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  • describe and depict the need to improve the efficiency of the transport system as a whole. This is a big picture view. Use data and depictions as appropriate. Submit a paper in Microsoft Word format with your

    Week 4 – Assignment: Avoid/Reduce (Use the A in the A-S-I Framework) Instructions Assignment Directions:

    Part #2 of 4: Focusing on the Avoid/Reduce pillar of the Avoid-Shift-Improve (A-S-I) Framework, describe and depict the need to improve the efficiency of the transport system as a whole. This is a big picture view. Use data and depictions as appropriate. Submit a paper in Microsoft Word format with your description of the trend/issue and your city selection using the Avoid-Shift-Improve Framework. Include a title page, 3-5 pages for the body of your paper, and References. Cite references in APA 7 format. You may use Artificial Intelligence (AI) to assist you with this assignment. Provide an appropriate citation if you do so.

    Submission Instructions: Please attach the assignment in Word Format. Format your paper consistent with APA 7 guidelines. Provide a minimum of 3 in text citations with a Reference List also in APA 7 format.

    What is the Avoid-Shift-Improve Framework?

    The Avoid-Shift-Improve (A-S-I) framework is a structured approach to reducing the environmental impact of transportation and logistics. It focuses on avoiding unnecessary transport, shifting to more sustainable modes, and improving the efficiency of existing systems. The A-S-I framework supports the transition towards solutions such as cleaner energy, sustainable cities, climate action and low-carbon mobility.

    The A-S-I framework emphasizes reducing the need for travel as a primary step, which can be achieved through urban planning and policies that minimize travel distances (X-city) and promote telecommuting. For example, shifting travel from private cars to more sustainable modes such as public transit, cycling, and walking. This shift is crucial for reducing greenhouse-gas emissions and improving urban mobility.

    Improving the efficiency of transport modes involves adopting cleaner technologies, such as electrification of vehicles, and enhancing the operational efficiency of transport systems. Low-emission vehicles (LEVs) and better public transport systems like Bus Rapid Transit (BRT) are examples.

    Effective implementation requires coordinated efforts across various sectors and alignment with broader Sustainable Development Goals (SDGs). This includes involvement of multiple stakeholders, such as policymakers, urban planners, service providers, and citizens to ensure comprehensive and integrated approaches to sustainable transport.

    The A-S-I framework can also be linked to broader sustainable development goals, addressing not only environmental impacts but also social and economic dimensions. Actions under this framework can contribute to multiple goals.

    Synthesis: Consensus.AI + Microsoft Copilot AI, Oct 20, 2024; Revised: Dr. Ernest Hughes, Nov 2, 2024

    Video:

    TUMI mobilize minds. (2024, August). TUMI.

    Goals:

    The 17 Goals. (n.d.). United Nations.

    See the attachment for the paper template for this assignment.

    Attachment:

    Student Paper Template APA 7th.docx

    (23.79 KB)

    Submission Instructions:

    A 3–5-page Word Document Must include a title page, abstract, and references. These are not counted in the page count/slide count. Use Student Paper Template APA 7th 002 Academic Integrity [content page]

    Assignment Rubric

    This assignment aligns with the following:

    Course Objectives 1, 2, 3, 4, 5, 6 & 7 [content page] Learning Objectives 1.1, 2.1, 3.1, 4.1, 5.1, 6.1 & 7.3 [content page] Resources & Supports

    Office 365: You have free access as an APUS student. Sign in with your MyCampus Email credentials. Submitting and Confirming a Submission: Watch this 3-minute video if you need guidance on submitting your assignment.

  • PHIL 2033 FINAL ESSAY Topics and Guidelines General information: All students will complete three original essays in conjunction with Module mastery Tests 2-4; these

    PHIL 2033 FINAL ESSAY Topics and Guidelines

    General information:

    All students will complete three original essays in conjunction with Module mastery Tests 2-4; these will be completed as in-class timed writing assignments. Near the end of the semester (see course schedule or BB) students will revise one of these essays for additional assessment. At that time, both content and formatting will be evaluated. Basic requirements for final essays are stated below.

    Each paper topic has specific requirements that count for credit. Thus, students are encouraged to read the basic guidelines for their chosen topic carefully and make sure that their essay contains all the required elements as well as meets the stated general length and citation requirements. Substantive deductions will be taken if requirements are not met. It is your responsibility to check your work to make sure your paper meets all the requirements!

