Category: Analytics

Based on the 3 excel spreadsheet data, (JOPES, JCRM, and COP-I3) along with the information from the content page, develop a presentation paper with an overview, recommendations, and an executive summary.

Use Frankenstein by Mary Shelley. This assignment asks you to examine, interpret, and explain a piece of literature from our course readings. Your goal is not to summarize the plot. Instead, you will think critically about how and why the author wrote the work and present an argument about its meaning, purpose, or effect on the reader.

Assignment Requirements

1. Choose Your Text

Select a text that meets all of the following requirements:

The text must be more than 20 words in length.

The text must not be a poem.

The text should provide enough depth to support a sustained literary analysis.

Choose a work that allows you to examine literary elements, develop a clear thesis, and support your ideas with evidence from the text.

2. Thesis Statement

Develop a clear and arguable thesis that answers a meaningful question about the text. Your thesis should explain one of the following:

How a literary element creates meaning

How a theme develops

How a character, historical moment, or social issue is revealed

Your thesis should appear in the introduction and guide the entire essay.

3. Textual Evidence

Use direct quotations and specific references from the text to support your ideas.

Each quote must be introduced, explained, and clearly connected to your thesis.

Avoid placing quotations into your writing without context or analysis.

4. Analysis

Explain how your evidence supports your thesis.

Focus on meaning, purpose, and effect rather than summarizing the text.

Your analysis should demonstrate thoughtful engagement and critical thinking.

5. Organization

Your essay should include:

An introduction with a clear thesis

Multiple body paragraphs, each focused on one main idea

A conclusion that explains why your analysis matters and what the reader should take away

Each paragraph should clearly connect back to your thesis.

6. Length

Your essay must be at least 1000 words.

The Works Cited page does not count toward the word total.

7. MLA Formatting

Use MLA format throughout your essay, including:

In-text citations using author and page number

A Works Cited page

12-point Times New Roman font

Double spacing

Possible Literary Elements or Devices to Analyze

You may focus on one or more of the following:

Literary elements:

Theme

Characterization

Setting

Tone

Point of view

Literary devices:

Symbolism

Irony

Imagery

Allusion

Motif

Narrator reliability

Foreshadowing

Diction

Syntax

Juxtaposition

Figurative language

What a Literary Analysis Is Not

This assignment is not:

A plot summary

A personal opinion piece, such as stating whether you liked or disliked the text

A biography of the author

A general research paper

Checklist Before You Submit

Before submitting your essay, review the following questions:

Do I have a clear and arguable thesis?

Did I use direct evidence from the text?

Did I explain how each piece of evidence supports my argument?

Is my analysis clearly organized and easy to follow?

Did I use MLA format correctly for citations and the Works Cited page?

Is my essay at least 1000 words, not including the Works Cited page?

In Unit 3, you ran a SWOT analysis for a buying a car process. In this assignment you will create a class diagram that captures that process. The diagram should be clear. Utilize the approved UML symbols. Make sure you describe all classes and objects correctly and list their attributes and methods.

Instructions

Imagine that you are a project manager with a large hospital. You are responsible for facilitating the selection of a new healthcare information system. You are asked to preview the Epic EHR, Allscripts MyWay EMR, and Waiting Room Solutions demos.

Explore all of the product modules and functions, such as the user-friendliness (interface and ease of use), patient search functionality, release of information and retrieval, record tracking, web-based standards, internet and intranet use, regulatory requirements, etc.

Create a comparison table or matrix for the various functions.

In a 2-3 page paper, provide an assessment and explanation of how product features would or would not potentially support interoperability and basic integration standards.

Provide a recommendation for a new healthcare information system based on your assessment of each product.

Your paper should be in APA format.

Submit the comparison table and paper.

Resources

Waiting Room Solutions. Go to youtube and search “Waiting Room Solutions Demo” to view this product.

Allscripts MyWay EMR. Go to youtube and search “Allscripts Demo” to view this product.

Grading Rubric

Assignment 1: Integration and System Functions

Points

Student created a comparison table or matrix for the various functions.

20

Student provided thorough outline of the functions for each product.

