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Assignment attach below – 2 years ago **files (2)** – ## cf_assessment-04-supplement-informatics-and-nursing-sensitive-quality-indicators-B.pdf – ## Preparationweek4.docx **## cf_assessment-04-supplement-informatics-and-nursing-sensitive-quality-indicators-B.pdf** 1 Assessment 04 – Informatics and…

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Assignment Prompt & Instructions

Assignment attach below

– 2 years ago

**files (2)**

– ## cf_assessment-04-supplement-informatics-and-nursing-sensitive-quality-indicators-B.pdf

– ## Preparationweek4.docx

**## cf_assessment-04-supplement-informatics-and-nursing-sensitive-quality-indicators-B.pdf**

1

Assessment 04 –

Informatics and Nursing-Sensitive Quality Indicators

For this assessment, you will prepare an 8–10 minute audio training tutorial (video is optional)
for new nurses on the importance of nursing-sensitive quality indicators.

Before you complete the detailed instructions in the courseroom, first review the Nursing-
Sensitive Quality Indicators below and select the one you’re most interested in. Nursing-
Sensitive Quality Indicators reflect the structure, process, and patient outcomes of nursing care.
Nursing-Sensitive Quality Indicators are developed by identifying potential indicators that reflect
nursing care and are not represented by current indicators, performing a literature review, and
determining the validity of the potential indicator in nursing practice.

After you select one of the Nursing-Sensitive Quality Indicators below, return to the courseroom
to review the detailed instructions and complete your assessment.

• Patient Satisfaction With Pain Management – Outcome.
• Mortality – Outcome.
• Length of Stay – Outcome.
• Central-line-associated Bloodstream Infections – Outcome.
• Sepsis – Outcome.

**## Preparationweek4.docx**

**Preparation**

·
[Download Assessment 04 -: Informatics and Nursing Sensitive Quality Indicators [PDF]](https://courseroom.capella.edu/courses/39255/files/7338920/download?download_frd=1)

**Instructions**

For this assessment, first review the nursing-sensitive quality indicators presented in the
[**Assessment 04 – Informatics and Nursing Sensitive Quality Indicators [PDF]**](https://courseroom.capella.edu/courses/39255/files/7338920?wrap=1) [Download Assessment 04 – Informatics and Nursing Sensitive Quality Indicators [PDF]](https://courseroom.capella.edu/courses/39255/files/7338920/download?download_frd=1) resource and select one nursing-sensitive quality indicator to use as the focus for this assessment.

Next, imagine you are a member of a Quality Improvement Council at any type of health care system, whether acute, ambulatory, home health, managed care, et cetera. Your Council has identified that newly hired nurses would benefit from comprehensive training on the importance of nursing-sensitive quality indicators. The Council would like the training to address how this information is collected and disseminated across the organization. It would also like the training to describe the role nurses have in accurate reporting and high-quality results.

The council prefers a recorded presentation using PowerPoint or a similar application. This will allow the education department to show the presentation during new hire training.

As a result of this need, you offer to create a presentation orienting new hires to these topics. You know that you will need speakers notes to guide your recording. You plan to incorporate the insights you learned from conducting an interview with an authority on quality monitoring and the use of technology to collect and report quality indicator data.

You determine that you will cover the following topics in your presentation:

**Introduction: Nursing-Sensitive Quality Indicator**

· What is the National Database of Nursing-Sensitive Quality Indicators?

· What are nursing-sensitive quality indicators?

· Which particular quality indicator did you select to address in your tutorial?

· Why is this quality indicator important to monitor?

· Be sure to address the impact of this indicator on the quality of care and patient safety.

· Why do new nurses need to be familiar with this particular quality indicator when providing patient care?

**Collection and Distribution of Quality Indicator Data**

· According to your interview and other resources, how does your organization collect data on this quality indicator?

· How does the organization disseminate aggregate data?

· What role do nurses play in supporting accurate reporting and high-quality results?

· As an example, consider the importance of accurately entering data regarding nursing interventions.

**Enhancing Outcomes**

· Explain how your health care organization uses nursing-sensitive quality indicators to enhance patient safety, patient care outcomes, and organizational performance reports.

· Describe how a nursing-sensitive quality indicator establishes evidence-based practice guidelines for nurses to follow when using patient care technologies to enhance patient safety, satisfaction, and outcomes.

After building your presentation in PowerPoint, Keynote, Slides, Canva, or another presentation platform, practice delivering your tutorial several times before recording. When you record your presentation be sure your slides are visible in the recording.
**Important:** Record your narrated presentation in Kaltura. (Do not record and submit the narration in PowerPoint because your file will become too large to upload.)

**Additional Requirements**

·
**Communication:** Deliver a professional, effective tutorial on a selected quality indicator that engages new nurses and motivates them to accurately report quality data in a timely fashion.

·
**Length:** 8–10 minute recording. Use Kaltura to record the narration and upload your recording to the courseroom or provide a working link your instructor can access.

·
**Script:** A separate document with the script or speaker's notes is required.
**Important**: Submissions that do not include the script or speaker's notes will be returned as a non-performance.

·
**References:** Cite a minimum of three scholarly and/or authoritative sources.

·
**APA:** Submit, along with the recording, a separate reference page that follows APA style and formatting guidelines. For an APA refresher, consult the
[Evidence and APA](https://lat.strategiced.com/redirect?linkid=1540) page on Campus.

**## Preparationweek4.docx**

**Preparation**

·
[Download Assessment 04 -: Informatics and Nursing Sensitive Quality Indicators [PDF]](https://courseroom.capella.edu/courses/39255/files/7338920/download?download_frd=1)

**Instructions**

For this assessment, first review the nursing-sensitive quality indicators presented in the
[**Assessment 04 – Informatics and Nursing Sensitive Quality Indicators [PDF]**](https://courseroom.capella.edu/courses/39255/files/7338920?wrap=1) [Download Assessment 04 – Informatics and Nursing Sensitive Quality Indicators [PDF]](https://courseroom.capella.edu/courses/39255/files/7338920/download?download_frd=1) resource and select one nursing-sensitive quality indicator to use as the focus for this assessment.

Next, imagine you are a member of a Quality Improvement Council at any type of health care system, whether acute, ambulatory, home health, managed care, et cetera. Your Council has identified that newly hired nurses would benefit from comprehensive training on the importance of nursing-sensitive quality indicators. The Council would like the training to address how this information is collected and disseminated across the organization. It would also like the training to describe the role nurses have in accurate reporting and high-quality results.

The council prefers a recorded presentation using PowerPoint or a similar application. This will allow the education department to show the presentation during new hire training.

As a result of this need, you offer to create a presentation orienting new hires to these topics. You know that you will need speakers notes to guide your recording. You plan to incorporate the insights you learned from conducting an interview with an authority on quality monitoring and the use of technology to collect and report quality indicator data.

You determine that you will cover the following topics in your presentation:

**Introduction: Nursing-Sensitive Quality Indicator**

· What is the National Database of Nursing-Sensitive Quality Indicators?

· What are nursing-sensitive quality indicators?

· Which particular quality indicator did you select to address in your tutorial?

· Why is this quality indicator important to monitor?

· Be sure to address the impact of this indicator on the quality of care and patient safety.

