition each Bankruptcy court makes its own local rules and local forms as long as they are not inconsistent with the Code or the Bankruptcy Rules. Local rules vary from district to district and can sometimes be the source of answering a practice or procedure question therefore; each federal District Court has its own Local Rules of Court, including United States Trustee Guidelines. Both The Federal Rules of Civil Procedure and the Federal Rules of Evidence apply in bankruptcy proceedings but not all these rules apply to a bankruptcy case. Another primary source for paralegals to perform research is case law which is the law established by the outcome of former cases. There are several reporter systems that publish only bankruptcy cases. We can find cases online in LexisNexis Academic and Westlaw Patron Access. Collier also publishes a reporter system called Collier Bankruptcy Cases (Law Core KF1524. C62 1979). The largest reporter system is called West’s Bankruptcy Reporter (Law Core KF1510. A2 W47) and there’s also West’s Bankruptcy Digest (Law Core KF1510. 3 W47). All these reporter systems hold cases decided by Bankruptcy Courts, district courts, courts of appeal, and the Supreme Court that relate to bankruptcy issues. Another system which is acceptable to cite is called Bankruptcy Court Decisions (BCD). In addition, the bankruptcy system uses its own separate treatises. A treatise is a written extensive essay of facts and principles and conclusions. The most common resource used is Collier on Bankruptcy and they follow up with practice forms and guides entitled the Collier Bankruptcy Practice Guide. They consist of sample pleading forms and additional practice tools. These primary sources of researching bankruptcy issues start from codes and follows all the way to reporter systems and online. The internet by far has simplified the time of research in its entirety. Most questions can be answered successfully, proficiently, and quickly if you input the correct Code section or Rule that is related to the subject of the inquiry and then narrow it down to a word or phrase in the code section. The American Bankruptcy Institute (www. abiworld. org) is the most recognized website that gives daily news and report imperative case and legislative developments. The Federal Judiciary Home Page (www. uscourts. gov) can help you access your local court. Moreover, the virtual system in the courts has gradually been incorporating the ability to receive notices of pleadings. Furthermore, courts use the internet to remain current with the official state median family income and various IRS expense standards that must be applied to compute the formula. The internet also provides rapid access to debtor’s current credit report easing the process of waiting to receive it by mail and it also displays a list of management courses required to obtain to discharge individual bankruptcy cases. All in all, with respect to bankruptcy paralegal research, there are plenty of ways of managing a thorough a concise research based on the abundant supply of tools and resources available. It is only a matter of getting the knowledge and experience to accurately apply all the resources like code, statues, bankruptcy report systems combined with the internet to have the best outcome. References: 1. Basic Bankruptcy Law for Paralegals, Custom Edition Published by Pearson Learning Solutions By David L. Buchbinder 2. www. law. asu. edu How to cite Bankruptcy Law – 1, Essays

Economics and Quantitative Analysis

Question: (a) Provide a descriptive analysis of the two variables (e.g., mean, standard deviation, minimum and maximum). (b) Develop a scatter diagram with retention rate as the independent variable. What does the scatter diagram indicate about the relationship between the two variables? (c) Develop and estimate a regression equation that can be used to predict the graduation rate (%) given the retention rate (%). (d) State the estimated regression equation and interpret the meaning of the slope coefficient. (e) Is there a statistically significant association between graduation rate (%) and retention rate (%). What is your conclusion? (f) Did the regression equation provide a good fit? Explain. (g) Suppose you were the president of South University. After reviewing the results, would you have any concerns about the performance of your university compared to other online universities? (h) Suppose you were the president of the University of Phoenix. After reviewing the results, would you have any concerns about the performance of your university compared to other online universities? Answer: The variables upon which the performance of a university is dependent upon are the graduation rate and the retention rate. The graduation rate takes account of the students that attain their degree rather than drop out of the college or graduate from the university, where as retention rate refers to the number of students that intend to continue their education from the particular institute or university rather than switching to the competitors. It should be noted that the graduation rate is directly proportional to the retention rate which means that graduation rate would increase as the retention rate increases