The quantitative data analysis

The quantitative data analysis Quantitative data analysis has been an inevitable part of social science research. Like any other discipline, the theories are taught to students to give them an idea and generalisation of social facts and books, journals and other sources are used for the same. However, at times these sources are not adequate and research needs to be done in order to gain a deeper knowledge. That is when quantitative data analysis comes into picture. There have been questions raised on the need to study quantitative data analysis with the emergence of importance of qualititative data (Bryman 1988a), but the formers importance has waned little. It helps that a larger proportion of empirical research that is conducted draws upon quantitative data. The research design for any research study undertaken includes the method that needs to be applied for the purpose of collecting and analysing data. Data collection can be done two ways- primary collection and secondary analysis of data. When the researcher collects data on their own for the sole purpose of the research that they are conducting, they are making use of primary data collection. The procedures used in these collection best suits the research problem at hand. The secondary analysis of data involves collecting data for a different research purpose but that is reused for the present research question. Primary and Secondary Data As explained before, data collected for the specific problem, primary data involves addition of new data to the existing store of knowledge surrounding the research area. When this material is used by other researchers, then this becomes secondary. Hox and Boeije (2005) maintain that the primary data can be used for: Description of contemporary and historical attribute, Comparative research or replication of original research, Reanalysis for the purpose of asking new questions which were not addressed originally, Research design and methodological advancement and lastly for 5. Teaching and learning Secondary analysis utilises the existing data, collected for the purposes of a prior study, in order to pursue a research interest which is distinct from that of the original work (Heaton 2002). Secondary data analysis is usually made of quantitative data where the information is made of researched objects whose characteristics have been coded in variables that can have a range of values. In fact, secondary analysis of quantitative data is common but the practice is not the same when it comes to qualitative data (Hinds, Vogel and Clarke-Steffen 1997). Strengths and Weaknesses Social science researchers undertaking research have a choice of opting to go for primary data- information that they need to collect by themselves or for secondary- searching for data that relates to the research problem in hand. There are distinct pros and cons of going for both. In this section, we will discuss what advantages or disadvantages the researcher faces when using any of these data collection methods. One of the important advantages of going the way of primary data collection is that making use of the theoretical constructs, research design and the data collection strategy can be built with the research question in mind. This will ensure that the research study is coherent and the data collected is distinctly relevant to the problem at hand. A disadvantage lies in the fact that primary data collection can be quite time consuming and expensive affair and considering the limitations of certain research study in terms of time and budget, primary data collection might not be a viable option for many researchers. Another aspect of primary data collection is in its error inducing nature. Sampling errors made by inefficient field workers can skew up the research. Some of the prominent data collection methods in primary data are: experiments, surveys like interviews, mail and web surveys. In the case of the experiment, the researcher is able to have a control on who participates in the research and the research situation being under the researchers control means that there is strong control of design and procedure permitting causal interpretation of the results. Thus the ability to have some control may be a distinct advantage for primary data, however this can turn into a disadvantage too as one might say that the researchers control has made the research artificial. In an experimental laboratory, variables are easily manageable and there is no place for the circumstantial issues that dominate in everyday life. While conducting surveys, the researcher is able to gather both subjective as well as objective characteristics of the population. If interview questions are carefully designed, evaluated and tested, surveys are a very method to obtain first-hand valid responses from respondents. Effectively, this leads us to understanding of the advantage of secondary data analysis. Secondary data is far easier to collect and is less expensive and the access to relevant information is faster. The disadvantage lies in the fact that secondary data was collected originally for a different purpose and therefore might not be optimal for the research problem that is being considered. Heaton points out another argument favouring the use of secondary data analysis stating that it can be used to generate new knowledge, new hypotheses supporting an existing theory and it also reduces the burden that is placed on respondents (for primary data collection) by removing the need to further recruit subjects thus allowing a wider use of data from rare and inaccessible respondents. Not all social research problems can allow the usage of secondary analysis. It has been determined that it is more convenient for certain researchers, namely students and in some cases by researchers re-using their own data rather than by independent analysts. (Szabo and Strang 1997). In their own right secondary data analysis is an effective tool in teaching as it helps in introducing students to a discipline and provides a supplement to the process of teaching (Sobal 1982). But the cons behind using the same are numerous. The researcher will need to locate the source of data that is more relevant to the study and this can be time consuming as pointed out earlier. The researcher should also be able to retrieve the data, which at times can be difficult. Also, the data should be able to meet the quality requirements of the present research. Besides, the reliability of the secondary data is also a major function of the organisation that gathers, organises and publishes the data. Another crippling factor that arises in the use of secondary analysis is that it differs from systematic reviews and the meta-analyses of qualitative studies that aim towards compiling and assessing the evidence relating to a common research concern or area of practice (Popay, Rogers and Williams 1998). An issue that doesnt come in forefront when discussing secondary analysis is the principle of ethics behind using it. In using sensitive data, the researcher cannot assume informed consent. A professional judgement needs to be made about the usage of the secondary data and whether that violates any contract between the researchers and the original researcher (Hinds, Vogel and Clarke-Steffen 1997). Conclusion In conclusion, one may say that there are several advantages and disadvantages of secondary data analysis to collection of ones own primary data, and its usage is best suited to some research issues. But secondary data analysis is a valuable asset as they can act as a model for the collection of primary data. Suffice it to say that there might not be a need to choose between primary data and secondary data analysis at all, as the researcher can easily incorporate both in their research to gain a degree of balance between their strengths and weaknesses. What is most important is that both primary as well as secondary data should be accurate, reliable, appropriate, valid, precise and timely. References: Bryman, A. 1988), Quantity and Quality in Social Research, London: Routledge Heaton, L; Secondary analysis of qualitative data, 2003, in R. Miller and J. Brewer (eds.) The A-Z of Social Research, Sage, pp 285-288 Hinds, P.S., Vogel, R.J., Clarke-Steffen, L. (1997) The possibilities and pitfalls of doing a secondary analysis of a qualitative data set, Qualitative Health Research, vol. 7(3): 408-24. Hox, J.J. and Boeije, H.R. (2005). Data collection, primary versus secondary. in K. Kempf-Leonard (Ed.). Encyclopedia of Social Measurement, pp. 593-599 Popay, J., Rogers, A., Williams, G. (1998) Rationale and standards for the systematic review of qualitative literature in health services research, Qualitative Health Research, vol. 8 (3): pp. 329-40 Sobal, J. 1982, The Role of Secondary Data Analysis in Teaching the Social Sciences, Library Trends, vol. 30, n3, p479-88. Szabo, V. and Strang, V.R. (1997) Secondary analysis of qualitative data, Advances in Nursing Science, vol. 20(2): 66-74.

