GE’s Big Bet on Data and Analytics: Insights and Comparisons”

Read the attached Case Study, GE’s Big Bet
on Data and Analytics.
Prepare a 2-3 page paper (APA format) answer the following:
1. What can other organizations learn from observing GE’s big bet (on “Industrial Analytics” using the Industrial Internet of Things (IIoT))?
2. Research two other companies (other than GE) that have developed operating OR marketing solutions utilizing industrial analytics. What insights did the company gain as a result?
One of the 2 companies should be: Lockheed Martin, Raytheon Technologies, Northrop Grumman, BAE Systems, or L3Harris Technologies if possible.

Struggling with where to start this assignment? Follow this guide to tackle your assignment easily!


Step-by-Step Guide to Writing Your Paper on GE’s Big Bet on Data and Analytics

This assignment asks you to analyze GE’s use of industrial analytics through the Industrial Internet of Things (IIoT) and compare it with two other companies using similar technologies. Here’s how to break down and approach the paper with clarity and precision:


1. Understand the Case Study

Before you start writing, thoroughly read the case study on GE’s Big Bet on Data and Analytics. The main focus is on GE’s use of IIoT to drive industrial analytics. Pay close attention to the following:

  • GE’s decision to invest in IIoT.
  • The challenges GE faced and how they overcame them.
  • The outcomes GE achieved by implementing these strategies.
  • What lessons other companies can draw from GE’s experiences.

2. Research Additional Companies (Lockheed Martin, Raytheon, Northrop Grumman, BAE Systems, or L3Harris)

To meet the requirements, you need to research two companies, one of which must be from the provided list (Lockheed Martin, Raytheon Technologies, Northrop Grumman, BAE Systems, or L3Harris Technologies).
For each company, follow these steps:

  • Identify their use of industrial analytics: Investigate how these companies are using IIoT or industrial analytics in their operations.
  • Analyze the impact: What were the benefits or challenges they faced by utilizing industrial analytics?
  • Draw insights: How did the use of industrial analytics shape their operations or marketing strategies?

You’ll use this research to compare and contrast with GE’s experience.


3. Paper Structure

Ensure your paper follows these core sections to maintain a logical flow:

Introduction (Approx. 1 paragraph)

  • Briefly introduce GE’s big bet on IIoT and industrial analytics.
  • State the purpose of the paper: To explore what other companies can learn from GE and to analyze how other companies use industrial analytics.

GE’s Big Bet on Data and Analytics (Approx. 1-1.5 pages)

  • Provide a detailed description of GE’s use of IIoT for industrial analytics.
  • Discuss the lessons other organizations can learn from GE’s approach. Focus on key takeaways that can be applied in different industries or contexts.

Company Comparisons: Lockheed Martin, Raytheon, or Others (Approx. 1 page)

  • For each of the two companies you research:
    • Briefly describe how they utilize industrial analytics.
    • Explain the impact or insights they gained through these solutions.
  • Compare their use of analytics to GE’s approach: Do they have similar strategies? What’s different about their use?

Conclusion (Approx. 1 paragraph)

  • Summarize the key lessons from GE’s big bet.
  • Highlight the key takeaways from the other companies you researched.
  • Provide a closing thought on the future of industrial analytics and its role in business strategies.

4. Formatting Requirements

  • Length: Aim for 2-3 pages in length, double-spaced, with 12-point Times New Roman font and 1-inch margins.
  • APA Format: Your paper must be in APA format, which includes:
    • Title page (if required).
    • In-text citations to support your research.
    • A reference list at the end with sources properly cited.

5. Review and Proofread

  • After writing the paper, take time to proofread. Ensure that the paper flows logically and all points are clearly made.
  • Double-check that the in-text citations and references are in APA format.
  • Make sure your paper answers both main questions thoroughly and that it adheres to the 2-3 page requirement.

Final Tips

  • Don’t rush your research! Make sure you understand GE’s strategy and the role of IIoT before diving into the company comparisons.
  • Keep your writing concise and to the point. Avoid adding unnecessary details that don’t support the main arguments.
  • Check the APA style guide for specifics on how to format citations and references correctly.

The Ethical Challenges of Implementing AI in Literature and Autonomous Vehicles

the ethical challenges of implementing ai in any industry that’s literature and in autonomous vehicles that’s secondary data please use secondary qualitative data and use Harvard referencing and in text citations

🟥 Struggling with where to start this assignment? Follow this guide to tackle your assignment easily!

The Ethical Challenges of Implementing AI in Literature and Autonomous Vehicles

Introduction

Artificial Intelligence (AI) has significantly influenced various industries, particularly literature and autonomous vehicles. While AI in literature raises concerns about originality, authorship, and bias, its application in autonomous vehicles involves safety, accountability, and decision-making dilemmas. This paper explores the ethical challenges in both domains using secondary qualitative data from existing studies, scholarly articles, and expert opinions.

Ethical Challenges in AI-Generated Literature

AI has been increasingly used to create poetry, stories, and even entire books, raising several ethical concerns:

  1. Authorship and Intellectual Property AI-generated texts challenge traditional notions of authorship. Since AI systems like OpenAI’s GPT-4 generate content based on vast datasets, questions arise regarding ownership and copyright (Boden, 2019).
  2. Bias and Representation AI models inherit biases present in their training data, leading to the reinforcement of stereotypes in literature. Studies highlight that AI-generated content often reflects gender and racial biases (Bender et al., 2021).
  3. Impact on Human Writers AI’s ability to produce high-quality literature raises concerns about the future of human creativity and employment in the writing profession (Jones, 2020).