    Essays must be 4-6 paragraphs and roughly 600-800 words. If this base length is not met, the maximum score (prior to any deductions for missing content or errors) is the % completed. 300 words = maximum 50%. All papers must include direct citations and a works cited. Students are expected to expand their treatment of the topic and address shortcomings noted in the initial draft. Students must include screen shots of their rough draft (the essay completed in conjunction with a module mastery test or their final paper will not be graded (ZERO will be entered). Papers should resemble the original and any suspected use of generative AI of any form will result in the immediate suspension of grading and an in-person interview to assess the authenticity of the work; if authenticity cannot be demonstrated, a zero will be entered for the grade. The only software students are allowed to use is Microsoft Editor (NOT Co-pilot) to identify spelling and grammatical errors.

    All essays are expected to:

    a. establish a clear focus through the presence of a topic statement or thesis

    b. be clear, correct, and coherent in presentation of required central content

    c. be organized in presentation and clearly written

    d. use the required examples to substantiate exposition and/or argument

    e. cite all authors names and ideas clearly; and in revision to cite direct/indirect citations correctly and to include a works cited (MLA format)

    Example of required way to integrate and cite passage and works cited:

    In the text, Plato explains the purpose of his cave allegory, stating that the figure is designed to show “how far our nature is enlightened or unenlightened” (Plato 1).

    Plato. “The Myth of the Cave.” Sophia Project. http://www.sophiaproject.org/uploads/1/3/9/5/13955288/plato_cave.pdf. Accessed 12 May 2021

  • Describe the purpose of a currently enacted policy that addresses the social justice problem for a chosen population, using scholarly literature for support. Remember, this policy must be enacted—in other words

    Assignment Instructions

    To complete this assignment, select a local, state, or federal policy that targets the form of oppression and discrimination you described in Week 2 (Executive Order 14096: Revitalizing Our Nation’s Commitment to Environmental Justice for All)

    Then, complete the following:

    Describe the purpose of a currently enacted policy that addresses the social justice problem for a chosen population, using scholarly literature for support.

    Remember, this policy must be enacted—in other words, it must be passed legislation.

    Describe the programs and services provided through the policy, using scholarly literature for support.

    What are examples of the programs and services that are being offered as a result of your chosen policy?

    Who is the target population for these programs and services?

    Describe how the policy connects to the chosen social justice problem, using scholarly literature for support.

    Connect the policy to the social justice problem you selected by giving a brief description of the problem. Is it a new problem, something that has recently arisen, or an old problem that has never been resolved?

    Describe the historical issues and context that led to the creation of the social problem and policy development.

    Include information about the voting outcomes for the policy and the legislative leaders who influenced the policy historically and in the present.

    Include the impact these historical features have had on the policy’s implementation.

    Guidelines

    Use scholarly, peer-reviewed literature to support your claims.

    Review the Policy Selection and Background rubric for information on how your work will be graded.

    Remember that your instructor will be providing feedback on your assignments. Use that feedback to improve the content of your final assignment submission in Week 9, Policy Analysis and Recommendations.

    Additional Requirements

    The assignment you submit is expected to meet the following requirements:

    Written communication: Written communication is free of errors that detract from the overall message.

    APA formatting: Resources and citations are formatted according to current APA style and formatting standards.

    Cited resources: A minimum of five scholarly sources. Most literature cited should be current, with publication dates within the past five years.

    Length of paper: 4–6 typed, double-spaced pages.

    Font and font size: Times New Roman, 12 point.

  • You have been selected to represent your nonprofit or public/government organization at a Global Change Conference made up of change leaders, consultants, and influencers. The topic of your presentation is to share

    Check attachments

    MANAGING ORGANIZATIONAL PERFORMANCE: A PRESENTATION FOR THE GLOBAL CHANGE CONFERENCE

    Consider the following scenario:

    You have been selected to represent your nonprofit or public/government organization at a Global Change Conference made up of change leaders, consultants, and influencers. The topic of your presentation is to share what your organization is doing and how it is managing organizational performance. Your goal is to also convey to the audience how important your organization is to society to effect positive social change.

    The focus of your presentation should be an overarching view of what your organization does, why the organization does it, interesting takeaways you have learned, how you think what your organization does will effect positive social change locally and globally, and your performance improvement/evaluation plan, including goals, benchmark metrics, and frequency of measures.

    RESOURCES

    Be sure to review the Learning Resources before completing this activity. Click the weekly resources link to access the resources.