· Why do new nurses need to be familiar with this particular quality indicator when providing patient care?

**Collection and Distribution of Quality Indicator Data**

· According to your interview and other resources, how does your organization collect data on this quality indicator?

· How does the organization disseminate aggregate data?

· What role do nurses play in supporting accurate reporting and high-quality results?

· As an example, consider the importance of accurately entering data regarding nursing interventions.

**Enhancing Outcomes**

· Explain how your health care organization uses nursing-sensitive quality indicators to enhance patient safety, patient care outcomes, and organizational performance reports.

· Describe how a nursing-sensitive quality indicator establishes evidence-based practice guidelines for nurses to follow when using patient care technologies to enhance patient safety, satisfaction, and outcomes.

After building your presentation in PowerPoint, Keynote, Slides, Canva, or another presentation platform, practice delivering your tutorial several times before recording. When you record your presentation be sure your slides are visible in the recording.
**Important:** Record your narrated presentation in Kaltura. (Do not record and submit the narration in PowerPoint because your file will become too large to upload.)

**Additional Requirements**

·
**Communication:** Deliver a professional, effective tutorial on a selected quality indicator that engages new nurses and motivates them to accurately report quality data in a timely fashion.

·
**Length:** 8–10 minute recording. Use Kaltura to record the narration and upload your recording to the courseroom or provide a working link your instructor can access.

·
**Script:** A separate document with the script or speaker's notes is required.
**Important**: Submissions that do not include the script or speaker's notes will be returned as a non-performance.

·
**References:** Cite a minimum of three scholarly and/or authoritative sources.

·
**APA:** Submit, along with the recording, a separate reference page that follows APA style and formatting guidelines. For an APA refresher, consult the
[Evidence and APA](https://lat.strategiced.com/redirect?linkid=1540) page on Campus.

**## cf_assessment-04-supplement-informatics-and-nursing-sensitive-quality-indicators-B.pdf**

1

Assessment 04 –

Informatics and Nursing-Sensitive Quality Indicators

For this assessment, you will prepare an 8–10 minute audio training tutorial (video is optional)
for new nurses on the importance of nursing-sensitive quality indicators.

Before you complete the detailed instructions in the courseroom, first review the Nursing-
Sensitive Quality Indicators below and select the one you’re most interested in. Nursing-
Sensitive Quality Indicators reflect the structure, process, and patient outcomes of nursing care.
Nursing-Sensitive Quality Indicators are developed by identifying potential indicators that reflect
nursing care and are not represented by current indicators, performing a literature review, and
determining the validity of the potential indicator in nursing practice.

After you select one of the Nursing-Sensitive Quality Indicators below, return to the courseroom
to review the detailed instructions and complete your assessment.

• Patient Satisfaction With Pain Management – Outcome.
• Mortality – Outcome.
• Length of Stay – Outcome.
• Central-line-associated Bloodstream Infections – Outcome.
• Sepsis – Outcome.

**## Preparationweek4.docx**

**Preparation**

·
[Download Assessment 04 -: Informatics and Nursing Sensitive Quality Indicators [PDF]](https://courseroom.capella.edu/courses/39255/files/7338920/download?download_frd=1)

**Instructions**

For this assessment, first review the nursing-sensitive quality indicators presented in the
[**Assessment 04 – Informatics and Nursing Sensitive Quality Indicators [PDF]**](https://courseroom.capella.edu/courses/39255/files/7338920?wrap=1) [Download Assessment 04 – Informatics and Nursing Sensitive Quality Indicators [PDF]](https://courseroom.capella.edu/courses/39255/files/7338920/download?download_frd=1) resource and select one nursing-sensitive quality indicator to use as the focus for this assessment.

Next, imagine you are a member of a Quality Improvement Council at any type of health care system, whether acute, ambulatory, home health, managed care, et cetera. Your Council has identified that newly hired nurses would benefit from comprehensive training on the importance of nursing-sensitive quality indicators. The Council would like the training to address how this information is collected and disseminated across the organization. It would also like the training to describe the role nurses have in accurate reporting and high-quality results.

The council prefers a recorded presentation using PowerPoint or a similar application. This will allow the education department to show the presentation during new hire training.

As a result of this need, you offer to create a presentation orienting new hires to these topics. You know that you will need speakers notes to guide your recording. You plan to incorporate the insights you learned from conducting an interview with an authority on quality monitoring and the use of technology to collect and report quality indicator data.

You determine that you will cover the following topics in your presentation:

**Introduction: Nursing-Sensitive Quality Indicator**

· What is the National Database of Nursing-Sensitive Quality Indicators?

· What are nursing-sensitive quality indicators?

· Which particular quality indicator did you select to address in your tutorial?

· Why is this quality indicator important to monitor?

· Be sure to address the impact of this indicator on the quality of care and patient safety.

· Why do new nurses need to be familiar with this particular quality indicator when providing patient care?

**Collection and Distribution of Quality Indicator Data**

· According to your interview and other resources, how does your organization collect data on this quality indicator?

· How does the organization disseminate aggregate data?

· What role do nurses play in supporting accurate reporting and high-quality results?

· As an example, consider the importance of accurately entering data regarding nursing interventions.

**Enhancing Outcomes**

· Explain how your health care organization uses nursing-sensitive quality indicators to enhance patient safety, patient care outcomes, and organizational performance reports.

· Describe how a nursing-sensitive quality indicator establishes evidence-based practice guidelines for nurses to follow when using patient care technologies to enhance patient safety, satisfaction, and outcomes.

After building your presentation in PowerPoint, Keynote, Slides, Canva, or another presentation platform, practice delivering your tutorial several times before recording. When you record your presentation be sure your slides are visible in the recording.
**Important:** Record your narrated presentation in Kaltura. (Do not record and submit the narration in PowerPoint because your file will become too large to upload.)

**Additional Requirements**

·
**Communication:** Deliver a professional, effective tutorial on a selected quality indicator that engages new nurses and motivates them to accurately report quality data in a timely fashion.

·
**Length:** 8–10 minute recording. Use Kaltura to record the narration and upload your recording to the courseroom or provide a working link your instructor can access.

·
**Script:** A separate document with the script or speaker's notes is required.
**Important**: Submissions that do not include the script or speaker's notes will be returned as a non-performance.

·
**References:** Cite a minimum of three scholarly and/or authoritative sources.

·
**APA:** Submit, along with the recording, a separate reference page that follows APA style and formatting guidelines. For an APA refresher, consult the
[Evidence and APA](https://lat.strategiced.com/redirect?linkid=1540) page on Campus.

**## cf_assessment-04-supplement-informatics-and-nursing-sensitive-quality-indicators-B.pdf**

1

Assessment 04 –

Informatics and Nursing-Sensitive Quality Indicators

For this assessment, you will prepare an 8–10 minute audio training tutorial (video is optional)
for new nurses on the importance of nursing-sensitive quality indicators.

Before you complete the detailed instructions in the courseroom, first review the Nursing-
Sensitive Quality Indicators below and select the one you’re most interested in. Nursing-
Sensitive Quality Indicators reflect the structure, process, and patient outcomes of nursing care.
Nursing-Sensitive Quality Indicators are developed by identifying potential indicators that reflect
nursing care and are not represented by current indicators, performing a literature review, and
determining the validity of the potential indicator in nursing practice.

