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Data Mining

Perform data mining activities on two Excel datasets. Prepare a 4-5 page report of findings, including whether datasets accurately depict performance, the use of data sampling methods in strategic decision making, and conclusions and recommendations about improving patient service and staff performance. Include in the report the analysis of the raw data in Excel data analysis tables.
INTRODUCTION
Data mining is a statistical analysis process used to extract data to provide useful information. Beginning with raw data, a data analyst organizes the data, rearranges it, and then searches for patterns. After identifying the patterns, the analyst can turn the data into usable information. In this assessment you will perform data mining activities and apply the results to different uses in health care information settings.
DEMONSTRATION OF PROFICIENCY
By successfully completing this assessment, you will demonstrate your proficiency in the course competencies through the following assessment scoring guide criteria:
Competency 3: Use data analysis skills to support health information integrity and data quality.
Analyze data samples.
Explain how to use data sampling methods and data mining to inform strategic decision making.
Recommend quality of care improvements based on statistical analysis.
Competency 4: Apply statistical strategies to analyze health care data.
Organize raw data.
Perform data mining activities.
Competency 5: Communicate in a professional manner to support health care data analytics.
Create a clear, well-organized, professional document that is generally free of errors in grammar, spelling, and punctuation.

Sample Solution

There are many reasons why Iago hates Othello. Many of the reasons are that Othello is a Moor, Cassio was promoted to the position of a lieutenant instead of Iago, or maybe he is just jealous because Othello married Desdemona. Iago thinks his actions are justified by making up excuses. During the play’s duration, jealousy is one of the foundation in Iago’s plot to destroying Othello. Iago was a lower ranking officer of Othello who wanted to be promoted to the position of a lieutenant (Shakespeare-online). We see Iago describing his jealousy towards Cassio in the opening scene of Act I. He is telling Roderigo that Cassio has “never been set in a squadron” and that his battle knowledge is only theoretical (Shakespeare-online). He is saying that unlike Cassio, Iago had been in the military for many years and therefore the best person who should have been promoted. He says that he feels a sense of betrayal by Othello. This is what is making Iago hate Othello, and this is clearly portrayed because he is only referring Othello as “the Moor” when speaking either to himself or to others. Jealousy is not the only thing that is making Iago to hate on Othello. He also had rumors that Othello had a love affair with his wife Emilia. In Act 1, Scene 3, Iago says ‘Twixt my sheets, has done in my office. I know not if it be true, but I, for mere suspicion of that kind, will do as if for surely’ (Othello, Moor of Venice). This is also the rumor that Iago uses as a source of revenge towards Othello. His revenge on Othello involves making Othello feel his pain by framing Othello about Desdemona false affair (Shakespeare-online). Shakespeare in this narration is demonstrating to the audience that destruction of loyalty is only one of the results of envy. Othello’s raging jealousy is eventually inhibiting his clear thinking. Iago is using manipulation to cause Othello’s uncontrollable emotions, thereby ruling over Othello’s actions. At one point, Othello is being consumed with his emotions that he falls into a trance. Othello can blame no one but himself for his actio
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