    WEEKLY RESOURCES

    TO PREPARE Review the Microsoft resources regarding how to create a narrated PowerPoint presentation. Review the Learning Resources regarding goal setting. ASSIGNMENT (10 MINUTES IN LENGTH. 20 SLIDES, NOT INCLUDING TITLE SLIDE AND REFERENCES SLIDE OR SLIDES, VOICEOVER, AND NOTES): Your presentation should include:

    A title slide (i.e., title of your presentation, name, date, and course) An introduction (brief summary of what you are about to discuss and the purpose of this paper) A brief overview of the organization and stretch goals for 5, 10, and 20 years A support of the goals using the current trajectory of the organization’s performance with a discussion of data measures and outcomes the organization is trying to achieve A discussion of how the goals will help shape and support positive social change in the future related to the organization’s mission A definition of the metrics you want to see as specific outcomes for the organization An overview of the performance improvement/evaluation plan that has goals, benchmark metrics, frequency of measures, accountable person for the outcomes, actual metrics achieved, and performance plan to improve even when metrics are met Highlights of the organization’s progress and the potential positive impact on specific stakeholder groups A conclusion (Provide highlights of what you just discussed and what you want your reader to remember.) References Even though you are providing narration to your PowerPoint presentation, please include the following:

    Write detailed speaker notes for the slide to complement the slide content. Speaker notes should be clear, in-depth, and function as augmentation to the slide material.

    Note: These notes should be written with sufficient depth to allow someone else to deliver the presentation. Make sure the PowerPoint presentation reflects graduate-level writing and presentation standards, with professional-looking graphics and appropriate type style. Your presentation should be explicit in its detail about what your organization is doing and how it is managing organizational performance, including conveying to your audience how important your organization is to society to effect positive social change. BY DAY 7 Submit your narrated PowerPoint Assignment.

  • Preparation View the SHRM Competencies: Difficult Hiring Decisions media to analyze and understand applicable SHRM competencies that help frame the behaviors and hiring decisions of HR professionals.

    Introduction In this assignment, you will assume the role of an HR business partner at one of the United States’ most innovative nonprofit scientific research centers. The organization is forward-thinking and large-scale, with a dedicated focus on advancing technology and research, including the integration of cutting-edge automation. It employs over 1,000 staff members across various departments, such as research labs, administration, and support services. You will address the impact of deploying robots into the workforce while aligning to organizational goals.

    Preparation View the SHRM Competencies: Difficult Hiring Decisions media to analyze and understand applicable SHRM competencies that help frame the behaviors and hiring decisions of HR professionals. This activity will support your analysis on this assignment and it is for your own self-assessment.

    Scenario Recently, the executive leadership has approved a pilot program to introduce five advanced humanoid robots into the organization. These robots, equipped with AI capabilities for tasks like data analysis, lab assistance, and routine administrative duties, are intended to enhance efficiency, reduce operational costs, and allow human employees to focus on higher-level strategic work. However, this automation initiative will result in the displacement of 14 employees whose roles overlap significantly with the robots’ functions. These employees span entry-level to mid-level positions in areas like data entry, basic lab maintenance, and clerical support.

    The affected employees must be managed through one of two paths: internal redeployment to other open roles within the organization (where feasible, based on skills and vacancies) or outplacement services provided by an external career transition firm. The organization has a strong commitment to ethical workforce practices, but budget constraints limit severance packages and retraining programs. Union representatives (for the eight unionized employees among the 14) have already raised concerns about job security and fairness, while non-unionized staff are anxious about morale impacts. Leadership expects a smooth transition to minimize disruptions to ongoing research projects.

    Your Challenge As the HR business partner overseeing talent management and organizational change, you balance multiple priorities, including supporting other departments with recruitment and employee relations. With the robots scheduled for deployment in three months, time is critical to avoid productivity losses or legal risks. You must develop a plan that addresses the human impact while aligning with the organization’s goals of innovation and cost savings. You are considering the following options:

    Prioritize internal redeployment for as many of the 14 employees as possible, investing in quick skills assessments and limited training to fill existing vacancies. Partner with an external outplacement provider for all affected employees, offering standardized career coaching and job search support to expedite their transition out of the organization. Implement a hybrid approach, combining internal redeployment for high-potential employees with outplacement for others, while negotiating enhanced severance to mitigate dissatisfaction. Conduct a comprehensive review of the automation rollout process, including stakeholder consultations, to identify ways to reduce the number of displacements or phase them in gradually. Your recommended option should aim to deliver the greatest long-term value to the organization, its employees, and its mission-driven objectives, considering factors like cost, employee retention, and reputational risk.

