Tag: Financial Accounting, Valuation & Market Analysis

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    [>Accounting homework help](https://www.sweetstudy.com/fields/business-finance-accounting) ## Writing Task: Solution **files (2)** – ## Week3WritingTaskSolution.docx – ## Week2ProblemSection1correctins.pdf **## Week3WritingTaskSolution.docx** This week, you will write the section of your paper that …

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    ## Writing Task: Solution

    **files (2)**

    – ## Week3WritingTaskSolution.docx

    – ## Week2ProblemSection1correctins.pdf

    **## Week3WritingTaskSolution.docx**

    This week, you will write the section of your paper that presents a solution to your problem. This section of your paper should include the following:

    **1. Transition from Problem to Solution (100–150 words) No heading for this section on your paper.**

    · Briefly restate the focused problem

    · Clarify which contributing factor your solution addresses

    · Establish
    why this solution is necessary

    **2. Proposed Solution (400–500 words)**

    This section must:

    · Clearly define the intervention, reform, or practice change

    · Explain how it would operate in practice

    · Integrate at least 3 scholarly sources

    · Demonstrate how the solution directly addresses the identified cause

    Avoid vague language such as:

    · “Raise awareness”

    · “Improve education”

    · “Increase funding” (without specifying how these items would be accomplished)

    Include specificity:

    · Who implements it?

    · Where does it occur?

    · Over what time frame?

    **3. Feasibility Analysis (150–200 words)**

    Students must evaluate:

    · Practical implementation barriers

    · Required resources

    · Institutional or professional constraints

    · Why the solution remains viable despite challenges

    **4. Counterargument (150–200 words)**

    Students must:

    · Present a credible critique grounded in research (a source documenting the opposing or alternate view must be cited)

    · Explain why reasonable professionals might oppose the solution

    · Respond with evidence-based rebuttal (source must be cited)

    The counterargument must reflect actual scholarly concern, not hypothetical resistance.

    **5. Unintended Consequence (100–150 words)**

    Students must:

    · Identify one realistic, unintended consequence

    · Assess its seriousness

    · Clarify whether mitigation is possible or how awareness of this potential issue might be addressed

    **6.Reference Page**

    · A minimum of 4 academic sources must be cited in your paper and listed on the reference page

    · Use correct APA format for each reference, including a permalink for sources

    **REQUIREMENTS**

    ·
    **Writing must be an original submission written by the student**

    ·
    **Third-person academic writing**

    ·
    **Cite your source with direct quotes and correct in-text citations**

    ·
    **Include an APA-formatted reference page with permalinks**

    ·
    **You may use this blank APA template**

    **## Week2ProblemSection1correctins.pdf**

    1

    Problem Section

    EHR Workflow Inefficiency and Clinical Burnout: A Problem Analysis

    Leidylin Guerrero

    Keiser University

    ENC4313-Research Writing

    Diane McMurry, Ph.D.

    20 June 2026

    2

    EHR Workflow Inefficiency and Clinical Burnout: A Problem Analysis

    The electronic health record (EHR) was intended to facilitate care coordination and

    access to information, but it has inadvertently created a paradox that it is one of the leading

    causes of clinician burnout. Hospital and outpatient nurses, doctors, and advanced practice

    providers report that a lot of their time is spent on paperwork instead of patient care. The study

    by Wu et al. (2024) reveals that the number of healthcare professionals experiencing burnout due

    to EHR use is 40.4% in the pooled prevalence of burnout across 37 studies, with a total of more

    than 66,000 participants. Based on these statistical data, there is evidence regarding the

    magnitude of the problem. In the field of nursing informatics, this issue is a pressing one. The

    discipline has a unique ability to study and optimize the relationship between clinicians, data,

    and technology. However, with the growing pressure of workforce shortages, it's no longer

    viable to ignore EHR-related burnout. The focus of the paper is to establish the main causes and

    offer an effective strategy towards addressing the most implementable aspect of the issue.

