Herzing Data Discovery Essay Assignment
Order ID 53563633773 Type Essay Writer Level Masters Style APA Sources/References 4 Perfect Number of Pages to Order 5-10 Pages
Herzing Data Discovery Essay Assignment
Grading rubric must be followed!
Create an Excel spreadsheet that defines data elements and formats that support enterprise information management and data integration. Write a data discovery report (4-5 pages) that identifies data quality issues and recommends strategies for addressing and preventing them.
Health care organizations are constantly challenged to assess data quality procedures. Data entered into information systems often contains redundant data elements, disparate data, and inconsistent definitions. Health care technology, such as an EHR system, helps to improve data quality; however, it cannot completely eliminate data quality challenges.
Data can be organized to identify trends, transforming raw data into useful information. Data discovery is a detection process that involves searching for trends, patterns, or specific items in a particular data set. It can also include identifying potential data quality issues and leveraging data mining techniques. Data discovery’s goal is to analyze data from different perspectives, summarize it, and use it to meet organizational needs.
In this assessment, you will investigate potential data quality issues that pose a risk to Independence Medical Center and then propose recommendations to address these issues.
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 1: Manage data from multiple sources.
- Use various strategies to maintain clean data from multiple sources.
- Describe data quality issues when using multiple sources.
- Competency 3: Analyze the impacts of data warehousing.
- Explain data formatting issues when using and storing data from multiple sources.
- Competency 4: Analyze effects of database design and architecture in integrating and using various data sources.
- Create a spreadsheet describing data elements and formats supporting enterprise information management and data integration.
- Competency 5: Communicate professionally in a health care environment.
- Create clear, well-organized, professional documents that are generally free of errors in grammar, punctuation, and spelling.
- Follow APA formatting and style guidelines for citations and references.
Do the following to prepare to successfully complete Assessment 2 on data discovery:
- Review the work you did in Assessment 1, as it will inform the work you do in this second assessment.
- Conduct independent research on clean data characteristics. Consult the Health Care Administration Undergraduate Library Research Guide for research tips and help in identifying current, scholarly, and/or authoritative sources. You will be using the information from the research you conduct to complete the assessment.
- Analyze Independence Medical Center’s Core Data Sets [XLSX]. Be sure to analyze all the tabs in the spreadsheet.
For this second assessment, continue on in your role as Independence Medical Center’s privacy and security manager. Your boss, the CIO, is impressed with the work you did in recommending a DMGP framework for Independence Medical Center. (This is the work you completed in Assessment 1.) As is often the case in health care administration, good work is rewarded with more work. Various departments at Independence Medical Center have brought potential data quality issues to the CIO’s attention.
As a result, you have a new task. Your boss wants you to conduct an investigation into potential data quality issues that could pose risks to the organization. You will evaluate Independence Medical Center’s core data sets from multiple data sources. After identifying the potential data quality issues, your boss has asked you to prepare a data discovery report in which you propose recommendations to help resolve the data quality issues you identified. As part of this process you will also create a spreadsheet that defines Independence Medical Center’s data elements and formats.
This assessment consists of two parts.
Part 1: Spreadsheet
Based on your analysis of Independence Medical Center’s data sources, systems, and noted recommendations, create a spreadsheet to define data elements and formats. Do this in the Recommendations tab included in the Independence Medical Center’s Core Data Sets [XLSX] spreadsheet. Be sure to create your spreadsheet according to recommended data collection practices and formats that support enterprise information management and data integration.
Part 2: Data Discovery Report
Write a 4–5 page data discovery report that identifies potential issues related to enterprise information management and data integration based on all of the following:
- Your review of your proposed framework for a DMGP for Independence Medical Center from Assessment 1.
- Your research on the characteristics of clean data.
- Your analysis of Independence Medical Center’s core data sets.
Your boss has asked you to include all of the following headings in your data discovery report and to answer all of the questions underneath each heading:
- Best Practices for Clean Data When Using Multiple Sources (1/2 page).
- What are the best practices for maintaining clean data when using multiple sources?
- Data Quality Issues When Using Multiple Sources (1 page).
- What data quality issues in general do organizations face when using multiple sources?
- What specific data quality issues appear in Independence Medical Center’s core data sets?
- Data Formatting Issues Related to Integration When Using and Storing Data from Multiple Sources (1 page).
- What data formatting issues related to integration in general do organizations encounter when using and storing data from multiple sources?
- What specific data formatting issues appear in Independence Medical Center’s core data sets?
- Recommendations for Data Sources, Systems, and Core Data Set Items (1 page).
- What are your top 3–5 recommendations for Independence Medical Center’s data sources, systems, and items to be included in its core data set? Be sure to include the rationale behind your recommendations.
- Conclusion (1 to 2 paragraphs).
- What are the 3–5 key pieces of information you want your CIO to remember from your data discovery report?