    Instructions Prepare a 3–4 page plan outlining your recommended course of action to manage the workforce transition. In addition to stating your recommendation, complete the following:

    Analyze how your proposed HR solution to an HR challenge contributes to organizational goals and strategies. What potential barriers could you encounter with each of the four options? What are the internal implications of prioritizing internal redeployment, including practical steps for skills matching and potential impacts on team dynamics? Account for the balance between the deployment timeline (three months) and the need to support affected employees, as well as the financial impact if opting for external outplacement services. Describe key factors you considered in the formulation of a proposed HR solution. What ethical considerations are relevant to workforce displacement and automation in this scenario, such as fairness, transparency, and equity? Incorporate insights from your references that provide a theory-based framework (for example, change management theories like Kotter’s model) to guide these ethical considerations. Explain the role of the HR practitioner in advancing a proposed HR solution. Briefly explain your influence on the eventual outcome, focusing on elements of leadership, negotiation (for example, with unions), and consultation with leadership. Discuss the application of any SHRM behavioral competencies to the process of solving an HR challenge. Which competencies are most directly applicable to a successful resolution (for example, Ethical Practice or Global & Cultural Effectiveness) of this challenge and why? Reflect on how unforeseen events, unclear circumstances, or misaligned departmental intentions could influence the outcome of your recommendation. What legal factors could contribute to the deviation from expected results? How might ambiguity or lack of transparency affect decision making? What lessons can be drawn to improve future recommendations and adaptability in complex organizational contexts? Additional ​Requirements The deliverable for this assignment applies professional skills in HRM to workplace situations that you will likely encounter in your day-to-day work in HRM. As part of your learning, we focus on the development of effective professional communication skills for the workplace.

    Your assignment should also meet the following additional requirements:

    Written communication: Use spell-check and other tools to ensure correct spelling and grammar. Support main points and recommendations with relevant and credible evidence. Address the appropriate audience, using familiar, discipline-specific language and terminology. Resources: Use 2–4 references and include both trade publications and peer reviewed. Use the Human Resource Management (Master’s) Program Library GuideLinks to an external site. for research resources and library tools. APA formatting: Use Academic WriterLinks to an external site. for guidance in citing sources and formatting your paper in proper APA style. See the Writing CenterLinks to an external site. for more APA resources specific to your degree level. Length: Your plan should be 3–4 typed, double-spaced pages, not including the cover and resources pages. Use headings and subheadings to organize content for the reader. The first page should be a cover sheet with your name, the course number, assessment title, and date. No other information is required on this page. The last page should be the reference list. Font and font size: Times New Roman, 12 point. Academic Integrity and Honesty: You must adhere to academic integrity and honesty policies and incorporate practices that support ethically sound work in your assignments. View Academic Integrity at Capella University: Some GuidelinesLinks to an external site. and the AI Ethics Statement on the AI Skills PortalLinks to an external site.. Review the HR Challenge: The Robots Are Coming rubric to see the criteria by which your assignment will be evaluated before submission.

    Competencies Measured By successfully completing this assignment, you will demonstrate your proficiency in the following course competencies and rubric criteria:

    Competency 1: Analyze the ways in which the human resource function contributes to individual and organizational performance. Discuss the application of any SHRM behavioral competencies to the process of solving a HR challenge. Competency 2: Analyze the impact of the legal environment of human resource management policies and practices. Reflect on how unforeseen events, unclear circumstances, or misaligned departmental intentions could influence the outcome of your recommendation. Competency 3: Explain the strategic role of human resources in the support of organizational goals in a multicultural and global environment. Analyze how a proposed HR solution to an HR challenge contributes to organizational goals and strategies. Competency 4: Apply the ethical standards of the profession to human resource management policies and practices. Describe key factors considered in the formulation of a proposed HR solution. Competency 5: Analyze the strategic and operational roles that a human resource practitioner plays within an organization. Explain the role of the HR practitioner in advancing a proposed HR solution. Competency 6: Communicate clearly, accurately, and professionally in the human resource management field. Support main points and recommendations with relevant and credible evidence. Address the appropriate audience, using familiar, discipline-speci Previous

  • You have been selected to represent your nonprofit or public/government organization at a Global Change Conference made up of change leaders, consultants, and influencers. The topic of your presentation is to share

    Check attachments

    MANAGING ORGANIZATIONAL PERFORMANCE: A PRESENTATION FOR THE GLOBAL CHANGE CONFERENCE

    Consider the following scenario:

    You have been selected to represent your nonprofit or public/government organization at a Global Change Conference made up of change leaders, consultants, and influencers. The topic of your presentation is to share what your organization is doing and how it is managing organizational performance. Your goal is to also convey to the audience how important your organization is to society to effect positive social change.

    The focus of your presentation should be an overarching view of what your organization does, why the organization does it, interesting takeaways you have learned, how you think what your organization does will effect positive social change locally and globally, and your performance improvement/evaluation plan, including goals, benchmark metrics, and frequency of measures.

    RESOURCES

    Be sure to review the Learning Resources before completing this activity. Click the weekly resources link to access the resources.