because the students that are retained by the university are then graduated from that university however this is not always the case. Number of statistical tools has been used for this particular purpose and this objective. The first method to be utilized is to calculate the mean which then is used to develop second method which is the standard deviation method. Mean is the most observed and most common rate between the graduation rate and the retention rate where as standard deviation rate is volatility from the mean (Altman, 2010). Furthermore min and max amount method can be utilized in which the min amount would provide the minimum rate of retention and graduation where the max amount would provide the maximum rate of retention rate and graduation rate. Accordingly then a scatter diagram would be used to determine the relationship and correlation between the two variable in the given data. The results could provide a positive correlation or a negative correlation. In some cases, it is possible that there might not be any relationship between the variables. Furthermore the report follows with another statistical tool that is the regression model that shapes an equation that provides a relationship between the retention rate and graduation rate. PURPOSE: The objective of this report is to analyze the data of 29 online colleges statistically. The tools used in this process are statistical such as standard deviation, mean, min, max, regression analysis and scatter diagram. Regression analysis and scatter diagram would provide the relationship between the two variables which in this case are the retention rate and graduation rate. The mean is the centre figure in the provided data set which means it is the most common figure among the two variables in the data set. Whereas the standard deviation refers to the volatility from the mean calculated. The other method that is min and max would provide the minimum and maximum rate of the variables. Regression analysis and scatter plot would provide the relationship between the two variables, in which one would be independent and other dependent. In this case, retention rate would be independent variable and graduation rate would be dependent upon earlier variable. BACKGROUND: The statistical calculation is used upon the data set provided of 29 universities as it would provide a reasonable basis for understanding the relationship between the retention rate and the graduation rate. Such methods are also used by most analysts to determine the relationship among different variables. Among others, regression equation is most commonly used as it provides the relationship between the variables in a linear equation such as the one provided: Y=mX+C Where X is the independent variable, Y is the dependent one that depends on the value of X and C is the Y-intercept. METHOD Initially the most basic method to be used in this process is the determination of the mean. The mean provides the most common number for the retention rate and graduation rate in the data provided whereas standard deviation provides the volatility from the mean. Accordingly, the other two methods that are the min and max provide the minimum and maximum rate accordingly for the retention rate and graduation rate. The scatter plot would be used to determine the relationship between the two variables that are retention rate and the graduation rate. Relationship can be a positive relationship and it can be a negative relationship (Touchette, 2011). A positive relationship would suggest that the dependent variable is directly proportional to the independent variable which means that the dependent variable would increase if the independent one increases. A negative relationship would suggest that the dependent variable is inversely proportional to the independent variable meaning if the i ndependent variable increases, the dependent variable would supposedly decrease. For example if more electronics are used then more electricity would be consumed. In such case number of electronics would be an independent variable and amount of electricity consumed would be the dependent variable. However it is not necessary that a relationship would always be positive as there could also be a negative relationship meaning both variables behaving in a completely opposite manner. For example, more a student studies, less there would be chance he would fail. Another relevant example would be higher the expenses of a company, lesser the profits earned. Sometimes there is no relationship between the variables for example the relationship between hunger and intake of water or taking a nap. Although there is no point to identify the relationship between the two variables, however some analysts think that the relationship should be further explored using other methods and models (Denis, 20 12). Another model that can be used to determine the relationship between the retention rate and graduation rate is the regression analysis. This method would provide an equation that would explain the relationship between the two variables. Supposedly those two variables are graduation rate and retention rate. The graduation rate is X and retention rate would be Y. A positive relationship is found between