After you select one of the Nursing-Sensitive Quality Indicators below, return to the courseroom
to review the detailed instructions and complete your assessment.

• Patient Satisfaction With Pain Management – Outcome.
• Mortality – Outcome.
• Length of Stay – Outcome.
• Central-line-associated Bloodstream Infections – Outcome.
• Sepsis – Outcome.

**## Preparationweek4.docx**

**Preparation**

·
[Download Assessment 04 -: Informatics and Nursing Sensitive Quality Indicators [PDF]](https://courseroom.capella.edu/courses/39255/files/7338920/download?download_frd=1)

**Instructions**

For this assessment, first review the nursing-sensitive quality indicators presented in the
[**Assessment 04 – Informatics and Nursing Sensitive Quality Indicators [PDF]**](https://courseroom.capella.edu/courses/39255/files/7338920?wrap=1) [Download Assessment 04 – Informatics and Nursing Sensitive Quality Indicators [PDF]](https://courseroom.capella.edu/courses/39255/files/7338920/download?download_frd=1) resource and select one nursing-sensitive quality indicator to use as the focus for this assessment.

Next, imagine you are a member of a Quality Improvement Council at any type of health care system, whether acute, ambulatory, home health, managed care, et cetera. Your Council has identified that newly hired nurses would benefit from comprehensive training on the importance of nursing-sensitive quality indicators. The Council would like the training to address how this information is collected and disseminated across the organization. It would also like the training to describe the role nurses have in accurate reporting and high-quality results.

The council prefers a recorded presentation using PowerPoint or a similar application. This will allow the education department to show the presentation during new hire training.

As a result of this need, you offer to create a presentation orienting new hires to these topics. You know that you will need speakers notes to guide your recording. You plan to incorporate the insights you learned from conducting an interview with an authority on quality monitoring and the use of technology to collect and report quality indicator data.

You determine that you will cover the following topics in your presentation:

**Introduction: Nursing-Sensitive Quality Indicator**

· What is the National Database of Nursing-Sensitive Quality Indicators?

· What are nursing-sensitive quality indicators?

· Which particular quality indicator did you select to address in your tutorial?

· Why is this quality indicator important to monitor?

· Be sure to address the impact of this indicator on the quality of care and patient safety.

· Why do new nurses need to be familiar with this particular quality indicator when providing patient care?

**Collection and Distribution of Quality Indicator Data**

· According to your interview and other resources, how does your organization collect data on this quality indicator?

· How does the organization disseminate aggregate data?

· What role do nurses play in supporting accurate reporting and high-quality results?

· As an example, consider the importance of accurately entering data regarding nursing interventions.

**Enhancing Outcomes**

· Explain how your health care organization uses nursing-sensitive quality indicators to enhance patient safety, patient care outcomes, and organizational performance reports.

· Describe how a nursing-sensitive quality indicator establishes evidence-based practice guidelines for nurses to follow when using patient care technologies to enhance patient safety, satisfaction, and outcomes.

After building your presentation in PowerPoint, Keynote, Slides, Canva, or another presentation platform, practice delivering your tutorial several times before recording. When you record your presentation be sure your slides are visible in the recording.
**Important:** Record your narrated presentation in Kaltura. (Do not record and submit the narration in PowerPoint because your file will become too large to upload.)

**Additional Requirements**

·
**Communication:** Deliver a professional, effective tutorial on a selected quality indicator that engages new nurses and motivates them to accurately report quality data in a timely fashion.

·
**Length:** 8–10 minute recording. Use Kaltura to record the narration and upload your recording to the courseroom or provide a working link your instructor can access.

·
**Script:** A separate document with the script or speaker's notes is required.
**Important**: Submissions that do not include the script or speaker's notes will be returned as a non-performance.

·
**References:** Cite a minimum of three scholarly and/or authoritative sources.

·
**APA:** Submit, along with the recording, a separate reference page that follows APA style and formatting guidelines. For an APA refresher, consult the
[Evidence and APA](https://lat.strategiced.com/redirect?linkid=1540) page on Campus.

November 5, 2026
[Solved] Reading homework help

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– 2 years ago **files (1)** – ## Class4Ass2.docx **## Class4Ass2.docx** HEART FAILURE and TYPE 2 DIABETES MELLITUS · Explain an issue associated with this diagnosis that could benefit from an EBP approach. · Choose the EBP model you wish to implement. · **Stetler Model** · **Description:** The Stetl…

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Assignment Prompt & Instructions

– 2 years ago

**files (1)**

– ## Class4Ass2.docx

**## Class4Ass2.docx**

HEART FAILURE and TYPE 2 DIABETES MELLITUS

· Explain an issue associated with this diagnosis that could benefit from an EBP approach.

· Choose the EBP model you wish to implement.

·
**Stetler Model**

·
**Description:** The Stetler Model helps practitioners assess how research findings and other relevant evidence can be applied in clinical practice. It examines how to use evidence to create formal change within organizations and how individual practitioners can use research informally as part of critical thinking and reflective practice.

· The Stetler Model is useful for developing health messages, creating common standards, and implementing evidence-based changes. For example, it can guide nurses in incorporating research findings on breastfeeding into their practice.

·

· Describe each step of the EBP model.

· Preparation:

· This phase involves identifying the purpose, context, and sources of the EBP project.

· Validation:

· The quality and reliability of the sources are evaluated to determine their acceptance or rejection.

· Comparative Evaluation and Decision-Making:

· This phase focuses on determining the acceptability and feasibility of the evidence findings' summary.

· Translation/Application:

· An algorithm for applying the findings is developed.

· Evaluation:

· The outcomes of implementing the evidence are assessed to determine if the EBP goals were achieved.

· Apply the steps of the model to your search for evidence for your diagnosis issue, and describe how you applied them.

· Locate at least three separate resources of evidence to assist with your diagnosis issue.

· Analyze the credibility and relevance of each resource as it relates to your diagnosis.

**This is a paper and should be 3–5 pages, not including the title page or reference page. The paper must be in APA format.**

**## Class4Ass2.docx**

HEART FAILURE and TYPE 2 DIABETES MELLITUS

· Explain an issue associated with this diagnosis that could benefit from an EBP approach.

· Choose the EBP model you wish to implement.

·
**Stetler Model**

·
**Description:** The Stetler Model helps practitioners assess how research findings and other relevant evidence can be applied in clinical practice. It examines how to use evidence to create formal change within organizations and how individual practitioners can use research informally as part of critical thinking and reflective practice.

· The Stetler Model is useful for developing health messages, creating common standards, and implementing evidence-based changes. For example, it can guide nurses in incorporating research findings on breastfeeding into their practice.

·

· Describe each step of the EBP model.

· Preparation:

· This phase involves identifying the purpose, context, and sources of the EBP project.

· Validation:

· The quality and reliability of the sources are evaluated to determine their acceptance or rejection.

· Comparative Evaluation and Decision-Making:

· This phase focuses on determining the acceptability and feasibility of the evidence findings' summary.

· Translation/Application:

· An algorithm for applying the findings is developed.

· Evaluation:

· The outcomes of implementing the evidence are assessed to determine if the EBP goals were achieved.

· Apply the steps of the model to your search for evidence for your diagnosis issue, and describe how you applied them.