Romanticism Essay -- Romantic Movement Essays

ROMANTICISM   Ã‚  Ã‚  Ã‚  Ã‚  In the nineteenth century, the foundation of American literature had a profound change. This was called from Reason to Romance or Romanticism. With many contributions of famous writers such as Irving, Cooper, Bryant, and Poe composed the stories and poems which all of them had a great value in the American literature. What is the Romanticism and how dies it effect to the American literature? By taking some compositions from these writers, there will be good answers for those questions.   Ã‚  Ã‚  Ã‚  Ã‚   According to some information in English books, the critics said the name Romantic can be misleading because the Romantics do not necessarily write about the love. The Romanticism can be viewed as an artistic movement, or state of mind, or both. This movement seemed to be reaction against the dominant attitudes and approaches of the eighteenth century. Unlike the eighteenth century, writers who interest in reaction, logic, and scientific observation, the Romantics stressed the examination of inner feelings, emotions and the use of imagination. This seemed to be the first element in Romanticism. It appeals to emotion rather than reason. Also, the Romanticism explores the mysteries of nature and supernatural. It reflects interesting in nature because the Romantics describe their story and poem about America wilderness or countryside or they depicted nature. This element that the reader can recognize clearly in the compositi...

Format for a Business Report Essay

There are few standard rules for writing business reports that dictate what information should come in which section of the report. This format is followed in most of the business report examples, that one may refer to. The most widely used format consists of the following standard sections: Title Section: In a short report, this could be the first page bearing the title of the report, author name and date. The reason of making such a report could also be included in this section, so that the reader can establish an instant connection with the information in subsequent sections. In case of long reports, include the Table of Contents, Terms of References and so on. Summary: As the name suggests, this is the summary of the whole report. Then why include it in the beginning of the report itself? It is because this is the section that most of the senior personnel, who do not have enough time to go through the whole report, will read through. Hence, give a very clear and precise information about the problem/aspect of business that the report is analyzing. Also, include the main points, conclusions, recommendations and important results. Although, this section contains a lot of information, ensure that it is a small one. Treat the summary as a separate report and use bullets and numbered lists to highlight important points. Methodology: List the methodologies used in your research, like if you interviewed focus groups or consulted research firms. Also, give the reason why you resorted to using a particular methodology. Introduction: This is the first part of a proper report. Use this section to provide the background of the report. Highlight the reasons why the report is important for the readers. Include information about what is covered in the main body and the order in which the details are covered in the report. In case, the Terms of Reference has not been mentioned in the Title Section, Introduction is the section to include it. Main Body: This is the heart of the report. Arrange all the information in order of priority, so that this section follows a logical sequence. Divide this section further into subsections. Lend greater order to the Main Body using sub-titles within each subsection. A paragraph about the relevance of the findings of the report can also be included in this section. Data Tabulation: Another important factor when writing format of business report is data tabulation. Presenting your data in lists or tables can help in readily understanding the report. Also, data tabulation or listing, makes the report look professional and neat. So, accompany necessary lists or tables in your report whenever required. Make sure you use neutral colors to make tables and keep the list and tables looking neat and crisp. Conclusion: Present logical conclusions for the topic investigated in the report. One can also suggest an option for the way forward. In case, discussion has not been included in the Main Body, include it in the conclusion. Otherwise keep this section small. Recommendations: Since you have worked on the report, no one would have a better understanding of the topic than you. There may be a few solutions or actions that you think would be effective in dealing with the problem, investigated in the report. Include those solutions in this section. List them in bullets and numbered lists for easier comprehension. Appendix: Although very few people read the Appendix, the information in this section gives support to the arguments used in the report. It is the Appendix where the author includes all the sources and research information, in detail. Although it is not about creative writing, good writing skills are important in business information reports, as one needs to give comprehensive information using precise words. It is advisable to keep the language simple and lucid in a business report, specially in the Summary and the Recommendations, as these are the sections most commonly read by senior level managers. However, some technical jargon can be used in the Main Body, as this is the section that is mostly read by experts. In the world of business, time is money. Following a standard business report format is what senior level managers and busy businessmen look for, as it reflects what they value the most, that is effective utilization of time. You can find many such examples online and use them as a reference for designing a suitable report format.