the two variables i.e. retention rates and graduation rates as it was observed that X increases as Y increases. RESULTS The results are explained along with the table of data sets below DISCUSSION It can been be said from the above table that the most common number for retention rate i.e. the number that majority of the universities have achieved as retention rate is calculated 57% where as the most common number for graduation rate is 41%. However the standard deviation from such means for retention rate was calculated 23% whereas standard deviation from mean for graduation rate was calculated 9.9%. The max provides the maximum retention rate among the institutes and maximum graduation rate amongst the institutes. The min provides the minimum retention rate among the institutes and minimum graduation rate amongst the institutes. From the above calculations, the maximum graduation rate was determined as 61% where the maximum retention rate determined was 100%. However from the above calculations the minimum graduation rate was determined as 25% and minimum retention rate determined was 4% from the data set provided. The scatter plot for the analysis is presented below It is observed that within the range of 40% and 80% the relationship between graduation rate and retention rate cannot be determined accurately however if whole graph is considered, it can be reasonably determined that the relationship is a linear relationship as the graduation rate is increasing as the retention rate is increasing. This is due to the fact that if a student chooses to stay in a university where he was previously studying; there are high chances that he will graduate from the same university in which he was retained (Gulliksen, 2009). There both variables that is graduation rate and retention rate are positively correlated. Regression analysis statistically determines the relationship between two different variables by producing an equation using the two variables. From the two variables, one is an independent variable where as second variable is dependent of the first one. The equation used in this method is Y=mX+C In the above equation, X is the independent variable as it does not depend upon other factors; however Y is the dependent variable which depends upon the changes is X and it is y, we are aiming to determine. And c is the Y intercept. For the data provided of the 29 online universities, the regression chart is provided as follows The relation between the graduation rate and retention rate can be observed to be linear one from the above table as it can be seen that universities with higher retention rates provide higher graduation rates. A positive correlation serves that if Y increases if the Y increases. This is due to the fact that y is dependent upon the value of X which is independent of any influences. The above calculation provides 0.28 slope, Y as the graduation rate and X as the retention rate whereas the Y-intercept was calculated as 25.4. This proves that mostly students are satisfied with the existing standard of education provided to them and are motivated to continue their further education from the same university which effectively increases the graduation rate of the university. Although mostly universities have linear relationship between the graduation rates and retention rates, however there are some universities with higher retention rate and lower graduation rate and there are also some universities with higher graduation rates and lower retention rates suggesting that some of the data provided do not fit in the linear equation. However such figures are immaterial and can be ignored (Lin, 2011). So in conclusion it could be said that the graduation rate is directly proportional to the retention rate suggesting that mostly student prefer to complete their education rather than to drop out which effectively increases the graduation rate. RECOMMENDATIONS The retention rates and the graduation rates are most favourable and highest for University Of South but as the president of the university it highly concerns me that there some universities that have high graduation rates but lower retention rates as described earlier it not every but a minor and immaterial number of universities. However in the same way, South University possesses a very favourable retention rate but the graduation rate is very disappointing and not what is expected. The issue should be discussed the senior management or at least with the instructor as he would have knowledge regarding this and would provide guidance regarding this matter. It is possible that such low graduation rate would be due to high dropout rate of students having financial issues and cannot afford further education. The graduation rate of Phoenix University is higher but its retention rate is quite low which suggest that students switch to universities during the final period of their educati on. Finally it could be said that the issue should be resolves as soon as possible as it would increase the graduation rate of the university which would in turn improve the overall raking of the South University as it would have higher graduation rate then its retention rate. This issue should be the priority of the president