    Contributing Factors Analysis

    The EHR’s inefficiency in workflow is caused by clinical burnout, and this takes place in

    three ways. These include overload in the documentation, usability of the EHR, and the patient-

    provider relationship.

    Research-Supported Contributing Factors

    The key contributory factor is the burden linked to the documentation. Alobayli et al.

    (2023) study reveals that time on EHR activities and usability problems play a huge role in the

    reported stress and burnout experienced by the clinician. Doctors are spending several hours

    completing their paperwork after work. Consequently, it deprives them of their time and leaves

    them with an extended workday. The argument above is supported by Wu et al. (2024) whose

    Diane McMurry

    move the statistical support to the analysis. The intro should present the issue more generally

    Diane McMurry

    is this true?

    Diane McMurry

    who does the paperwork? Who uses EHR? Why? Is it required? If so, by whom?
    This should be explained in the intro

    Diane McMurry

    3

    findings reveal that healthcare providers involved in the performance of EHR tasks outside their

    allotted hours on the documentation were 2.43 times more likely to report that they experienced

    burnout than those who did not.

    Such burdens are increased as a result of the poor usability of EHRs. Billing and

    regulatory compliance systems have been designed instead of the clinical workflow. As a result,

    there is a development of interfaces that provide redundant data entry and time-consuming

    workarounds. Poor presentation of the clinical information and complex user interfaces result in

    cognitive overload, hence burnout (Asgari et al., 2024). If clinicians are unable to work

    successfully within systems, they have more to think about during each encounter, which takes

    away resources from complex clinical thinking and patient engagement.

    The third aspect is the disruption to the EHR documentation that affects the existing

    relationship between the provider and patient. The real-time charting during visitation leads to

    the division of the attention of the clinician between the client and the screen, thus causing

    degradation of the communication quality. For clinicians with a professional identity based on

    the therapeutic relationship, such erosion results in moral distress. This condition is associated

    with emotional fatigue or exhaustion and burnout.

    How These Factors Interact and Contribute to the Problem:

    These three contribute to a compounding cycle. The burden caused by the documentation

    leads to the extension of the working hours, resulting in poor usability that results in challenging

    and longer documentation tasks, and the demands for the chart during clinical encounters and

    visitation fractures. Alobayli et al. (2023) study shows high stress in the hospital setting that

    worsens EHR workload, leading to burnout. Wu et al. (2024) found that the higher the clinicians'

    exposure to EHR-related tasks, particularly outside work hours, the greater the risk of burnout.

    Diane McMurry

    this is good support; however, if there are those who are not spending additional hours, has there been a study there? What do they do differently?

    Diane McMurry

    awkward wording

    Diane McMurry

    source?

    Diane McMurry

    is the stress specific to using EHR? What about other causes of stress in the hospital

    4

    These all coalesce in a vicious circle, with inefficient systems requiring longer to complete,

    creating less time for quality patient care, more patient frustration, and increased patient

    turnover.

    Focused Problem Claim

    The Primary and the Most Suitable Leading/Contributing Factor.

    The issue of excessive documentation as a burden is the most fundamental and actionable

    amongst the three factors that were focused on. It is quantifiable, directly linked to time lost, and

    is more responsive to measures or solutions. Research work by Wu et al. (2024) reveals the

    documentation reduction approaches that include the use of scribes and AI-assisted dictation.

    The mitigation of the documentation burden can occur at the level of the documentation, without

    the need to overhaul entire EHR platforms. This is important in providing relief to clinicians in

    both outpatient and hospital settings.

    Scope Limitations

    This paper does not examine other factors that contribute to burnout, such as staffing

    shortages, reimbursement structures, or organizational factors such as culture. It does not assess

    individual EHR vendors or technologies other than in relation to documentation burden. The

    analysis is restricted to ambulatory care, specifically hospital and outpatient care, in the nursing

    and physician workforce in the United States.

    Setting up the Forthcoming Solution.