Ethical Challenges in Autonomous Vehicles

The implementation of AI in autonomous vehicles presents ethical dilemmas related to decision-making, liability, and public safety:

  1. Decision-Making in Critical Situations AI-driven vehicles must make split-second decisions in potentially life-threatening scenarios. The ethical dilemma of prioritizing passengers versus pedestrians in unavoidable accidents remains unresolved (Goodall, 2016).
  2. Accountability and Liability Determining responsibility in the event of an accident involving autonomous vehicles is complex. Scholars argue whether blame should be placed on the manufacturer, software developer, or vehicle owner (Lin, 2017).
  3. Data Privacy and Surveillance AI in autonomous vehicles relies on extensive data collection, raising concerns about user privacy and potential misuse of personal information (Smith, 2018).

Conclusion

The ethical challenges of AI in literature and autonomous vehicles highlight the need for comprehensive regulations and ethical guidelines. While AI continues to transform both fields, addressing concerns related to authorship, bias, accountability, and safety is crucial. Future research should focus on developing ethical AI frameworks to ensure responsible implementation.

References

Bender, E.M., Gebru, T., McMillan-Major, A. and Shmitchell, S., 2021. On the dangers of stochastic parrots: Can language models be too big?. Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, pp.610-623.

Boden, M.A., 2019. Artificial intelligence, creativity, and the arts. AI & Society, 34(1), pp.73-79.

Goodall, N.J., 2016. Machine ethics and automated vehicles. In Road Vehicle Automation (pp. 93-102). Springer.

Jones, R., 2020. AI and the future of creative writing. Journal of Digital Humanities, 7(2), pp.45-56.

Lin, P., 2017. Why ethics matters for autonomous cars. In Autonomous driving (pp. 69-85). Springer.

Smith, B., 2018. Data privacy and AI in autonomous vehicles. Technology and Society Journal, 24(3), pp.112-128.

Long Cycle Case Chart for the GSK Case

Following the instructions in Learning with Cases from the Ivey course pack (attached in file), complete the long cycle case chart for the GSK case (attached in file) assigned from your course pack.
Notice the section “Case Data Analysis” has a parenthetical note, “(Course frameworks and analytical tools).” This is a placeholder for a LOT of information. For BUAD 301, “Course frameworks” are any analytical paradigms described in the case itself or in the reading that is paired with the case. For other classes in the College of Business and Economics, “Course frameworks” are any analytical paradigms described in (1) the case itself, (2) any assigned readings, and (3) lectures. “Analytical tools” are all of the methods of analyzing a case explained in Note 7 for of the Student Guide to the Case Method in your course pack. Complete every method of analysis for which the case provides sufficient data and add that information to your Long Cycle Case Chart. Not every case provides all of the information necessary to complete every method of analysis explained in Note 7. Make a note of any analysis that could not be completed due to lack of information. A professor may provide that missing information as part of a case exam prompt.

Struggling with where to start this assignment? Follow this guide to tackle your assignment easily!

Step-by-Step Guide to Structuring and Writing Your Long Cycle Case Chart for the GSK Case

Step 1: Understand the Assignment Requirements

  • Carefully read the instructions from your course pack and the “Learning with Cases” guide.
  • Pay close attention to the “Case Data Analysis” section, which requires the application of course frameworks and analytical tools.

Step 2: Gather Your Resources

  • Course Frameworks: Identify analytical paradigms from the case, assigned readings, and lectures.
  • Analytical Tools: Refer to Note 7 of the “Student Guide to the Case Method” to determine which methods of analysis are applicable.
  • Case Study: Read the GSK case thoroughly and take notes.

Step 3: Set Up Your Long Cycle Case Chart

  • Create a structured format for your chart.
  • Ensure you have the following sections:
    1. Issue Identification: Identify the key problems and opportunities in the case.
    2. Case Data Analysis: Use relevant course frameworks and analytical tools.
    3. Alternatives and Evaluation: List possible solutions and assess their strengths and weaknesses.
    4. Recommendations: Provide a well-supported recommendation.
    5. Implementation Plan: Outline steps to execute your recommendation.
    6. Key Takeaways: Summarize the learning points from the case.

Step 4: Conduct a Thorough Case Data Analysis

  • Apply every applicable method of analysis based on the case data.
  • If certain analyses cannot be completed due to missing data, make a note of it.

Step 5: Develop Your Alternatives and Evaluate Them

  • List possible courses of action.
  • Compare them based on feasibility, risk, and expected outcomes.

Step 6: Make a Clear and Justified Recommendation

  • Select the best alternative and support your choice with data.
  • Explain why your recommendation is the most effective solution.

Step 7: Create an Implementation Plan

  • Develop an actionable strategy with a timeline.
  • Address potential challenges and how to overcome them.

Step 8: Review and Finalize Your Chart

  • Ensure all sections are complete and well-organized.
  • Check for clarity, conciseness, and logical flow.
  • Proofread for grammar and formatting consistency.

Step 9: Prepare for Possible Exam Questions

  • Be ready to discuss any missing data points that may appear in a case exam prompt.
  • Review your work with a focus on applying frameworks effectively.

Following these steps will help you systematically complete your Long Cycle Case Chart for the GSK case while ensuring a strong, analytical approach. Good luck with your assignment!

PowerPoint presentation explaining the qualitative and quantitative steps necessary in conducting a Sensitivity Analysis.

Prepare a PowerPoint presentation on this topic. Include the following:
Title slide which includes a link to your video.
5-7 content slides explaining the qualitative and quantitative steps necessary in conducting a Sensitivity Analysis. How can a project’s risk be incorporated into a Capital Budgeting analysis? Use concise bullet points on the slide and the Speaker Notes section to add details for each slide (this becomes your video “speech”).
Final slide with a minimum of 2 References.
Once you compose your PowerPoint slides, you go to YouTube or Loom (not the recording option in PPT), to record a 4–5 minutes presentation using YouTube or Loom Video (See the attached file). On the title slide of your PowerPoint presentation, provide the link only to your video recording that you created. Note: set your video to public for grading; you can delete or set to private afterwards. (You do not need to be in the video; you can show the PPT slides.)

Struggling with where to start this assignment? Follow this guide to tackle your assignment easily!