40

Student provided an assessment and explanation of how product features would or would not potentially support interoperability and basic integration standards

40

Total

100 points

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2018 AHIMA Entry- Level Competencies Health Information Management Baccalaureate Degree

Domain I. Data Structure, Content, and Information Governance

Competency

I.6. Evaluate data dictionaries & data sets for compliance with government standards

Domain III. Informatics, Analytics, and Data Use

Competency

III.1. Examine health informatics concepts for the management of health information.

III.2. Analyze technologies for health information management.

III.6. Manage data within a database management system.

III.7. Identify standards for exchange of health information.

Attached is the rubric.

You are tasked with building and optimizing a decision tree model to predict survival on the Titanic dataset. Using the embedded titanic dataset, you will tune the models hyperparameters to maximize performance. 1. Dataset: Use the titanic dataset from Pythons seaborn library: Python Code import seaborn as sns titanic = sns.load_dataset(“titanic”) Relevant features: * Input variables: pclass, sex, age, sibsp, and fare. * Target variable: survived (1 = survived, 0 = did not survive). 1. Steps: * Data Preprocessing: * Handle missing values (e.g., fill missing age values with the median). * Convert categorical variables (e.g., sex) into numeric format using one-hot encoding. * Split the data into training and test sets. * Baseline Model: * Train a basic decision tree model using default hyperparameters. * Evaluate the model using metrics such as accuracy, precision, recall, and F1 score. * Hyperparameter Tuning: * Use GridSearchCV from scikit-learn to optimize hyperparameters, such as: * max_depth: Maximum depth of the tree. * min_samples_split: Minimum number of samples required to split an internal node. * min_samples_leaf: Minimum number of samples required to be at a leaf node. * Evaluate the optimized model on the test set. * Visualization: * Plot the decision tree using graphviz or plot_tree from scikit-learn. * Compare performance metrics (e.g., accuracy, precision, recall) between the baseline and optimized models. 2. Analysis: * Summarize the results of the optimization process and discuss how the tuned hyperparameters improved the model. * Reflect on any trade-offs between complexity and performance (e.g., overfitting vs. generalization). Submit a Word Document containing your assignment and the following requirements: * A Python Jupyter Notebook containing: * Code for data preprocessing, model training, and hyperparameter tuning. * Visualizations of the decision tree and performance metrics. * A written summary comparing baseline and optimized model results (1-2 pages).

Need to utilize formulas and the excel spreadsheet provided and charts on different tabs

1. Introduction and Problem Description (2+ pages)

o Explain the problem you’re addressing and the purpose of your project.

o Describe the source of the dataset, how you collected it, and what kind of data you used.

o Provide a list or table of the variables (data points) you used to solve the problem.

o Example: If youre studying how weather impacts sales, list variables like Temperature, Rainfall, and Sales.

2. Techniques Used to Analyze Data (2+ pages)

o Describe what data analysis methods you applied to the dataset to answer your problem.

o You can use methods covered in class (e.g., regression, clustering) or explore new ones.

o Example: For a weather-sales problem, you could apply linear regression to see how temperature affects sales.

3. Results (1+ page)

o Present your findings using graphs, figures, or outputs from Excel or R.

o Explain what the results show in relation to your problem. Do they support your initial questions or not?

o Example: Show a graph with sales vs. temperature and explain how temperature increases or decreases sales.

4. Challenges and Summary (1+ page)

o Describe any difficulties you faced in the project and summarize what you learned.

5. Appendix (Optional)

o If needed, add any detailed steps, such as Excel formulas or R code, here.

6. References

o List any books, articles, or websites you used for the project.

please see attached,

NO AI, No CHAT BOTS. Please use reading text to complete in text citations and to support your work. ( readings are listed in the file with readings ) please let me know if you have issues accessing the documents or any of the readings. Please use the formatting of the assignment that I provide, please follow all instructions provided on the assignment that I provide to you as well as my instructions here. Please list and number exactly like the assignment provided thanks.

Please use 7th edition APA format. Please list references used. Please use in text citations.

NO AI, No CHAT BOTS. Please use reading text to complete in text citations and to support your work. ( readings are listed in the file with readings ) please let me know if you have issues accessing the documents or any of the readings. Please use the formatting of the assignment that I provide, please follow all instructions provided on the assignment that I provide to you as well as my instructions here. Please list and number exactly like the assignment provided thanks.

Please use 7th edition APA format. Please list references used. Please use in text citations.