· Locate at least three separate resources of evidence to assist with your diagnosis issue.

· Analyze the credibility and relevance of each resource as it relates to your diagnosis.

**This is a paper and should be 3–5 pages, not including the title page or reference page. The paper must be in APA format.**

November 5, 2026
[Solved] English Assignment help

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In-depth study guidance and analytical solution covering English Assignment help.

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Assignment Prompt & Instructions

Full assignment prompt and step-by-step guidance are included in the downloadable solution file.

November 5, 2026
[Solved] NUR 512 Module 3 Discussion

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**Module 3 Discussion** ![icon](https://media-as.academicpartnerships.com/STU/STU_Icon_Discussion.png)_**What makes a team?**_ Reflect on your experiences as a member of a clinical team. What makes a team effective or ineffective in terms of achieving expected outcomes for the patients? (Saunders, 2…

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Assignment Prompt & Instructions

**Module 3 Discussion**

![icon](https://media-as.academicpartnerships.com/STU/STU_Icon_Discussion.png)_**What makes a team?**_

Reflect on your experiences as a member of a clinical team. What makes a team effective or ineffective in terms of achieving expected outcomes for the patients? (Saunders, 2014)

**Submission Instructions:**

– Your initial post should be at least 500 words, formatted and cited in current APA style with support from at least 2 academic sources.

– 2 years ago

November 5, 2026
[Solved] Week 3 discussion question

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My assigned disease is ANEMIA Review the following client scenario: _Janessa, a 41-year-old female client, presents to the NP complaining of shortness of breath, weakness, and dizziness for “about a month.” She denies having a cough or recent illness. She has a history of endometriosis, and her phys…

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Assignment Prompt & Instructions

My assigned disease is ANEMIA

Review the following client scenario:

_Janessa, a 41-year-old female client, presents to the NP complaining of shortness of breath, weakness, and dizziness for “about a month.” She denies having a cough or recent illness. She has a history of endometriosis, and her physical assessment reveals her lungs are clear to auscultation bilaterally, and her mucous membranes are pale._

Review your assigned disease process and answer the discussion prompts below with explanation and detail, providing complete references for all citations.

1. Discuss the underlying pathophysiological mechanisms of your assigned disease process. Which clinical manifestations observed in Janessa’s case could be explained by the pathophysiological mechanisms?
2. Analyze Janessa’s clinical manifestations in the context of your assigned disease process. Do these findings support a diagnosis of your assigned disease process? Why or why not?
3. Identify and justify the diagnostic tests (including labs, imaging, or other diagnostic tests) that would be most appropriate for investigating a diagnosis of your assigned disease process in Janessa. What could the results of these tests look like in your assigned disease process?
4. Compare and contrast your response with a peer who was assigned a different condition. Does their condition fit Janessa’s case? Why or why not?

– 2 years ago

November 5, 2026
[Solved] Searching Databases

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– Review the Resources and identify a clinical issue of interest that can form the basis of a clinical inquiry. – Review the materials offering guidance on using databases, performing keyword searches, and developing PICO(T) questions provided in the Resources. – Based on the clinical issue of inter…

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Assignment Prompt & Instructions

– Review the Resources and identify a clinical issue of interest that can form the basis of a clinical inquiry.
– Review the materials offering guidance on using databases, performing keyword searches, and developing PICO(T) questions provided in the Resources.
– Based on the clinical issue of interest and using keywords related to the clinical issue of interest, search at least two different databases in the Walden Library to identify at least four relevant peer-reviewed articles related to your clinical issue of interest. You should not be using systematic reviews for this assignment, select original research articles.
– Review the Resources for guidance and develop a PICO(T) question of interest to you for further study. It is suggested that an Intervention-type PICOT question be developed as these seem to work best for this course.

– 2 years ago

November 5, 2026
[Solved] Leadership Theories in Practice

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– Review the Resources and examine the leadership theories and behaviors introduced. – Identify two to three scholarly resources, in addition to this Module’s readings, that evaluate the impact of leadership behaviors in creating healthy work environments. – Reflect on the leadership behaviors prese…

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Assignment Prompt & Instructions

– Review the Resources and examine the leadership theories and behaviors introduced.
– Identify two to three scholarly resources, in addition to this Module’s readings, that evaluate the impact of leadership behaviors in creating healthy work environments.
– Reflect on the leadership behaviors presented in the three resources that you selected for review

– 2 years ago

November 5, 2026
[Solved] See attached 3.

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– 2 years ago **files (1)** – ## discussionPICOT.doc **## discussionPICOT.doc** **MUST BE ORIGINAL WORK. Discussion AND response to a peer.** **Initial post** 1. **Cite all scholarly sources, reading(s) OR lessons in an in-text citation within the post and include a complete reference at the bottom…

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Assignment Prompt & Instructions

– 2 years ago

**files (1)**

– ## discussionPICOT.doc

**## discussionPICOT.doc**

**MUST BE ORIGINAL WORK. Discussion AND response to a peer.**

**Initial post**

1.
**Cite all scholarly sources, reading(s) OR lessons in an in-text citation within the post and include a complete reference at the bottom of the post.**

2.
**Use sources no more than five years old unless they are historical references.**

**My PICOT for this assignment is – In children 6-12 years of age (P), how does increased physical activity (I) compared to a sedentary lifestyle (C) affect BMI (O) within 6 months (T)?**

**Step 1:** Answer the discussion prompts below with explanation and detail.

**Paragraph one:** List your population, intervention, comparison, outcome, and time frame (PICOT) question from the Week 2 assignment. Describe the population or client you are advocating for. Why are they vulnerable to the identified nursing clinical practice problem?

**Paragraph two:** Identify the key stakeholders and explain why they are important to the change project. How do you plan to engage and communicate with the identified stakeholders throughout the change project?

**Paragraph three:** Describe who would authorize your change project and ensure ethical compliance. Explain any specific group, committee, or nurse leader that should be involved.

**References:** Provide complete references for all citations.

**ALSO, respond to this peers post and add 1 scholarly source**

**“ Paragraph one:** List your population, intervention, comparison, outcome, and time frame (PICOT) question from the Week 2 assignment. Describe the population or client you are advocating for. Why are they vulnerable to the identified nursing clinical practice problem?

In postpartum women (P), how does routine screening for postpartum depression using the Edinburgh Postnatal Depression Scale (I) compared to no routine screening (C) affect early diagnosis and treatment initiation (O) within six months postpartum (T)?

I currently work in the field of High risk prenatal care and I notice the lack of routine screening, postpartum depression (PPD) as it often goes undiagnosed. This issue is critical as it has had a detrimental impact on the development of the mother's well-being, and her attachment with her baby. However, early diagnosis and treatment options can be initiated by implementing routine screening using the Edinburgh Postnatal Depression Scale (EPDS). I see on a day to day basis what goes on during antepartum and Post partum and this matter is highly important.

**Paragraph two:** Identify the key stakeholders and explain why they are important to the change project. How do you plan to engage and communicate with the identified stakeholders throughout the change project?