Step 1: Understand the Assignment Requirements

  • Read the prompt carefully and identify key instructions.
  • Highlight important components such as word count, formatting, and citation style.
  • Clarify any doubts with your instructor before proceeding.

Step 2: Research and Gather Information

  • Identify credible sources such as academic journals, books, and reputable websites.
  • Take organized notes, summarizing key points relevant to your topic.
  • Keep track of citations for easy referencing.

Step 3: Develop a Strong Thesis Statement

  • Clearly state the main argument or purpose of your paper.
  • Ensure your thesis is specific, concise, and arguable.
  • Your thesis should guide the structure of your entire paper.

Step 4: Create an Outline

  • Structure your paper into sections: Introduction, Body, and Conclusion.
  • List main points under each section to maintain logical flow.
  • Include sub-points to elaborate on key ideas.

Step 5: Write the Introduction

  • Start with a hook to grab the reader’s attention.
  • Provide background information on the topic.
  • End with a clear thesis statement that sets the tone for your paper.

Step 6: Develop the Body Paragraphs

  • Each paragraph should focus on a single idea that supports your thesis.
  • Use topic sentences to introduce each paragraph’s main idea.
  • Provide evidence such as data, examples, or expert opinions.
  • Analyze the evidence and explain its relevance to your argument.
  • Ensure smooth transitions between paragraphs.

Step 7: Craft a Strong Conclusion

  • Summarize the main points without introducing new information.
  • Restate your thesis in a fresh way.
  • Offer final thoughts or a call to action if applicable.

Step 8: Revise and Edit

  • Read through your paper for coherence and clarity.
  • Check for grammar, spelling, and punctuation errors.
  • Ensure citations are formatted correctly.
  • Consider peer review for constructive feedback.

Step 9: Format and Submit

  • Follow the required formatting style (APA, MLA, Chicago, etc.).
  • Double-check submission guidelines.
  • Submit your paper before the deadline.

The Role of Employees in Ethical Decision-Making

Reflect on the various stakeholders in the ethical realm of decision making. Pick one stakeholder that you think is of greatest importance and explain why, incorporating course learning into the response. The reflection is a 1-2 paragraph written assignment. Youtube video link attached and this weeks reading.

Struggling with where to start this assignment? Follow this guide to tackle your assignment easily!

1. Review Course Material and Video

To reflect on the various stakeholders in ethical decision-making, start by revisiting your course materials and watching the provided YouTube video. This will help you identify who the key stakeholders are (e.g., employees, customers, shareholders, government, etc.) and the ethical considerations they each bring to decision-making.

2. Understand the Key Stakeholders

Here’s a quick breakdown of the most common stakeholders in ethical decision-making:

  • Employees: Ethical decisions affect job security, fair treatment, and working conditions.
  • Customers: Their interests include fair pricing, safety, and transparency in product information.
  • Shareholders/Investors: They focus on the profitability and financial sustainability of the business.
  • Society: Broader social impacts, such as environmental responsibility or contributions to community development, can be considered.
  • Government: The role of government is to ensure that ethical standards are upheld through regulations and laws.

3. Choose the Most Important Stakeholder

After reviewing the video and readings, reflect on which stakeholder stands out the most in terms of importance to ethical decision-making. For example:

  • Employees: Ethical decisions about employee treatment (e.g., fair wages, safe working conditions, respect for diversity) can influence organizational culture and long-term success.
  • Customers: In a consumer-driven economy, ensuring customer welfare can help build trust and loyalty, leading to sustainable business growth.

4. Explain Why This Stakeholder Is the Most Important

Once you’ve chosen a stakeholder, explain why they are the most important in ethical decision-making. Draw connections to the concepts covered in the video and readings. For instance, if you chose employees as the key stakeholder:

  • Ethical decisions related to employee welfare foster loyalty and a positive work environment.
  • Treating employees fairly can improve productivity and long-term success for the organization.
  • As seen in the video, ethical leadership involves prioritizing employees’ well-being, which aligns with building a sustainable and ethical organization.

5. Reflect in 1-2 Paragraphs

In your reflection, clearly state which stakeholder you believe is the most crucial, explain why, and back it up with insights from your course materials. For example:


Reflection Example:

In the ethical realm of decision-making, I believe employees are the most important stakeholder group. Ethical treatment of employees not only fosters a positive organizational culture but also contributes to long-term business success. When companies make decisions that prioritize fair wages, safety, and respect, it leads to increased morale, higher productivity, and better retention rates. As seen in the video and discussed in the readings, ethical leadership is about creating environments where employees are treated with dignity and fairness. This directly correlates to overall business sustainability, as happy employees are more likely to engage in meaningful work and promote the company’s values.


6. MLA Citations

Make sure to cite your course materials and the YouTube video properly in MLA format:

  • In-text citation: (Video Title, 00:00-00:00).
  • Works Cited:
    • YouTube Video Title. YouTube, uploaded by Channel Name, Date, URL.

What is a Proof of Concept in Filmmaking and How Does It Work?

Whether you ultimately aspire to make films or not, the approach to this class is as if you do. Making a short film is a terrific place to start, but it’s important to keep in mind that short films are usually only a means to an end. The end is to be able to continue making films and ultimately get paid to do so. For the most part, short films, in and of themselves, are not something that are inherently marketable. Instead, they are a showcase for your talent (along with others in your cast and crew) whether it be writer, director, producer, cinematographer, editor, actor, etc. (or all of the above). However, a short film can also be much more than that. With the proper intention, it can be a marketable commodity. Meaning that your film is designed to become something larger, something that you can promote/sell. And the most practical way to achieve this is to create a Proof of Concept short film. Essentially to “prove” that your short film deserves to be made into something larger, something that someone else pays for! Keep in mind that a “proof of concept” short can apply to whatever medium you have interest in creating something bigger for: feature films, television series, web series, etc.
What is a Proof of Concept?
Your assignment for this week is to find out. Please access the link below and read the article What is a Proof of Concept? Then, provide a brief summary of the article which demonstrates an understanding of the concept. One robust paragraph should be enough to demonstrate understanding of the concept.