Note: You know that the CIO has a reputation for asking a lot of questions about how someone came to his or her conclusions. Be sure to include references to current, scholarly, and/or authoritative sources throughout your data discovery report.
QUALITY OF RESPONSE NO RESPONSE POOR / UNSATISFACTORY SATISFACTORY GOOD EXCELLENT Content (worth a maximum of 50% of the total points) Zero points: Student failed to submit the final paper. 20 points out of 50: The essay illustrates poor understanding of the relevant material by failing to address or incorrectly addressing the relevant content; failing to identify or inaccurately explaining/defining key concepts/ideas; ignoring or incorrectly explaining key points/claims and the reasoning behind them; and/or incorrectly or inappropriately using terminology; and elements of the response are lacking. 30 points out of 50: The essay illustrates a rudimentary understanding of the relevant material by mentioning but not full explaining the relevant content; identifying some of the key concepts/ideas though failing to fully or accurately explain many of them; using terminology, though sometimes inaccurately or inappropriately; and/or incorporating some key claims/points but failing to explain the reasoning behind them or doing so inaccurately. Elements of the required response may also be lacking. 40 points out of 50: The essay illustrates solid understanding of the relevant material by correctly addressing most of the relevant content; identifying and explaining most of the key concepts/ideas; using correct terminology; explaining the reasoning behind most of the key points/claims; and/or where necessary or useful, substantiating some points with accurate examples. The answer is complete. 50 points: The essay illustrates exemplary understanding of the relevant material by thoroughly and correctly addressing the relevant content; identifying and explaining all of the key concepts/ideas; using correct terminology explaining the reasoning behind key points/claims and substantiating, as necessary/useful, points with several accurate and illuminating examples. No aspects of the required answer are missing. Use of Sources (worth a maximum of 20% of the total points). Zero points: Student failed to include citations and/or references. Or the student failed to submit a final paper. 5 out 20 points: Sources are seldom cited to support statements and/or format of citations are not recognizable as APA 6th Edition format. There are major errors in the formation of the references and citations. And/or there is a major reliance on highly questionable. The Student fails to provide an adequate synthesis of research collected for the paper. 10 out 20 points: References to scholarly sources are occasionally given; many statements seem unsubstantiated. Frequent errors in APA 6th Edition format, leaving the reader confused about the source of the information. There are significant errors of the formation in the references and citations. And/or there is a significant use of highly questionable sources. 15 out 20 points: Credible Scholarly sources are used effectively support claims and are, for the most part, clear and fairly represented. APA 6th Edition is used with only a few minor errors. There are minor errors in reference and/or citations. And/or there is some use of questionable sources. 20 points: Credible scholarly sources are used to give compelling evidence to support claims and are clearly and fairly represented. APA 6th Edition format is used accurately and consistently. The student uses above the maximum required references in the development of the assignment. Grammar (worth maximum of 20% of total points) Zero points: Student failed to submit the final paper. 5 points out of 20: The paper does not communicate ideas/points clearly due to inappropriate use of terminology and vague language; thoughts and sentences are disjointed or incomprehensible; organization lacking; and/or numerous grammatical, spelling/punctuation errors 10 points out 20: The paper is often unclear and difficult to follow due to some inappropriate terminology and/or vague language; ideas may be fragmented, wandering and/or repetitive; poor organization; and/or some grammatical, spelling, punctuation errors 15 points out of 20: The paper is mostly clear as a result of appropriate use of terminology and minimal vagueness; no tangents and no repetition; fairly good organization; almost perfect grammar, spelling, punctuation, and word usage. 20 points: The paper is clear, concise, and a pleasure to read as a result of appropriate and precise use of terminology; total coherence of thoughts and presentation and logical organization; and the essay is error free. Structure of the Paper (worth 10% of total points) Zero points: Student failed to submit the final paper. 3 points out of 10: Student needs to develop better formatting skills. The paper omits significant structural elements required for and APA 6th edition paper. Formatting of the paper has major flaws. The paper does not conform to APA 6th edition requirements whatsoever. 5 points out of 10: Appearance of final paper demonstrates the student’s limited ability to format the paper. There are significant errors in formatting and/or the total omission of major components of an APA 6th edition paper. They can include the omission of the cover page, abstract, and page numbers. Additionally the page has major formatting issues with spacing or paragraph formation. Font size might not conform to size requirements. The student also significantly writes too large or too short of and paper 7 points out of 10: Research paper presents an above-average use of formatting skills. The paper has slight errors within the paper. This can include small errors or omissions with the cover page, abstract, page number, and headers. There could be also slight formatting issues with the document spacing or the font Additionally the paper might slightly exceed or undershoot the specific number of required written pages for the assignment. 10 points: Student provides a high-caliber, formatted paper. This includes an APA 6th edition cover page, abstract, page number, headers and is double spaced in 12’ Times Roman Font. Additionally, the paper conforms to the specific number of required written pages and neither goes over or under the specified length of the paper.
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Herzing Data Discovery Essay Assignment
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