The key stakeholders in this change of project would be the providers including nurses and the patient themselves. I plan to engage and communicate with the identified stakeholders throughout the change project by reinforcing and educating on how vital this is. Educating the nursing staff, doctors, midwives and hospital's would help to facilitate change in this situation . Women and midwives, in particular, voiced their dissatisfaction with the lack of time and resources available to guarantee proper, high-quality care before discharge. According to the opinions of the stakeholders that were included, there is a need for more involvement of dads and other family members as well as more attention to be paid to the emotional and social needs of women and families throughout the discharge planning process. (Harvey et al., 2023)

**Paragraph three:** Describe who would authorize your change project and ensure ethical compliance. Explain any specific group, committee, or nurse leader that should be involved.

Who would authorize my change project would have to be all who are involved in the patients care. As stated above; midwives, physicians and nurses . The existing qualitative research suggests that effective discharge planning will have a favorable impact if the highlighted service and system barriers are overcome. (Harvey et al., 2023) Post partum depression emerges as a serious concern, having ramifications that go beyond individual mental health to include mother-infant dynamics and society well-being. Untreated PPD may cause long-term mental health issues for the mother, reducing her quality of life and potentially straining familial connections. Recognizing and managing PPD is critical for the overall health of both moms and their infants. “

**## discussionPICOT.doc**

**MUST BE ORIGINAL WORK. Discussion AND response to a peer.**

**Initial post**

1.
**Cite all scholarly sources, reading(s) OR lessons in an in-text citation within the post and include a complete reference at the bottom of the post.**

2.
**Use sources no more than five years old unless they are historical references.**

**My PICOT for this assignment is – In children 6-12 years of age (P), how does increased physical activity (I) compared to a sedentary lifestyle (C) affect BMI (O) within 6 months (T)?**

**Step 1:** Answer the discussion prompts below with explanation and detail.

**Paragraph one:** List your population, intervention, comparison, outcome, and time frame (PICOT) question from the Week 2 assignment. Describe the population or client you are advocating for. Why are they vulnerable to the identified nursing clinical practice problem?

**Paragraph two:** Identify the key stakeholders and explain why they are important to the change project. How do you plan to engage and communicate with the identified stakeholders throughout the change project?

**Paragraph three:** Describe who would authorize your change project and ensure ethical compliance. Explain any specific group, committee, or nurse leader that should be involved.

**References:** Provide complete references for all citations.

**ALSO, respond to this peers post and add 1 scholarly source**

**“ Paragraph one:** List your population, intervention, comparison, outcome, and time frame (PICOT) question from the Week 2 assignment. Describe the population or client you are advocating for. Why are they vulnerable to the identified nursing clinical practice problem?

In postpartum women (P), how does routine screening for postpartum depression using the Edinburgh Postnatal Depression Scale (I) compared to no routine screening (C) affect early diagnosis and treatment initiation (O) within six months postpartum (T)?

I currently work in the field of High risk prenatal care and I notice the lack of routine screening, postpartum depression (PPD) as it often goes undiagnosed. This issue is critical as it has had a detrimental impact on the development of the mother's well-being, and her attachment with her baby. However, early diagnosis and treatment options can be initiated by implementing routine screening using the Edinburgh Postnatal Depression Scale (EPDS). I see on a day to day basis what goes on during antepartum and Post partum and this matter is highly important.

**Paragraph two:** Identify the key stakeholders and explain why they are important to the change project. How do you plan to engage and communicate with the identified stakeholders throughout the change project?

The key stakeholders in this change of project would be the providers including nurses and the patient themselves. I plan to engage and communicate with the identified stakeholders throughout the change project by reinforcing and educating on how vital this is. Educating the nursing staff, doctors, midwives and hospital's would help to facilitate change in this situation . Women and midwives, in particular, voiced their dissatisfaction with the lack of time and resources available to guarantee proper, high-quality care before discharge. According to the opinions of the stakeholders that were included, there is a need for more involvement of dads and other family members as well as more attention to be paid to the emotional and social needs of women and families throughout the discharge planning process. (Harvey et al., 2023)

**Paragraph three:** Describe who would authorize your change project and ensure ethical compliance. Explain any specific group, committee, or nurse leader that should be involved.

Who would authorize my change project would have to be all who are involved in the patients care. As stated above; midwives, physicians and nurses . The existing qualitative research suggests that effective discharge planning will have a favorable impact if the highlighted service and system barriers are overcome. (Harvey et al., 2023) Post partum depression emerges as a serious concern, having ramifications that go beyond individual mental health to include mother-infant dynamics and society well-being. Untreated PPD may cause long-term mental health issues for the mother, reducing her quality of life and potentially straining familial connections. Recognizing and managing PPD is critical for the overall health of both moms and their infants. “

November 5, 2026
[Solved] Intro

✓ Verified Academic Solution Available

Executive Solution Overview

Early childhood assessment plays a critical role in early intervention and education. Using assessments with children helps parents, caregivers, educators, and other professionals gain valuable insights into a child's strengths, weaknesses, and developmental progress. The information gained through …

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Assignment Prompt & Instructions

Early childhood assessment plays a critical role in early intervention and education. Using assessments with children helps parents, caregivers, educators, and other professionals gain valuable insights into a child's strengths, weaknesses, and developmental progress. The information gained through assessment empowers parents and educators to make informed decisions and provide the best possible care and educational experiences for young children, setting them on a path to success and well-being.

Principles of Assessment:

Use Multiple Sources of information

Involve Child and Family

Benefit the Child and Improve Learning

Be Fair for all children

Initial Post

In your initial post of at least 250 words,

– Tell your instructor and classmates a little bit about yourself. You might include things such as your interests, hobbies, employment, and career goals.
– Share whether you have any experience assessing children, in any capacity, and if so, how.
– Describe some of the challenges you might encounter when trying to assess young children.
– Explain your current understanding of the purpose of assessment with young children.
– Summarize the teacher's role in assessment.

– 2 years ago

November 5, 2026
[Solved] business ana

✓ Verified Academic Solution Available

Executive Solution Overview

will need toight if possible – 2 years ago **files (2)** – ## project_description.docx – ## BUSA511_individual_project_template1.docx **## project_description.docx** **Project Assignment BUSA 511, Business Analytics for Managers** **The case** Considering monthly demands for the ABC Corporation…

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Assignment Prompt & Instructions

will need toight if possible

– 2 years ago

**files (2)**

– ## project_description.docx

– ## BUSA511_individual_project_template1.docx

**## project_description.docx**

**Project Assignment BUSA 511, Business Analytics for Managers**

**The case**

Considering monthly demands for the ABC Corporation as shown below.

![](https://www.sweetstudy.com/questions/business-ana-20892301)

**Question**

Forecast the monthly demands for Year 6 using
**moving average**,
**simple exponential smoothing**,
**Holts' model**, and
**Winter's model**. In each case, evaluate the bias, TS, MAD, MAPE, and MSE.

**Project Assignment Guidance**

1. To answer the question above, firstly based on the monthly sales data of Year 1, 2, 3, 4 and 5, you should forecast the 12 monthly demands of Year 6 from January to December using "
**_moving average"_**, "
**_simple exponential smoothing"_**, "
**_Holts' model_**", and "
**_Winter's model”, respectively_**. Secondly, you should calculate the forecast-error indicators of bias, TS, MAD, MAPE, and MSE regarding these four models. Thirdly, based on your findings, you should identify the best forecasting methods and provide your justifications.