Struggling with where to start this assignment? Follow this guide to tackle your assignment easily!

1. Understand the Context

Before diving into your paper, it’s crucial to fully grasp the key concept you’re writing about. The assignment is asking you to explore the idea of a “Proof of Concept” (POC) in the context of filmmaking, television, or web series. You’ll want to think about the purpose of POCs and how they serve as a tool to make a short film more marketable.

2. Read the Assigned Article

Your first step is to access the link provided and read the article titled “What is a Proof of Concept?”. Take your time to understand the definition and purpose of a POC in the creative industry. As you read, note down important points or any definitions that stand out to you—these will help you later when summarizing.

3. Break Down the Article

As you read, focus on these key aspects:

  • What a Proof of Concept is.
  • Why filmmakers or creators use it.
  • How it can help in making a project marketable.
  • Examples or case studies that might be shared in the article.

4. Summarize the Main Ideas

Once you have a solid understanding of the article, focus on writing a robust paragraph that highlights the concept of a Proof of Concept. This summary should:

  • Demonstrate your understanding of the article’s main points.
  • Be clear and concise.
  • Use your own words but ensure you capture the essence of what was discussed.

5. Link Your Summary to the Bigger Picture

Don’t forget the overarching context of the assignment. The idea behind a Proof of Concept is that it’s a tool used by filmmakers to make their short films marketable or worthy of investment. As you summarize, show that you understand how POCs serve as both a demonstration of talent and a potential for something bigger.

6. Review and Edit Your Work

After writing your paragraph, take the time to review it for clarity, grammar, and coherence. Make sure you haven’t missed any major points from the article. If needed, revise your summary to ensure it’s as informative and precise as possible.

7. Keep the Tone Professional

Your writing should reflect the professional tone used in the original article. As the assignment focuses on understanding an important filmmaking concept, you’ll want your writing to mirror the seriousness and clarity of the subject matter.

8. Proofread

Before you submit, proofread your work for any spelling or grammatical mistakes. A polished paper will not only demonstrate your understanding of the assignment but also reflect your attention to detail.

By following these steps, you’ll be able to tackle the assignment with ease and create a strong, clear response to the question on Proof of Concept in filmmaking.

Search for Articles on Stream Analytics

Research the following two topics in Google Scholar, ProQuest, or EBSCOhost and summarize your research findings as indicated below.
Go to Google Scholar and search for articles on stream analytics. Find at least two business-related articles published in the last five years. Read and summarize your findings in 2 to 3 pages (500 to 750 words), excluding references. Your findings should include a summary of your selected articles, how they are related to stream analytics, how they discuss the benefits or issues of using stream analytics, and any other reflection you have.
Go to Google Scholar and search for articles on stream mining. Find at least two business-related articles published in the last five years. Read and summarize your findings in 2 to 3 pages (500 to 750 words), excluding references. Your findings should include a summary of your selected articles, how they are related to stream mining, how they discuss the benefits or issues of using stream mining, and any other reflection you have.

Struggling with where to start this assignment? Follow this guide to tackle your assignment easily!

This assignment requires you to research two topics—stream analytics and stream mining—by finding business-related articles in Google Scholar, ProQuest, or EBSCOhost. Here’s how you can approach the task to summarize your findings clearly and effectively.

Step 1: Search for Articles on Stream Analytics

A. Go to Google Scholar:

  • Visit Google Scholar.
  • Use search terms like “stream analytics” combined with “business” or “real-time analytics” to find relevant articles.
  • Filter the results to only include articles published in the last 5 years (you can use the time filter on Google Scholar).

B. Select at least two business-related articles:

  • Browse through the search results and select two business-related articles. Make sure the articles discuss stream analytics in the context of business (e.g., improving customer service, business intelligence, real-time decision making).
  • Make sure both articles are recent, published within the last five years.

C. Read and summarize the articles:

  1. Summarize the article content:
    • What was the focus of each article?
    • What methodologies or case studies were discussed?
    • How are the articles related to stream analytics in a business context?
  2. Benefits and Issues:
    • What are the benefits of using stream analytics as discussed in the articles? (e.g., faster decision-making, improved customer insights).
    • What are the challenges or issues mentioned? (e.g., data quality, resource-intensive processing).
  3. Personal Reflection:
    • Do the articles align with your expectations of how stream analytics is used in business?
    • Do you see any potential improvements or challenges in applying stream analytics in real-world business scenarios?

Step 2: Search for Articles on Stream Mining

A. Go to Google Scholar again:

  • Use search terms like “stream mining” combined with “business” or “real-time data mining” to find relevant articles.
  • Filter results to articles published in the last 5 years.

B. Select at least two business-related articles:

  • Browse the search results and select two business-related articles. These should cover stream mining in a business context (e.g., detecting trends, predictive analysis, etc.).

C. Read and summarize the articles:

  1. Summarize the article content:
    • What is the focus of each article?
    • What methodologies or case studies are included?
    • How are these articles related to stream mining in business?
  2. Benefits and Issues:
    • What are the benefits of using stream mining (e.g., improved predictions, handling large datasets in real-time)?
    • What are the issues or challenges (e.g., data complexity, processing time)?
  3. Personal Reflection:
    • Do you agree with the benefits and issues discussed in the articles?
    • How might stream mining be implemented in business practice, and what could be improved?

Step 3: Organize Your Findings

For both topics (stream analytics and stream mining), you’ll write a 2-3 page summary (500-750 words each) of your findings. Follow this structure:

  • Introduction: Provide a brief introduction to stream analytics and stream mining, including their importance in business.
  • Article Summaries: Summarize each article in a few paragraphs, explaining the main points and how they relate to stream analytics or stream mining in business.
  • Benefits and Issues: Highlight the key benefits and issues discussed in the articles for each topic.
  • Conclusion/Reflection: Conclude with your personal reflections on the topic. Consider how the findings might influence the use of stream analytics and stream mining in business, and what challenges need to be addressed.