    WEEKLY RESOURCES

    TO PREPARE Review the Microsoft resources regarding how to create a narrated PowerPoint presentation. Review the Learning Resources regarding goal setting. ASSIGNMENT (10 MINUTES IN LENGTH. 20 SLIDES, NOT INCLUDING TITLE SLIDE AND REFERENCES SLIDE OR SLIDES, VOICEOVER, AND NOTES): Your presentation should include:

    A title slide (i.e., title of your presentation, name, date, and course) An introduction (brief summary of what you are about to discuss and the purpose of this paper) A brief overview of the organization and stretch goals for 5, 10, and 20 years A support of the goals using the current trajectory of the organization’s performance with a discussion of data measures and outcomes the organization is trying to achieve A discussion of how the goals will help shape and support positive social change in the future related to the organization’s mission A definition of the metrics you want to see as specific outcomes for the organization An overview of the performance improvement/evaluation plan that has goals, benchmark metrics, frequency of measures, accountable person for the outcomes, actual metrics achieved, and performance plan to improve even when metrics are met Highlights of the organization’s progress and the potential positive impact on specific stakeholder groups A conclusion (Provide highlights of what you just discussed and what you want your reader to remember.) References Even though you are providing narration to your PowerPoint presentation, please include the following:

    Write detailed speaker notes for the slide to complement the slide content. Speaker notes should be clear, in-depth, and function as augmentation to the slide material.

    Note: These notes should be written with sufficient depth to allow someone else to deliver the presentation. Make sure the PowerPoint presentation reflects graduate-level writing and presentation standards, with professional-looking graphics and appropriate type style. Your presentation should be explicit in its detail about what your organization is doing and how it is managing organizational performance, including conveying to your audience how important your organization is to society to effect positive social change. BY DAY 7 Submit your narrated PowerPoint Assignment.

  • Purpose: This assignment is designed to promote self-reflection, critical thinking, and professional growth as a Psychiatric Mental Health Nurse Practitioner (PMHNP) student. Reflection supports the integration of clinical

    Assignment 1 NUR 650 CL

    For this week’s reflection, briefly discuss your understanding of group psychotherapy techniques and the role of the PMHNP as a group facilitator.

    Please address the following in a summary format

    1.  What is the purpose of group psychotherapy?

    2.  What are 2-3 group techniques that can support client engagement and growth?

    3.  What is the PMHNP’s role in maintaining group safety, structure, and therapeutic communication?

    4.  How can you apply these techniques in future clinical practice?

     

    Your reflection should be concise, organized, and professionally written. Use examples from course content or clinical practice when approprate.

    Assignment 2  NUR 650

    End-of-Course Reflection Assignment

    Purpose:

    This assignment is designed to promote self-reflection, critical thinking, and professional growth as a Psychiatric Mental Health Nurse Practitioner (PMHNP) student. Reflection supports the integration of clinical knowledge, evidence-based practice, and therapeutic skills essential for advanced nursing practice.

    Instructions:

    At the end of the course, submit a one-page reflective paper (APA format) addressing the following:

    •            Knowledge Integration:

    Briefly describe how your understanding of group psychotherapy, group dynamics, and theoretical models has developed throughout this course.

    •            Clinical Application:

    Explain how you have applied or plan to apply evidence-based practices in group or family mental health settings.

    •            Professional Growth:

    Reflect on your development in therapeutic communication, collaboration, and clinical decision-making. Identify one strength and one area for improvement.

    •            Future Practice:

    Discuss how this course will influence your role as a future PMHNP and identify one professional goal moving forward.

    Requirements:

    •            Length: 1 page (excluding title and reference page)

    •            Format: APA 7th edition

    •            References: Include at least 1 scholarly reference

    •            Writing Style: Scholarly, clear, and concise (first person is acceptable)

    Evaluation Criteria:

    •            Demonstrates reflection and critical thinking

    •            Integrates course concepts and evidence-based practice

    •            Clear, organized, and professional writing

    •            Relevance to future PMHNP practice

     

    Assignment 3 Jordan is a 16-year-old high school student who presents to the clinic for evaluation due to declining academic performance and difficulty concentrating in school. Jordan reports that their grades have progressively worsened over the past semester, and teachers have noted increased distraction and withdrawal during class.

    During the clinical interview, Jordan reports experiencing significant stress at home. Jordan recently disclosed to their parents that they identify as gay. Since this disclosure, Jordan reports frequent arguments between their parents regarding their sexual orientation. Jordan describes feeling like “the cause of the conflict” and reports feeling guilty, anxious, and emotionally overwhelmed when the arguments occur. Jordan states that their parents sometimes drink alcohol in the evenings, and the arguments appear to intensify when alcohol is involved. Jordan believes that their father drinks more heavily but cannot clearly quantify the amount of alcohol consumed by either parent.