2. Two documents should be submitted for this assignment.
**The first** is the Excel file in which the formula, the calculation processes and solutions of the four forecasting methods, and the related forecast-error estimates of bias, TS, MAD, MAPE, and MSE should be given.
**The second** is the word file template as report by answering questions asked in the report template. This word file template will be posted on D2L.

**_(_**
**_Note: Sample of the work in excel and Video recording of the tutorial is posted on D2L)_**

3. The mark weighting of the analysis of the above four forecasting methods will be listed in the report template posted on D2L.

4. The submission deadline is stated on D2L page for the course.

5. You should submit e-copy of your assignment (word-format report with Excel file(s), through the submission portal on D2L (no hard copy needed)

2

**image1.emf**

**## BUSA511_individual_project_template1.docx**

![page1image20678064](https://www.sweetstudy.com/questions/business-ana-20892301)

**BUSA 511: Project Assignment cover page**

Assignment for Course: BUSA 511: Business Analytics for Managers

Submitted to: Dr. Syed A. Raza

Submitted by:

| | |
| — | — |
| **Student Name** | **CWID** |
| | |

:

Title of Assignment:
**Time Series Forecasting Group Project**

CERTIFICATION OF AUTHORSHIP: I certify that I am the author of this paper and that any assistance received in its preparation is fully acknowledge and disclosed in the paper. I have also cited any sources from which we used data, ideas of words, whether quoted directly or paraphrased. I also certify that this paper was prepared by me specifically for this course

\*\*\*****************************************

**Time Series Forecasting Project Instructions**

**_Instructions_**

This is an individual assignment and therefore must be completed by an individual student without outside assistance of any type. Follow the instructions below in order to complete the assignment:

·
**Step 1**: Download and read the project statement for the
_on the Forecasting problem_ stated in the Microsoft Word file “
**project_description.docx**”. Read carefully this document

·
**Step 2**: Download the Excel file “
**project_data.xlsx**”. Use the data in the file to perform timeseries forecasting analyses.

·
**Step 3**: Based on your analytics performed and use of the models in Step 2, answer the questions and provide a short (
_not exceeding 500 words_) recommendation/explanation

**_Submittals_**

1. Submit your answers to this assignment using this Microsoft Word document and post to the assignment drop box before the required deadline. Be sure to complete the above first page cover sheet. Enter your answers in the pages below to include all of your answers and results of your interpretations of calculations for the assignment questions. Your answers must be entered directly into this Word document below each question. Use as much space as needed.

2. Submit your Excel spreadsheet(s) with calculations/ visualizations to the assignment drop box before the required deadline. Your Excel model calculations will be used to substantiate your answers to the assignment questions herein.

**_Grading_**

This is an individual assignment. A total of 100 percentage points is possible for this assignment. This includes the point values which are assigned to each question – point values are noted next to each question below. Use APA 7 writing style as a guide for answers that require a written explanation. Up to 10 points will be deducted from the combination of written explanation answers that are poorly written. The percentage points earned on this assignment will be 20% weight obtain the final assignment grade.

Please answer following Question with reference to the project file: “
**Project_description.docx**”

**_Question 1_** (6 points): Define a problem statement which reflects the challenge faced in this prediction problem (
_Do not exceed 500 words_)

**Answer**:

**_Question 2_** (6 points): Develop a 3-period moving average forecasting model. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words_)

**Answer**:

**_Question 3_** (6 points): Compute for the model developed in Question 2, compute the error parameters MAD, MSE, MAPE, and TS. Explain these error computations (
_Explanation NOT to exceed 500 words_)

**Answer**:

**_Question 4_** (6 points): Develop a simple exponential smoothing forecasting model, assume, =0.2. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 5_** (6 points): For the model developed in Question 4, compute the error parameters MAD, MSE, MAPE, and TS.

**Answer**:

**_Question 6_** (6 points): For the model developed in Question 4, using Excel Solver optimize the value of with and objective to minimize MSE. Report your results provide a discussion how optimization improved the forecasting error (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 7_** (6 points): Develop a Holt’s model for forecasting, assume, =0.3, and =0.1. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 8_** (6 points): For the model developed in Question 7, compute the error parameters MAD, MSE, MAPE, and TS.

**Answer**:

**_Question 9_** (6 points): For the model developed in Question 7, using Excel Solver optimize the values of and with an objective to minimize MAD. Report your results provide a Discussion how optimization improved the forecasting error (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 10_** (6 points): Develop a Winter’s model for forecasting, assume, =0.2, =0.3, and =0.1. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 11_** (6 points): For the model developed in Question 10, compute the error parameters MAD, MSE, MAPE, and TS.

**Answer**:

**_Question 12_** (6 points): For the model developed in Question 10, using Excel Solver optimize the values of , , and with an objective to minimize MAPE. Report your results provide a Discussion how optimization improved the forecasting error (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 13_** (6 points): Discuss the model developed in Question 10 is how different from model developed in Question 7, (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 14_** (22 points): Which model you will select and Why and how does the optimization improve the forecasting performance of the methods? (
_1 to 2-page discussion recommend_)

1

**image1.png**

**## BUSA511_individual_project_template1.docx**

![page1image20678064](https://www.sweetstudy.com/questions/business-ana-20892301)

**BUSA 511: Project Assignment cover page**

Assignment for Course: BUSA 511: Business Analytics for Managers

Submitted to: Dr. Syed A. Raza

Submitted by:

| | |
| — | — |
| **Student Name** | **CWID** |
| | |

:

Title of Assignment:
**Time Series Forecasting Group Project**

CERTIFICATION OF AUTHORSHIP: I certify that I am the author of this paper and that any assistance received in its preparation is fully acknowledge and disclosed in the paper. I have also cited any sources from which we used data, ideas of words, whether quoted directly or paraphrased. I also certify that this paper was prepared by me specifically for this course

\*\*\*****************************************

**Time Series Forecasting Project Instructions**

**_Instructions_**

This is an individual assignment and therefore must be completed by an individual student without outside assistance of any type. Follow the instructions below in order to complete the assignment:

·
**Step 1**: Download and read the project statement for the
_on the Forecasting problem_ stated in the Microsoft Word file “
**project_description.docx**”. Read carefully this document

·
**Step 2**: Download the Excel file “
**project_data.xlsx**”. Use the data in the file to perform timeseries forecasting analyses.

·
**Step 3**: Based on your analytics performed and use of the models in Step 2, answer the questions and provide a short (
_not exceeding 500 words_) recommendation/explanation

**_Submittals_**

1. Submit your answers to this assignment using this Microsoft Word document and post to the assignment drop box before the required deadline. Be sure to complete the above first page cover sheet. Enter your answers in the pages below to include all of your answers and results of your interpretations of calculations for the assignment questions. Your answers must be entered directly into this Word document below each question. Use as much space as needed.

2. Submit your Excel spreadsheet(s) with calculations/ visualizations to the assignment drop box before the required deadline. Your Excel model calculations will be used to substantiate your answers to the assignment questions herein.

**_Grading_**

This is an individual assignment. A total of 100 percentage points is possible for this assignment. This includes the point values which are assigned to each question – point values are noted next to each question below. Use APA 7 writing style as a guide for answers that require a written explanation. Up to 10 points will be deducted from the combination of written explanation answers that are poorly written. The percentage points earned on this assignment will be 20% weight obtain the final assignment grade.