Step 4: Write and Submit Your Assignment

Once you have organized your findings for both topics:

  1. Write out your summaries and reflections.
  2. Proofread your work to ensure clarity, coherence, and proper academic writing.
  3. Cite the articles you reviewed using the appropriate citation style (e.g., APA format).

By following these steps, you’ll be able to efficiently summarize your findings on stream analytics and stream mining while reflecting on their relevance and potential issues in business. Good luck with your research!

Critique of M. Solaimani’s Dissertation on Real-Time Big Data Analytics Frameworks

Thoroughly read the dissertation by M. Solaimani, Design and Development of Real-Time Big Data Analytics Frameworks, which is available online via the library of the University of Texas at Dallas. (See PDF Attached)
In 5 to 6 pages (1250 to 1500 words), from what you have studied in Modules 1 through 5, critique the dissertation, and also explain how the author applied the use of text mining, natural language processing (NLP), and social media analytics applications in the dissertation. You should also include what lessons you learned and what is missing in the dissertation.

Struggling with where to start this assignment? Follow this guide to tackle your assignment easily!

This assignment requires a deep dive into a company’s financial performance through horizontal and vertical analysis, as well as a review of its cash flow statement. Here’s a step-by-step guide to help you organize your work and ensure you’re addressing all components correctly:

Step 1: Select Your Company

Begin by choosing the company you’ll analyze. If you’ve already selected the company in this week’s discussion, then you’re off to a good start!

Step 2: Access Mergent Database and Download Financial Statements

  • Download the Mergent Online Database Instructions: Follow the instructions in the provided Mergent Online Database Instructions.docx file to locate your chosen company within the Mergent database.
  • Download the Company’s Financial Statements: Once you’ve located your company, download the relevant financial data, which should include the balance sheet, income statement, and statement of cash flows for the most recent years available. Make sure to get data for the two most recent years and, if possible, three years total (as instructed).

Step 3: Review Horizontal and Vertical Analysis for Balance Sheet and Income Statement

  • Horizontal Analysis of Balance Sheet: This type of analysis will help you evaluate the trend in the company’s financial condition. Focus on how the financial figures have changed over time, especially between the two most recent years.
    • Download the Module 1 Assignment 1 – Company Financial Analysis – Part 1 – Balance Sheet (Horizontal Analysis) document.
    • Complete the analysis by calculating the percentage change in the balance sheet figures from one year to the next.
  • Vertical Analysis of Income Statement: Vertical analysis compares each item on the income statement as a percentage of total revenue (or sales). This will help you detect any unusual trends or deviations in expense ratios.
    • Download the Module 1 Assignment 1 – Company Financial Analysis – Part 1 – Income Statement (Vertical Analysis) document.
    • Complete the vertical analysis for the income statement using the provided template.

Step 4: Perform the Horizontal and Vertical Analysis of the Financial Statements

For each of the downloaded financial statement documents (balance sheet and income statement):

  • Balance Sheet (Horizontal Analysis): Calculate the year-over-year changes for key figures such as assets, liabilities, and equity.
  • Income Statement (Vertical Analysis): For each line item (revenues, costs, expenses, etc.), calculate what percentage they represent of total revenue.

Step 5: Analyze the Statement of Cash Flows

The statement of cash flows is divided into three main sections: Operating Activities, Investing Activities, and Financing Activities.

  • Operating Activities: Look at how the company’s use of cash has changed year to year in this section. Has it been increasing or decreasing? Consider whether the company is generating cash from operations effectively.
  • Investing Activities: Identify the sources and uses of cash related to investments. Has the company been acquiring or selling assets? Are they investing in long-term growth or liquidating assets?
  • Financing Activities: Understand how the company is raising capital or paying down debt. Have they issued new stock, borrowed funds, or repaid debt? Look for trends in how the company is managing its financial obligations.

Step 6: Complete the Written Analysis

Once you’ve done the calculations and analysis, it’s time to answer the assigned questions within the downloaded financial statements:

  1. Horizontal Analysis of the Balance Sheet: Answer the questions regarding trends and changes in the company’s financial position.
  2. Vertical Analysis of the Income Statement: Address any deviations or out-of-line figures that might indicate a financial issue.
  3. Cash Flow Analysis: Answer the following questions for the statement of cash flows:
    • How did your company’s use of cash differ in operating activities from year-to-year?
    • What are the sources and uses of cash in both investing and financing activities?

Note: Be sure to answer all questions within the respective downloaded financial statements rather than in a separate document.

Step 7: Review and Edit Your Analysis

Once you’ve completed the analyses and written responses:

  • Check Formatting: Make sure your analysis is clearly structured, following the template and ensuring clarity in your answers.
  • Proofread: Double-check for spelling, grammar, or calculation errors. Ensure your analysis flows logically and that each section of the assignment is addressed.

Step 8: Submit the Required Documents

Once you’re confident that you’ve answered all the questions:

  • Submit the three required documents (the balance sheet horizontal analysis, income statement vertical analysis, and cash flow analysis).
  • Ensure that your submission only includes the downloaded financial statements and analysis, as specified.

By following this guide, you’ll be able to organize your analysis systematically and tackle your financial assignment with ease. Good luck!


SEO-friendly title suggestion: Company Financial Analysis: Horizontal, Vertical, and Cash Flow Review

4o mini
You said:
Thoroughly read the dissertation by M. Solaimani, Design and Development of Real-Time Big Data Analytics Frameworks, which is available online via the library of the University of Texas at Dallas. (See PDF Attached) In 5 to 6 pages (1250 to 1500 words), from what you have studied in Modules 1 through 5, critique the dissertation, and also explain how the author applied the use of text mining, natural language processing (NLP), and social media analytics applications in the dissertation. You should also include what lessons you learned and what is missing in the dissertation.
ChatGPT said:

Struggling with where to start this assignment? Follow this guide to tackle your assignment easily!