The Founding of Thebes

The Founding of Thebes The founder of Thebes is known as Cadmus or Kadmos. He was a descendant of the union of Io and Zeus in bull shape. Cadmus father was a Phoenician king named Agenor and his mother was named Telephassa or Telephone. Cadmus had two brothers, one named Thasos, and the other Cilix, who became king of Cilicia. They had a sister named Europa, who was also carried off by a bullZeus, again. The Search for Europa Cadmus, Thasos, and their mother went to look for Europa and stopped in Thrace where Cadmus met his future bride Harmonia. Taking Harmonia with them, they then went to the oracle at Delphi for a consultation. The Delphic Oracle told Cadmus to look for a cow with a lunar sign on either side, to follow where the cow went, and to make sacrifices and establish a town where the bull lay down. Cadmus was also to destroy the guard of Ares. Boeotia and Ares' Dragon After finding the cow, Cadmus followed it to Boeotia, a name based on the Greek word for cow. Where it lay down, Cadmus made sacrifices and started to settle. His people needed water, so he sent out scouts, but they failed to return because they had been killed by Ares dragon who guarded the fountain. It was up to Cadmus to slay the dragon, so with divine assistance, Cadmus slew the dragon using a stone, or perhaps a hunting spear. Cadmus Founds Thebes Athena, who helped with the slaying, advised Cadmus that he should plant the teeth of the dragon. Cadmus, with or without Athenas help, sowed the teeth-seeds. From them emerged fully armed warriors of Ares who would have turned on Cadmus had Cadmus not thrown stones at them making it appear that they were attacking one another. Ares men then fought with each other until only 5 worn out warriors survived, who came to be known as Spartoi the sown men who then helped Cadmus found Thebes. Thebes was the name of the settlement. Harmonia was a daughter of Ares and Aphrodite. The conflict between Ares and Cadmus was resolved by the marriage of Cadmus and Ares daughter. The event was attended by all the gods. Offspring of Cadmus and Harmonia Among the children of Harmonia and Cadmus was Semele, who was the mother of Dionysus, and Agave, mother of Pentheus. When Zeus destroyed Semele and inserted the embryonic Dionysus in his thigh, the palace of Harmonia and Cadmus burned. So Cadmus and Harmonia left and traveled to Illyria (which they also founded) first handing over the kingship of Thebes to their son Polydorus, father of Labdacus, father of Laius, father of Oedipus. Founding Legends Athena reserved some of the dragons teeth to give to Jason.Thebes was an Egyptian city, too. One story of the founding of Thebes says that Cadmus gave the Greek city the same name his father had just given to the Egyptian city.Instead of Polydorus, Pentheus is sometimes named as the successor of Cadmus.Cadmus is credited with bringing the alphabet/writing to Greece.The continent of Europe was named for Europa, the sister of Cadmus. This is the background for the first of three sets of stories from Greek mythology about Thebes. The other two are the sets of stories surrounding the House of Laius, especially Oedipus and those around the conception of Dionysus. One of the more enduring figures in the Theban legends is the long-lived, transgendering Tiresias the seer. Source Ovids Narcissus (Met. 3.339-510): Echoes of Oedipus, by Ingo Gildenhard and Andrew Zissos; The American Journal of Philology, Vol. 121, No. 1 (Spring, 2000), pp. 129-147/