    Jordan also reports experiencing feelings of isolation at school, noting that only a few friends know about their sexual orientation. Jordan denies suicidal ideation but admits feeling sad, stressed, and distracted, which has affected their ability to focus on schoolwork.

    Jordan has not previously received mental health counseling and reports uncertainty about how to talk to their parents about the impact of their conflict. Jordan expresses interest in finding support but is unsure where to begin.

    Your initial post should be at least 500 words, formatted and cited in current APA style.

    Discussion Questions

    Based on the case scenario above, answer the following questions:

    1.  Assessment Priorities

    What information would be most critical for the clinician or group therapy leader to collect during the initial assessment with this adolescent? Consider areas such as mental health history, family dynamics, substance use within the household, and potential risk factors.

    2.  Group Treatment Goals

    What would be the primary goal of group treatment for this adolescent and their family situation based on best practices in group therapy and LGBTQ+ affirming care?

    3.  Harm Reduction Strategies

    Identify harm reduction strategies that could support Jordan’s mental health and wellbeing while navigating family conflict and stress.

    4.  Community Support Resources

    Identify your city and locate three community support groups or organizations that provide services for LGBTQ+ youth or families.

    For each agency, include:

  • Case Study Analysis AssignmentArticle: Fraud Detection Using Neural Networks: A Case Study of Income Tax Article is found here: futureinternet-14-00168-v2.pdf futureinternet-14-00168-v2.pdf – Altern

    Case Study Analysis AssignmentArticle: Fraud Detection Using Neural Networks: A Case Study of Income Tax Article is found here:  futureinternet-14-00168-v2.pdf futureinternet-14-00168-v2.pdf – Alternative Formats   Assignment ObjectiveThe purpose of this assignment is to develop your ability to critically analyze an applied research case study involving machine learning and fraud detection. You will evaluate how Artificial Neural Networks (ANN) were used to detect income tax fraud, assess the methodological choices made by the researchers, and interpret the practical implications of the findings for organizations and policymakers.This assignment will strengthen your ability to:

    Interpret applied research in data analytics and fraud detection Evaluate research design and methodological rigor Analyze model performance metrics Connect technical findings to real-world business and policy implications Communicate insights in a structured APA-formatted academic paper Case Study Summary The attached article examines the use of Artificial Neural Networks (ANN) to detect income tax fraud using real data from the Rwanda Revenue Authority. The dataset consisted of 7,840 audited taxpayers, of which 21.1% were identified as fraudulent. The researchers addressed class imbalance using Random Under Sampling (RUS) and SMOTE techniques.The study compared multiple neural network configurations, including variations in activation functions, batch sizes, epochs, and layer structures. After testing 576 parameter combinations through grid search and cross-validation, the optimal model was a simple neural network with no hidden layers and a softsign activation function.

    Paper Requirements Write a 3–4 page APA-formatted paper (not including title page and references page) that responds to the five questions below.Your paper must:

    Be written in full paragraphs (not bullet points) Double Spaced, Times New Roman, 12pt Font Include an introduction and conclusion Use APA 7th edition formatting Cite the case study appropriately Demonstrate critical thinking and analysis (not summary alone) Analysis Questions

    1. Problem Context and Significance What problem were the researchers attempting to solve? Why is income tax fraud detection particularly challenging for tax authorities? Discuss why traditional auditing methods may be insufficient and how machine learning offers potential advantages.2. Methodological Design and Model Selection Evaluate the researchers’ methodological approach. Why did they test multiple activation functions, batch sizes, epochs, and layers? Why might a simpler model (no hidden layers) have outperformed more complex architectures in this case?3. Model Evaluation and Performance Metrics Interpret the model’s reported performance (accuracy, precision, recall, F1 score, AUC-ROC). Which metric is most critical in tax fraud detection and why? Discuss the risks of false positives versus false negatives in this context.4. Feature Importance and Business Implications Based on the feature importance findings, what characteristics were most associated with income tax fraud? What do these findings imply for audit strategy, policy decisions, or resource allocation?5. Limitations and Future Recommendations Identify at least two limitations of the study. If you were advising a tax authority, what improvements, extensions, or additional analyses would you recommend?

    Academic Integrity Policy – Generative AI Prohibition The use of generative AI tools (including but not limited to ChatGPT, Claude, Bard, or similar systems) is strictly prohibited for this assignment.This work must be entirely authentic and written independently.Any significant detection of generative AI use will result in:

    A grade of 0 on the assignment No opportunity to revise or resubmit You are responsible for ensuring the originality and authenticity of your work.