Please answer following Question with reference to the project file: “
**Project_description.docx**”

**_Question 1_** (6 points): Define a problem statement which reflects the challenge faced in this prediction problem (
_Do not exceed 500 words_)

**Answer**:

**_Question 2_** (6 points): Develop a 3-period moving average forecasting model. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words_)

**Answer**:

**_Question 3_** (6 points): Compute for the model developed in Question 2, compute the error parameters MAD, MSE, MAPE, and TS. Explain these error computations (
_Explanation NOT to exceed 500 words_)

**Answer**:

**_Question 4_** (6 points): Develop a simple exponential smoothing forecasting model, assume, =0.2. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 5_** (6 points): For the model developed in Question 4, compute the error parameters MAD, MSE, MAPE, and TS.

**Answer**:

**_Question 6_** (6 points): For the model developed in Question 4, using Excel Solver optimize the value of with and objective to minimize MSE. Report your results provide a discussion how optimization improved the forecasting error (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 7_** (6 points): Develop a Holt’s model for forecasting, assume, =0.3, and =0.1. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 8_** (6 points): For the model developed in Question 7, compute the error parameters MAD, MSE, MAPE, and TS.

**Answer**:

**_Question 9_** (6 points): For the model developed in Question 7, using Excel Solver optimize the values of and with an objective to minimize MAD. Report your results provide a Discussion how optimization improved the forecasting error (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 10_** (6 points): Develop a Winter’s model for forecasting, assume, =0.2, =0.3, and =0.1. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 11_** (6 points): For the model developed in Question 10, compute the error parameters MAD, MSE, MAPE, and TS.

**Answer**:

**_Question 12_** (6 points): For the model developed in Question 10, using Excel Solver optimize the values of , , and with an objective to minimize MAPE. Report your results provide a Discussion how optimization improved the forecasting error (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 13_** (6 points): Discuss the model developed in Question 10 is how different from model developed in Question 7, (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 14_** (22 points): Which model you will select and Why and how does the optimization improve the forecasting performance of the methods? (
_1 to 2-page discussion recommend_)

1

**image1.png**

**## project_description.docx**

**Project Assignment BUSA 511, Business Analytics for Managers**

**The case**

Considering monthly demands for the ABC Corporation as shown below.

![](https://www.sweetstudy.com/questions/business-ana-20892301)

**Question**

Forecast the monthly demands for Year 6 using
**moving average**,
**simple exponential smoothing**,
**Holts' model**, and
**Winter's model**. In each case, evaluate the bias, TS, MAD, MAPE, and MSE.

**Project Assignment Guidance**

1. To answer the question above, firstly based on the monthly sales data of Year 1, 2, 3, 4 and 5, you should forecast the 12 monthly demands of Year 6 from January to December using "
**_moving average"_**, "
**_simple exponential smoothing"_**, "
**_Holts' model_**", and "
**_Winter's model”, respectively_**. Secondly, you should calculate the forecast-error indicators of bias, TS, MAD, MAPE, and MSE regarding these four models. Thirdly, based on your findings, you should identify the best forecasting methods and provide your justifications.

2. Two documents should be submitted for this assignment.
**The first** is the Excel file in which the formula, the calculation processes and solutions of the four forecasting methods, and the related forecast-error estimates of bias, TS, MAD, MAPE, and MSE should be given.
**The second** is the word file template as report by answering questions asked in the report template. This word file template will be posted on D2L.

**_(_**
**_Note: Sample of the work in excel and Video recording of the tutorial is posted on D2L)_**

3. The mark weighting of the analysis of the above four forecasting methods will be listed in the report template posted on D2L.

4. The submission deadline is stated on D2L page for the course.

5. You should submit e-copy of your assignment (word-format report with Excel file(s), through the submission portal on D2L (no hard copy needed)

2

**image1.emf**

**## BUSA511_individual_project_template1.docx**

![page1image20678064](https://www.sweetstudy.com/questions/business-ana-20892301)

**BUSA 511: Project Assignment cover page**

Assignment for Course: BUSA 511: Business Analytics for Managers

Submitted to: Dr. Syed A. Raza

Submitted by:

| | |
| — | — |
| **Student Name** | **CWID** |
| | |

:

Title of Assignment:
**Time Series Forecasting Group Project**

CERTIFICATION OF AUTHORSHIP: I certify that I am the author of this paper and that any assistance received in its preparation is fully acknowledge and disclosed in the paper. I have also cited any sources from which we used data, ideas of words, whether quoted directly or paraphrased. I also certify that this paper was prepared by me specifically for this course

\*\*\*****************************************

**Time Series Forecasting Project Instructions**

**_Instructions_**

This is an individual assignment and therefore must be completed by an individual student without outside assistance of any type. Follow the instructions below in order to complete the assignment:

·
**Step 1**: Download and read the project statement for the
_on the Forecasting problem_ stated in the Microsoft Word file “
**project_description.docx**”. Read carefully this document

·
**Step 2**: Download the Excel file “
**project_data.xlsx**”. Use the data in the file to perform timeseries forecasting analyses.

·
**Step 3**: Based on your analytics performed and use of the models in Step 2, answer the questions and provide a short (
_not exceeding 500 words_) recommendation/explanation

**_Submittals_**

1. Submit your answers to this assignment using this Microsoft Word document and post to the assignment drop box before the required deadline. Be sure to complete the above first page cover sheet. Enter your answers in the pages below to include all of your answers and results of your interpretations of calculations for the assignment questions. Your answers must be entered directly into this Word document below each question. Use as much space as needed.

2. Submit your Excel spreadsheet(s) with calculations/ visualizations to the assignment drop box before the required deadline. Your Excel model calculations will be used to substantiate your answers to the assignment questions herein.

**_Grading_**

This is an individual assignment. A total of 100 percentage points is possible for this assignment. This includes the point values which are assigned to each question – point values are noted next to each question below. Use APA 7 writing style as a guide for answers that require a written explanation. Up to 10 points will be deducted from the combination of written explanation answers that are poorly written. The percentage points earned on this assignment will be 20% weight obtain the final assignment grade.

Please answer following Question with reference to the project file: “
**Project_description.docx**”

**_Question 1_** (6 points): Define a problem statement which reflects the challenge faced in this prediction problem (
_Do not exceed 500 words_)

**Answer**:

**_Question 2_** (6 points): Develop a 3-period moving average forecasting model. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words_)

**Answer**:

**_Question 3_** (6 points): Compute for the model developed in Question 2, compute the error parameters MAD, MSE, MAPE, and TS. Explain these error computations (
_Explanation NOT to exceed 500 words_)

**Answer**:

**_Question 4_** (6 points): Develop a simple exponential smoothing forecasting model, assume, =0.2. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 5_** (6 points): For the model developed in Question 4, compute the error parameters MAD, MSE, MAPE, and TS.

**Answer**:

**_Question 6_** (6 points): For the model developed in Question 4, using Excel Solver optimize the value of with and objective to minimize MSE. Report your results provide a discussion how optimization improved the forecasting error (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 7_** (6 points): Develop a Holt’s model for forecasting, assume, =0.3, and =0.1. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 8_** (6 points): For the model developed in Question 7, compute the error parameters MAD, MSE, MAPE, and TS.