This assignment requires you to critique a dissertation, specifically focusing on the application of text mining, natural language processing (NLP), and social media analytics. It is essential to provide a thoughtful analysis of how these methods are used within the context of the dissertation. Here’s a step-by-step guide to help you structure your critique and include the necessary components effectively.

Step 1: Read and Understand the Dissertation

Begin by thoroughly reading the dissertation by M. Solaimani titled Design and Development of Real-Time Big Data Analytics Frameworks. Pay attention to the sections that focus on the application of text mining, NLP, and social media analytics. Make sure you understand the following key elements:

  • The objectives and goals of the research.
  • The research methodology and framework presented in the dissertation.
  • How text mining, NLP, and social media analytics were integrated into the research.
  • The outcomes, findings, and conclusions drawn by the author.

Take notes as you read, especially on how the author applies these techniques and how they contribute to the overall research.

Step 2: Organize Your Critique

In your critique, you’ll need to evaluate the dissertation’s structure, methods, and results. Here’s how you can structure your paper:

  1. Introduction (Approx. 1/2 Page):
    • Provide an overview of the dissertation, its purpose, and key areas of focus.
    • Mention your approach for critiquing the dissertation and the main points you will cover.

    Example:
    “This paper critiques M. Solaimani’s dissertation, Design and Development of Real-Time Big Data Analytics Frameworks, with a focus on the author’s application of text mining, natural language processing (NLP), and social media analytics. The critique will address the effectiveness of these methods and explore the lessons learned from the research.”

  2. Summary of the Dissertation (Approx. 1 Page):
    • Summarize the dissertation’s key points, including the problem being addressed, the methodology used, and the main conclusions reached by the author.
    • Make sure to highlight any key concepts related to text mining, NLP, and social media analytics in this section.
  3. Critique of the Dissertation (Approx. 2–3 Pages):
    • Evaluate the Dissertation’s Methodology: Discuss the strengths and weaknesses of the research methodology used. How effective were the frameworks developed? Were there any gaps in the approach?
      • For example, were there any limitations in the big data analytics framework that could impact real-time analysis?
    • Assess the Application of Text Mining and NLP: Critique how the author applied text mining and NLP in the analysis of big data. Did the author effectively explain these techniques and their integration into the framework?
      • Were there challenges in handling unstructured data, and how did the author address them?
    • Examine Social Media Analytics Applications: Discuss how social media analytics were incorporated into the dissertation. Was the use of social media data explained clearly, and how were insights derived from these sources?
    • Impact and Contribution to the Field: Analyze whether the dissertation makes a valuable contribution to the field of big data analytics. Did the research fill gaps in the literature? Are the findings applicable to real-world scenarios?
  4. Lessons Learned (Approx. 1 Page):
    • Reflect on the key takeaways you learned from the dissertation, particularly regarding the integration of text mining, NLP, and social media analytics in big data analysis.
    • Were there any aspects of the research you found particularly innovative or applicable to your own work or studies?
  5. What’s Missing in the Dissertation (Approx. 1 Page):
    • Discuss areas that were not fully addressed in the dissertation. Were there any limitations or areas where further exploration could be beneficial? For instance:
      • Could the author have expanded on the ethical concerns of using big data, particularly in social media analytics?
      • Was there any analysis of the impact of real-time data processing on decision-making or predictive analytics?
      • Could more diverse data sources have been considered to improve the analysis?
  6. Conclusion (Approx. 1/2 Page):
    • Provide a summary of your critique.
    • Highlight the key strengths of the dissertation, but also emphasize areas that could benefit from improvement.
    • Briefly restate the importance of text mining, NLP, and social media analytics in the context of big data frameworks.

Step 3: Support Your Critique with Relevant Literature

Since you’ve studied Modules 1 through 5, you should draw connections between what you’ve learned in those modules and the dissertation’s content. For example:

  • Relate the dissertation’s approach to the concepts of text mining and NLP that were covered in your course modules.
  • Support your critique with references to scholarly articles or textbooks from your coursework. This helps demonstrate that you understand the subject and can apply academic knowledge to your analysis.

Step 4: Write the Paper and Integrate Your Critique

As you write the critique, be sure to:

  • Use scholarly language throughout. Ensure that your critique is academic, constructive, and well-supported by evidence.
  • Follow a clear structure for each section to help the reader follow your analysis.
  • Cite any sources you refer to (including course materials) in APA format. Make sure to include a references list at the end of your paper.

Step 5: Proofread and Edit

Once you’ve completed the critique:

  • Review your paper for clarity, coherence, and flow. Ensure each point you make is clearly connected to your thesis.
  • Check for grammar, spelling, and punctuation errors.
  • Ensure that your paper stays within the 1250 to 1500-word range.

Step 6: Submit Your Paper

After reviewing your paper and making any necessary revisions, you’re ready to submit your critique.

By following these steps, you will produce a well-organized and thoughtful critique of the dissertation that thoroughly addresses the key aspects of text mining, NLP, and social media analytics applications. Good luck!

Quality Improvement (CQI) for a specific population health need in Saudi Arabia.