and his main concern so that the graduation rate could be increased. It should also be ensured that the issue is discussed with the instructor and the ex-students that have left the university to determine the cause of their departure. References Altman, D.G., 2010. Standard deviations and standard errors. BMJ Journal, pp.52-58. Denis, D., 2012. THE EARLY ORIGINS AND DEVELOPMENT OF THE SCATTERPLOT. Journal of the History of the Behavioral Sciences, pp.103-30. Gulliksen, H., 2009. A mechanical model illustrating the scatter diagram with oblique test vectors. Springer Journal, 16(2), pp.223-38. Lin, D.Y., 2011. Linear regression analysis of censored medical costs. Oxford Journals, 1(1), pp.35-47. Touchette, P.E., 2011. A scatter plot for identifying stimulus control of problem behavior. US National Library of Medicine , pp.343-51. Economics and Quantitative Analysis Questions: 1. In 2003, when music downloading first took off, Universal Music slashed the average price of a CD from $21 to $15. The company expected the price cut to boost the quantity of CDs sold by 30 per cent, other things remaining the same. What was Universal Musics estimate of the price elasticity of demand for CDs? If you were making the pricing decision at Universal Music, what would be your pricing decision? Explain your decision. 2. In May 2009, iTunes raised the price of 33 songs from 99 per download to $1.29 per download. In the week following the price rise, the quantity of downloads of these 33 songs fell 35 per cent. Taking this into account calculate the price elasticity of demand for these 33 songs. 3. A 5 per cent fall in the price of chocolate sauce increases the quantity of chocolate sauce demanded by 10 per cent; and with no change in the price of ice cream, the quantity of ice cream demanded increases by 15 per cent. Calculate the price elasticity of demand for chocolate sauce. Calculate the cross elasticity of demand for ice cream with respect to the price of chocolate sauce. Are ice cream and chocolate sauce substitutes or complements? Why? Answers: 1. In the 2003, the average price of the CD of Universal Music was changed from $21 to $15. It is expected that the reduction in price would boost the sell of the CDs by 30%. The percentage change in quantity was found to be 30% and the percentage change in price was found to be [($15 - $21) / ($21)] * 100 = - (6/21) * 100 = 28.57% (decrease) (Thimmapuram and Kim 2013). The price elasticity of demand for the CDs of Universal Music is given by (% change in quantity) / (% change in price) = - 30 / 28.57 = -1.05. It is seen that the demand in this case is inelastic as the price elasticity of demand is negative. The pricing policy of the CDs of Universal Music would be that the company must raise the price of the CDs in order to gain the revenue of the company (Rassenfosse and Potterie 2012). The relationship between price and quantity was found to be negative and thus Universal Company must decide to raise the price of the CDs. 2. In May 2009, the price of 33 songs was raised from 99 cents per download to $1.29 per download. $1.29 = 129 cents Percentage change in price = [(129 99) / 99] * 100 = 30.30% It was seen that during this period the quantity of download fell by 35%. Therefore, change in percentage of quantity was found to be 35%. The price elasticity of demand of the download of 33 songs is given by (% change in quantity) / (% change in price) = 35 / 30.30 = 1.155 (Lin and Prince2013). It is seen that the demand in this case is elastic and there is a positive relationship between price and quantity of this product. 3. Percentage in fall of the price of chocolate sauce is 5%. The percentage of increase in the quantity of demand of chocolate sauce is 10%. It is seen that the percentage of change in price of ice-cream is 0 while the quantity of demand of ice cream increased by 15%. The price elasticity of demand of chocolate sauce is (% change in quantity) / (% change in price) = - 10 / 5 = 2 (decrease). The cross elasticity of demand of ice cream with respect to the price of the chocolate sauce is given by (% change in quantity of ice cream) / (% change in price of chocolate sauce) = - 15% / 5% = 3 (decrease). It is seen that the cross elasticity of demand of ice cream with respect to the price of the chocolate sauce was found to be negative (Dutkowsky and Sullivan 2016). Thus, it can be interpreted that the products chocolate sauce and ice cream are complement of each other as the negative relationship shows that with the increase in the price of chocolate sauce, the demand of ice cream decreases. References Dutkowsky, D.H. and Sullivan, R.S., 2016. Excise taxes, over-shifting, cross-elasticity, and tax revenue.Applied Economics Letters, pp.1-4. Lin, C.Y.C. and Prince, L., 2013. Gasoline price volatility and the elasticity of demand for gasoline.Energy Economics,38, pp.111-117. Rassenfosse, G.D. and Potterie, B.V.P.D.L., 2012. On the price elasticity of demand for patents.Oxford Bulletin of Economics and Statistics,74(1), pp.58-77. Thimmapuram, P.R. and Kim, J., 2013. Consumers' price elasticity of demand modeling with economic effects on electricity markets using an agent-based model.IEEE Transactions on Smart Grid,4(1), pp.390-397.