**Answer**:

**_Question 9_** (6 points): For the model developed in Question 7, using Excel Solver optimize the values of and with an objective to minimize MAD. Report your results provide a Discussion how optimization improved the forecasting error (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 10_** (6 points): Develop a Winter’s model for forecasting, assume, =0.2, =0.3, and =0.1. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 11_** (6 points): For the model developed in Question 10, compute the error parameters MAD, MSE, MAPE, and TS.

**Answer**:

**_Question 12_** (6 points): For the model developed in Question 10, using Excel Solver optimize the values of , , and with an objective to minimize MAPE. Report your results provide a Discussion how optimization improved the forecasting error (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 13_** (6 points): Discuss the model developed in Question 10 is how different from model developed in Question 7, (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 14_** (22 points): Which model you will select and Why and how does the optimization improve the forecasting performance of the methods? (
_1 to 2-page discussion recommend_)

1

**image1.png**

**## project_description.docx**

**Project Assignment BUSA 511, Business Analytics for Managers**

**The case**

Considering monthly demands for the ABC Corporation as shown below.

![](https://www.sweetstudy.com/questions/business-ana-20892301)

**Question**

Forecast the monthly demands for Year 6 using
**moving average**,
**simple exponential smoothing**,
**Holts' model**, and
**Winter's model**. In each case, evaluate the bias, TS, MAD, MAPE, and MSE.

**Project Assignment Guidance**

1. To answer the question above, firstly based on the monthly sales data of Year 1, 2, 3, 4 and 5, you should forecast the 12 monthly demands of Year 6 from January to December using "
**_moving average"_**, "
**_simple exponential smoothing"_**, "
**_Holts' model_**", and "
**_Winter's model”, respectively_**. Secondly, you should calculate the forecast-error indicators of bias, TS, MAD, MAPE, and MSE regarding these four models. Thirdly, based on your findings, you should identify the best forecasting methods and provide your justifications.

2. Two documents should be submitted for this assignment.
**The first** is the Excel file in which the formula, the calculation processes and solutions of the four forecasting methods, and the related forecast-error estimates of bias, TS, MAD, MAPE, and MSE should be given.
**The second** is the word file template as report by answering questions asked in the report template. This word file template will be posted on D2L.

**_(_**
**_Note: Sample of the work in excel and Video recording of the tutorial is posted on D2L)_**

3. The mark weighting of the analysis of the above four forecasting methods will be listed in the report template posted on D2L.

4. The submission deadline is stated on D2L page for the course.

5. You should submit e-copy of your assignment (word-format report with Excel file(s), through the submission portal on D2L (no hard copy needed)

2

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**## BUSA511_individual_project_template1.docx**

![page1image20678064](https://www.sweetstudy.com/questions/business-ana-20892301)

**BUSA 511: Project Assignment cover page**

Assignment for Course: BUSA 511: Business Analytics for Managers

Submitted to: Dr. Syed A. Raza

Submitted by:

| | |
| — | — |
| **Student Name** | **CWID** |
| | |

:

Title of Assignment:
**Time Series Forecasting Group Project**

CERTIFICATION OF AUTHORSHIP: I certify that I am the author of this paper and that any assistance received in its preparation is fully acknowledge and disclosed in the paper. I have also cited any sources from which we used data, ideas of words, whether quoted directly or paraphrased. I also certify that this paper was prepared by me specifically for this course

\*\*\*****************************************

**Time Series Forecasting Project Instructions**

**_Instructions_**

This is an individual assignment and therefore must be completed by an individual student without outside assistance of any type. Follow the instructions below in order to complete the assignment:

·
**Step 1**: Download and read the project statement for the
_on the Forecasting problem_ stated in the Microsoft Word file “
**project_description.docx**”. Read carefully this document

·
**Step 2**: Download the Excel file “
**project_data.xlsx**”. Use the data in the file to perform timeseries forecasting analyses.

·
**Step 3**: Based on your analytics performed and use of the models in Step 2, answer the questions and provide a short (
_not exceeding 500 words_) recommendation/explanation

**_Submittals_**

1. Submit your answers to this assignment using this Microsoft Word document and post to the assignment drop box before the required deadline. Be sure to complete the above first page cover sheet. Enter your answers in the pages below to include all of your answers and results of your interpretations of calculations for the assignment questions. Your answers must be entered directly into this Word document below each question. Use as much space as needed.

2. Submit your Excel spreadsheet(s) with calculations/ visualizations to the assignment drop box before the required deadline. Your Excel model calculations will be used to substantiate your answers to the assignment questions herein.

**_Grading_**

This is an individual assignment. A total of 100 percentage points is possible for this assignment. This includes the point values which are assigned to each question – point values are noted next to each question below. Use APA 7 writing style as a guide for answers that require a written explanation. Up to 10 points will be deducted from the combination of written explanation answers that are poorly written. The percentage points earned on this assignment will be 20% weight obtain the final assignment grade.

Please answer following Question with reference to the project file: “
**Project_description.docx**”

**_Question 1_** (6 points): Define a problem statement which reflects the challenge faced in this prediction problem (
_Do not exceed 500 words_)

**Answer**:

**_Question 2_** (6 points): Develop a 3-period moving average forecasting model. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words_)

**Answer**:

**_Question 3_** (6 points): Compute for the model developed in Question 2, compute the error parameters MAD, MSE, MAPE, and TS. Explain these error computations (
_Explanation NOT to exceed 500 words_)

**Answer**:

**_Question 4_** (6 points): Develop a simple exponential smoothing forecasting model, assume, =0.2. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 5_** (6 points): For the model developed in Question 4, compute the error parameters MAD, MSE, MAPE, and TS.

**Answer**:

**_Question 6_** (6 points): For the model developed in Question 4, using Excel Solver optimize the value of with and objective to minimize MSE. Report your results provide a discussion how optimization improved the forecasting error (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 7_** (6 points): Develop a Holt’s model for forecasting, assume, =0.3, and =0.1. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 8_** (6 points): For the model developed in Question 7, compute the error parameters MAD, MSE, MAPE, and TS.

**Answer**:

**_Question 9_** (6 points): For the model developed in Question 7, using Excel Solver optimize the values of and with an objective to minimize MAD. Report your results provide a Discussion how optimization improved the forecasting error (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 10_** (6 points): Develop a Winter’s model for forecasting, assume, =0.2, =0.3, and =0.1. Report the forecasts for year 6 from months January through December inclusive. Discuss briefly these forecasts (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 11_** (6 points): For the model developed in Question 10, compute the error parameters MAD, MSE, MAPE, and TS.

**Answer**:

**_Question 12_** (6 points): For the model developed in Question 10, using Excel Solver optimize the values of , , and with an objective to minimize MAPE. Report your results provide a Discussion how optimization improved the forecasting error (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 13_** (6 points): Discuss the model developed in Question 10 is how different from model developed in Question 7, (
_Discussion NOT to exceed 500 words)_

**Answer**:

**_Question 14_** (22 points): Which model you will select and Why and how does the optimization improve the forecasting performance of the methods? (
_1 to 2-page discussion recommend_)

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November 5, 2026