Throughout this course, you will be basing your assignments on a hypothetical project for a nonprofit organization. You will not only serve as the founder of the nonprofit organization but also as the project manager for the various projects that are needed. Nonprofit organizations often use projects to complete important aspects of the organization and to help the nonprofit to be successful. You have decided that it is time to focus on raising money. You are tasked with organizing a large fundraising event. For the first part of the project, you will choose one of the three major organizational structures to associate with your nonprofit. The structure you choose to associate with your nonprofit is up to you, but keep in mind that it will continue to be the environment for your project as you complete the remaining assignments in this course. You should provide an overview of each of the three types of organizational structures and explain why you have chosen the structure you selected. Next, you will write a proposal you can deliver to the organization’s board of directors and additional stakeholders to help them understand the project. Finally, at a minimum, your proposal must also accomplish the following: • Provide an overview of the scope of the project and a summary of the main deliverables of the project by creating a brief work breakdown structure (WBS). • Identify all key stakeholders. • Determine the project team members, the resources needed for the project, and where the event will be held. • Explain how communication will take place within the team and with stakeholders by creating a communication chart. • Provide details on how you will manage the various stakeholders as the project progresses. Your proposal should also include two appendices. Appendix 1 will consist of a visual strategy map that includes the elements below: • Business need: Explain what is prompting this project and the need for action. Summarize why this is considered a project and not a task. • Analysis of the situation: Identify the organization’s strategies, goals, and objectives. • Recommendations: Explain why the project should be undertaken and how it will meet organizational goals. • Evaluation: Describe the plan for measuring the benefits the project will deliver. A visual representation of the strategy map and a narrative explanation of the strategy map are both required in Appendix 1. Appendix 2 will consist of the following information, in which you will consider the 5Ws and 1H of project management: • Identify the project team members and indicate why each member was chosen. • Discuss how you will build team unity within the project team. • Describe how the team will work together (in person, virtually, etc.). • Discuss how the team will manage the stakeholders and communicate with them throughout the project. This assignment must be at least seven pages in length: • the proposal should be at least three pages, • Appendix 1 should be one page for the visual strategy map and one page of narrative explanation of the strategy map, and • Appendix 2 should be two pages. You must use at least seven sources that are either peer-reviewed or academic in nature to support your submission.

Struggling with where to start this assignment? Follow this guide to tackle your assignment easily!


Step-by-Step Guide for Structuring and Writing Your Paper

1. Understand the Assignment Requirements

  • First and foremost, read through the instructions carefully. Understand that your task is to create a PowerPoint presentation on how to implement Continuous Quality Improvement (CQI) for a specific population health need in Saudi Arabia.
  • Focus on population health concerns like hypertension, diabetes, or preventative screenings.
  • You must analyze how CQI initiatives can improve population health, and also explore the Health Sector Transformation Program within Saudi Vision 2030.

2. Conduct Thorough Research

  • Begin by searching the Saudi Digital Library for three scholarly journal articles related to CQI initiatives aimed at improving population health in Saudi Arabia.
  • Take notes on how these articles discuss CQI programs, their impact on population health, and their relevance to Saudi Vision 2030.

3. Focus on Specific Health Needs

  • Pick a specific population health need to focus on. Some examples are:
    • Hypertension
    • Diabetes
    • Preventative screenings
  • Once selected, research how CQI programs are specifically applied to these issues in Saudi Arabia.

4. Prepare Your PowerPoint Presentation

  • Slide 1: Title Slide
    • Include your title, your name, and the course details. Make sure this is clear and professional.
  • Slide 2: Introduction to Population Health in Saudi Arabia
    • Discuss the shift in disease patterns in Saudi Arabia, focusing on the move from communicable to non-communicable diseases.
    • Briefly introduce CQI programs and their relevance to addressing these health issues.
  • Slides 3-4: Health Needs in Saudi Arabia
    • Introduce the specific health issue you’ve chosen (e.g., hypertension). Provide background data or statistics to highlight the scope of the issue.
  • Slides 5-7: CQI and Its Role
    • Detail what CQI is, and how it can be implemented in addressing the health issue you’ve chosen.
    • Show how CQI initiatives can enhance healthcare quality and help in disease prevention or management.
  • Slides 8-10: Stakeholder Engagement
    • Describe who the key stakeholders are (e.g., healthcare providers, government bodies, etc.).
    • Explain how you, as a leader, would engage these stakeholders to ensure the success of CQI programs.
  • Slides 11-12: Saudi Vision 2030 and Health Sector Transformation
    • Discuss how the key objectives of Saudi Vision 2030 support your CQI initiatives and the overall goal of improving population health.
    • Highlight the specific strategies outlined in the Vision Realization Program.
  • Slide 13: Conclusion
    • Summarize your key points, and reinforce the importance of CQI programs in improving population health in Saudi Arabia.
  • Slide 14: References
    • Provide a comprehensive list of all your sources in APA format.
    • Remember to cite six scholarly articles in total, including at least four external sources.

5. Add Speaker’s Notes to Each Slide

  • For each slide, write at least 100 words of speaker’s notes to accompany the slide content.
  • Make sure the notes explain the points on the slides in detail. Use the scholarly articles you researched as references for supporting statements.
  • Be sure to cite your sources within the notes. This is vital for meeting the academic standards of your presentation.

6. Formatting Your PowerPoint

  • Follow the Saudi Electronic University formatting guidelines and ensure that the presentation is visually appealing. Keep it professional, and avoid cluttered slides. Focus on clarity and readability.
  • Ensure that your presentation follows APA writing guidelines, especially in citations and references.

7. Submission Requirements

  • Your PowerPoint must have 12-14 slides, excluding the title and reference slides.
  • Ensure that the Notes section is visible and contains relevant citations.
  • Do not submit your presentation in PDF format as it will hide the speaker’s notes.

8. Review and Proofread

  • After completing your slides and notes, review your work for clarity, accuracy, and adherence to the assignment requirements.
  • Check for any grammatical or formatting issues and ensure all references are properly cited.

By following these steps, you will have a well-structured, thorough, and academically sound presentation that fulfills all the assignment requirements. Good luck!

project manager for the facility, equipment, and business system upgrade of a call center.