    Submission Checklist Before submitting, confirm that:

    Your paper is 3–4 full pages of analysis It follows APA 7th edition formatting You included proper in-text citations and a reference page You addressed all five questions The work reflects your own independent thinking and writing This assignment is designed to move you beyond summary and into analytical evaluation. Focus on interpretation, critique, and application of the research rather than simply restating the article

  • Assignment 3 Jordan is a 16-year-old high school student who presents to the clinic for evaluation due to declining academic performance and difficulty concentrating in school. Jordan reports that their grades

    Assignment 1

    NUR 650 CL

    For this week’s reflection, briefly discuss your understanding of group psychotherapy techniques and the role of the PMHNP as a group facilitator.

    Please address the following in a summary format

    1.  What is the purpose of group psychotherapy?

    2.  What are 2-3 group techniques that can support client engagement and growth?

    3.  What is the PMHNP’s role in maintaining group safety, structure, and therapeutic communication?

    4.  How can you apply these techniques in future clinical practice?

     

    Your reflection should be concise, organized, and professionally written. Use examples from course content or clinical practice when approprate.

    Assignment 2 

    NUR 650

    End-of-Course Reflection Assignment 

    Purpose:

    This assignment is designed to promote self-reflection, critical thinking, and professional growth as a Psychiatric Mental Health Nurse Practitioner (PMHNP) student. Reflection supports the integration of clinical knowledge, evidence-based practice, and therapeutic skills essential for advanced nursing practice.

    Instructions:

    At the end of the course, submit a one-page reflective paper (APA format) addressing the following:

    •            Knowledge Integration:

    Briefly describe how your understanding of group psychotherapy, group dynamics, and theoretical models has developed throughout this course.

    •            Clinical Application:

    Explain how you have applied or plan to apply evidence-based practices in group or family mental health settings.

    •            Professional Growth:

    Reflect on your development in therapeutic communication, collaboration, and clinical decision-making. Identify one strength and one area for improvement.

    •            Future Practice:

    Discuss how this course will influence your role as a future PMHNP and identify one professional goal moving forward.

    Requirements:

    •            Length: 1 page (excluding title and reference page)

    •            Format: APA 7th edition

    •            References: Include at least 1 scholarly reference

    •            Writing Style: Scholarly, clear, and concise (first person is acceptable)

    Evaluation Criteria:

    •            Demonstrates reflection and critical thinking

    •            Integrates course concepts and evidence-based practice

    •            Clear, organized, and professional writing

    •            Relevance to future PMHNP practice

     

    Assignment 3

    Jordan is a 16-year-old high school student who presents to the clinic for evaluation due to declining academic performance and difficulty concentrating in school. Jordan reports that their grades have progressively worsened over the past semester, and teachers have noted increased distraction and withdrawal during class.

    During the clinical interview, Jordan reports experiencing significant stress at home. Jordan recently disclosed to their parents that they identify as gay. Since this disclosure, Jordan reports frequent arguments between their parents regarding their sexual orientation. Jordan describes feeling like “the cause of the conflict” and reports feeling guilty, anxious, and emotionally overwhelmed when the arguments occur. Jordan states that their parents sometimes drink alcohol in the evenings, and the arguments appear to intensify when alcohol is involved. Jordan believes that their father drinks more heavily but cannot clearly quantify the amount of alcohol consumed by either parent.

    Jordan also reports experiencing feelings of isolation at school, noting that only a few friends know about their sexual orientation. Jordan denies suicidal ideation but admits feeling sad, stressed, and distracted, which has affected their ability to focus on schoolwork.

    Jordan has not previously received mental health counseling and reports uncertainty about how to talk to their parents about the impact of their conflict. Jordan expresses interest in finding support but is unsure where to begin.

    Your initial post should be at least 500 words, formatted and cited in current APA style.

    Discussion Questions

    Based on the case scenario above, answer the following questions:

    1.  Assessment Priorities

    What information would be most critical for the clinician or group therapy leader to collect during the initial assessment with this adolescent? Consider areas such as mental health history, family dynamics, substance use within the household, and potential risk factors.

    2.  Group Treatment Goals

    What would be the primary goal of group treatment for this adolescent and their family situation based on best practices in group therapy and LGBTQ+ affirming care?

    3.  Harm Reduction Strategies

    Identify harm reduction strategies that could support Jordan’s mental health and wellbeing while navigating family conflict and stress.

    4.  Community Support Resources

    Identify your city and locate three community support groups or organizations that provide services for LGBTQ+ youth or families.

    For each agency, include:

    •     Name of the organization

    •     Type of support offered (e.g., peer support groups, counseling, family education)

    •     Rationale for why the agency would promote positive mental health outcomes for this patient

    5. Role of the PMHNP

    Discuss how a Psychiatric Mental Health Nurse Practitioner (PMHNP) can advocate for inclusive, culturally competent care when treating LGBTQ+ adolescents experiencing family conflict and psychosocial stressors

  • Purpose: This assignment is designed to promote self-reflection, critical thinking, and professional growth as a Psychiatric Mental Health Nurse Practitioner (PMHNP) student. Reflection supports the integration of clinical

    Assignment 1 NUR 650 CL

    For this week’s reflection, briefly discuss your understanding of group psychotherapy techniques and the role of the PMHNP as a group facilitator.

    Please address the following in a summary format

    1.  What is the purpose of group psychotherapy?

    2.  What are 2-3 group techniques that can support client engagement and growth?

    3.  What is the PMHNP’s role in maintaining group safety, structure, and therapeutic communication?

    4.  How can you apply these techniques in future clinical practice?

     

    Your reflection should be concise, organized, and professionally written. Use examples from course content or clinical practice when approprate.

    Assignment 2  NUR 650

    End-of-Course Reflection Assignment

    Purpose:

    This assignment is designed to promote self-reflection, critical thinking, and professional growth as a Psychiatric Mental Health Nurse Practitioner (PMHNP) student. Reflection supports the integration of clinical knowledge, evidence-based practice, and therapeutic skills essential for advanced nursing practice.

    Instructions:

    At the end of the course, submit a one-page reflective paper (APA format) addressing the following:

    •            Knowledge Integration:

    Briefly describe how your understanding of group psychotherapy, group dynamics, and theoretical models has developed throughout this course.

    •            Clinical Application:

    Explain how you have applied or plan to apply evidence-based practices in group or family mental health settings.

    •            Professional Growth:

    Reflect on your development in therapeutic communication, collaboration, and clinical decision-making. Identify one strength and one area for improvement.

    •            Future Practice:

    Discuss how this course will influence your role as a future PMHNP and identify one professional goal moving forward.

    Requirements:

    •            Length: 1 page (excluding title and reference page)

    •            Format: APA 7th edition

    •            References: Include at least 1 scholarly reference

    •            Writing Style: Scholarly, clear, and concise (first person is acceptable)

    Evaluation Criteria:

    •            Demonstrates reflection and critical thinking

    •            Integrates course concepts and evidence-based practice

    •            Clear, organized, and professional writing

    •            Relevance to future PMHNP practice

     

    Assignment 3 Jordan is a 16-year-old high school student who presents to the clinic for evaluation due to declining academic performance and difficulty concentrating in school. Jordan reports that their grades have progressively worsened over the past semester, and teachers have noted increased distraction and withdrawal during class.

    During the clinical interview, Jordan reports experiencing significant stress at home. Jordan recently disclosed to their parents that they identify as gay. Since this disclosure, Jordan reports frequent arguments between their parents regarding their sexual orientation. Jordan describes feeling like “the cause of the conflict” and reports feeling guilty, anxious, and emotionally overwhelmed when the arguments occur. Jordan states that their parents sometimes drink alcohol in the evenings, and the arguments appear to intensify when alcohol is involved. Jordan believes that their father drinks more heavily but cannot clearly quantify the amount of alcohol consumed by either parent.

    Jordan also reports experiencing feelings of isolation at school, noting that only a few friends know about their sexual orientation. Jordan denies suicidal ideation but admits feeling sad, stressed, and distracted, which has affected their ability to focus on schoolwork.

    Jordan has not previously received mental health counseling and reports uncertainty about how to talk to their parents about the impact of their conflict. Jordan expresses interest in finding support but is unsure where to begin.

    Your initial post should be at least 500 words, formatted and cited in current APA style.

    Discussion Questions

    Based on the case scenario above, answer the following questions:

    1.  Assessment Priorities

    What information would be most critical for the clinician or group therapy leader to collect during the initial assessment with this adolescent? Consider areas such as mental health history, family dynamics, substance use within the household, and potential risk factors.

    2.  Group Treatment Goals

    What would be the primary goal of group treatment for this adolescent and their family situation based on best practices in group therapy and LGBTQ+ affirming care?

    3.  Harm Reduction Strategies

    Identify harm reduction strategies that could support Jordan’s mental health and wellbeing while navigating family conflict and stress.

    4.  Community Support Resources

    Identify your city and locate three community support groups or organizations that provide services for LGBTQ+ youth or families.

    For each agency, include:

    •     Name of the organization

    •     Type of support offered (e.g., peer support groups, counseling, family education)

    •     Rationale for why the agency would promote positive mental health outcomes for this patient

    1. Role of the PMHNP

    Discuss how a Psychiatric Mental Health Nurse Practitioner (PMHNP) can advocate for inclusive, culturally competent care when treating LGBTQ+ adolescents experiencing family conflict and psychosocial stressors.