The Course Project Scenario In this course, you are introduced to a complex project scenario as follows: You have been assigned to be the project manager for the facility, equipment, and business system upgrade of a call center. This requires • moving all existing call center stations to a newer, larger facility; • installing and testing a high-speed, high-capacity Wi-Fi network in the new facility; • upgrading workstations so that they include wireless capability; • installing a new call center management software; and • converting a legacy proprietary business system with a customer relationship management (CRM) application to a new business system. In this project scenario, time is of the essence. The project sponsor requires that the project take no longer than 6 months to complete. Further, the budget is constrained so that the number of people assigned to the project is very limited and includes the following: Position / Task Number of People Outside consultants: 2 Project manager: 1 Business system project lead: 1 Business system implementation team: 3 Wireless system project lead: 1 Wireless system implementation team: 3 Relocation project lead: 1 Relocation team: 2 Workstation project lead: 1 Workstation upgrade team: 2 Outside contractors: Up to five multidisciplinary contractors are allowed in the budget. Note: The wireless system project lead and the workstation project lead are the same person. Two of the three-member wireless system implementation team overlap with the workstation team. This means that only four resources are available for the wireless system implementation and workstation upgrade (not counting the possible use of contractors). The total resources available to the project include 14 people plus 5 contractors. In this assignment, you will use this scenario to identify the project requirements, define the project scope using a work breakdown structure (WBS), and define the activities required to produce project deliverables. Background MobileGo is a small company that sells prepaid mobile phones in selected markets. Its primary sales and service channel is carried out over the internet and by phone. Sales and service has been supported with a team of 36 customer service representatives in a small building. Customers, accounts, and all business functions have traditionally been managed by a proprietary software application using in-house servers that was contracted out early in the founding of the company. All workstations currently connect to the internet and the internal servers supporting the legacy business system and office applications. This is a problem because the company had to move workstations to different parts of the building as the company has grown (thereby making network wiring out of control). The company has grown 150% over the last 5 years and as a result, the systems, the building, and the overall infrastructure have become outgrown. The company has therefore recognized the need to move to a new location and upgrade workstations and systems. The immediate need is to expand from 36 stations to 50 with the plan to triple that number within the next 3 years. The immediate challenges are little funding and few people to spare for this set of initiatives. With multiple activities occurring at once and severe constraints on schedule and resources, it is acknowledged that this is a highly complex project. The Assignment You have been assigned as the overall project manager for this important initiative. Your supporting team consists of 14 members (not counting contractors), including two outside consultants supporting the business system and wireless upgrade. Now that you have been given this important assignment, here are your next steps. 1. Identify what you deem to be the client requirements. 2. Using the requirements list, create a work breakdown structure (WBS) that identifies all project deliverables. 3. Identify the activities (tasks) required to produce each project deliverable. 4. When identifying project activities, highlight each that may be expected to require the same resources to be carried out in parallel. These highlights will be your first clue that the management of the project can be expected to require some complex maneuvering. Guidance notes: The client requirements should be four pages in length to summarize. You must use at least one outside source that is peer-reviewed. Draw upon the high-level project scenario and, in addition, feel free to draw upon your own experience or research when developing the requirements. Also, remember that the WBS includes deliverables only rather than activities. While the WBS may be written in either a graphical or indented outline form, the indented outline may be a better approach. This is because the activities, once identified, may be easily layered over the project deliverables when using the outline form. Submit the requirements summary in a Word document. The WBS and Activity Identification exercise may be completed using either Word or Excel.

Struggling with where to start this assignment? Follow this guide to tackle your assignment easily!


Step-by-Step Guide to Structuring and Writing Your Paper

Step 1: Identify the Client Requirements (Four Pages)

What to Include:

  • Business Needs: Describe the challenges MobileGo is facing, such as space limitations, outdated technology, and poor network infrastructure.
  • Project Objectives: Explain the goals of the project (e.g., relocation, system upgrades, network improvements, software transition, and workstation expansion).
  • Key Constraints: Highlight the limited budget, tight six-month timeline, and resource constraints.
  • Stakeholders & Their Expectations: Identify MobileGo leadership, call center employees, IT staff, and external consultants as key stakeholders. Discuss their expectations from the project.
  • Technical Requirements: Detail hardware, software, and networking needs to ensure smooth operations in the new facility.
  • Operational Requirements: Specify the need for uninterrupted customer service, proper data migration, and minimal downtime.
  • Regulatory & Compliance Requirements: Mention industry-specific standards, security measures, and compliance needs.

Formatting Tips:

  • Use headings and bullet points for clarity.
  • Support your discussion with at least one peer-reviewed source.
  • Ensure logical flow and clarity.

Step 2: Create a Work Breakdown Structure (WBS)

What is a WBS?

A WBS is a hierarchical breakdown of the project deliverables. It does not include tasks but rather focuses on what must be delivered.

How to Structure Your WBS:

  1. Main Project Deliverables:
    • Relocation
      • Site selection and preparation
      • Workstation relocation
      • Utility setup (Wi-Fi, power, etc.)
    • Workstation Upgrades
      • Procurement and setup of new computers
      • Wireless capability installation
    • Wireless System Implementation
      • Network hardware installation
      • Configuration and testing
    • Business System Upgrade
      • Migration from legacy system to new CRM
      • Software installation and testing
    • Project Management & Oversight
      • Budgeting and resource allocation
      • Risk management and reporting

Formatting Tips:

  • Use an indented outline format.
  • Clearly differentiate major deliverables from sub-deliverables.

Step 3: Identify the Activities Required for Each Deliverable

What to Include:

  • Break down each WBS deliverable into specific tasks.
  • Indicate dependencies (tasks that must be completed before others can begin).
  • Highlight tasks requiring the same resources, as they will need parallel execution planning.
  • Example:
    • Relocation Tasks:
      • Lease agreement and facility preparation
      • Physical workstation relocation
      • Setup of infrastructure (Wi-Fi, power, security, etc.)
    • System Upgrade Tasks:
      • Data backup and migration
      • CRM configuration and deployment
      • Training staff on new systems

Formatting Tips:

  • Use bullet points or a table format for clarity.
  • Ensure tasks are detailed but concise.

Final Submission Requirements

  • Client Requirements (Four Pages) → Word Document
  • WBS & Activity Identification → Word or Excel
  • Ensure logical flow, clarity, and adherence to assignment instructions.
  • Use at least one peer-reviewed source.

Following this structured approach will help you efficiently complete your assignment while ensuring clarity and completeness!