    This analysis has set excessive documentation burden as the core and actionable issue for

    solution development, giving it a solution-driven focus and grounding. It is specific enough to be

    dealt with in the context of targeted intervention and large enough and consequential enough to

    warrant meaningful organizational investment. A solution section follows, drawing upon this

    Diane McMurry

    incomplete sentence–but this appears to be working towards a solution. Stay focused on proving the problem.

    5

    solid base and examining evidence-based approaches that can alleviate the burden of EHR

    documentation, free up clinician time for meaningful patient care, and provide a viable solution

    to one of the most pressing workforce issues in today's health care environment.

    6

    References

    Alobayli, F. Y., O’Connor, S., Holloway, A., & Cresswell, K. (2023). Electronic Health Record

    Stress and Burnout Among Clinicians in Hospital Settings: A Systematic Review.

    DIGITAL HEALTH, 9(9). https://doi.org/10.1177/20552076231220241

    Asgari, E., Kaur, J., Nuredini, G., Balloch, J., Taylor, A. M., Sebire, N., Robinson, R., Peters, C.,

    Sridharan, S., & Pimenta, D. (2024). Impact of Electronic Health Record Use on

    Cognitive Load and Burnout Among Clinicians: Narrative Review. JMIR Medical

    Informatics, 12(1), e55499. https://doi.org/10.2196/55499

    Wu, Y., Wu, M., Wang, C., Lin, J., Liu, J., & Liu, S. (2024). Evaluating the Prevalence of

    Burnout Among Health Care Professionals Related to Electronic Health Record Use:

    Systematic Review and Meta-Analysis. JMIR Medical Informatics, 12(1), e54811.

    https://doi.org/10.2196/54811

    Diane McMurry

    use correct apa format

    – References

    **## Week2ProblemSection1correctins.pdf**

    1

    Problem Section

    EHR Workflow Inefficiency and Clinical Burnout: A Problem Analysis

    Leidylin Guerrero

    Keiser University

    ENC4313-Research Writing

    Diane McMurry, Ph.D.

    20 June 2026

    2

    EHR Workflow Inefficiency and Clinical Burnout: A Problem Analysis

    The electronic health record (EHR) was intended to facilitate care coordination and

    access to information, but it has inadvertently created a paradox that it is one of the leading

    causes of clinician burnout. Hospital and outpatient nurses, doctors, and advanced practice

    providers report that a lot of their time is spent on paperwork instead of patient care. The study

    by Wu et al. (2024) reveals that the number of healthcare professionals experiencing burnout due

    to EHR use is 40.4% in the pooled prevalence of burnout across 37 studies, with a total of more

    than 66,000 participants. Based on these statistical data, there is evidence regarding the

    magnitude of the problem. In the field of nursing informatics, this issue is a pressing one. The

    discipline has a unique ability to study and optimize the relationship between clinicians, data,

    and technology. However, with the growing pressure of workforce shortages, it's no longer

    viable to ignore EHR-related burnout. The focus of the paper is to establish the main causes and

    offer an effective strategy towards addressing the most implementable aspect of the issue.

    Contributing Factors Analysis

    The EHR’s inefficiency in workflow is caused by clinical burnout, and this takes place in

    three ways. These include overload in the documentation, usability of the EHR, and the patient-

    provider relationship.

    Research-Supported Contributing Factors

    The key contributory factor is the burden linked to the documentation. Alobayli et al.

    (2023) study reveals that time on EHR activities and usability problems play a huge role in the

    reported stress and burnout experienced by the clinician. Doctors are spending several hours

    completing their paperwork after work. Consequently, it deprives them of their time and leaves

    them with an extended workday. The argument above is supported by Wu et al. (2024) whose

    Diane McMurry

    move the statistical support to the analysis. The intro should present the issue more generally

    Diane McMurry

    is this true?

    Diane McMurry

    who does the paperwork? Who uses EHR? Why? Is it required? If so, by whom?
    This should be explained in the intro

    Diane McMurry

    3

    findings reveal that healthcare providers involved in the performance of EHR tasks outside their

    allotted hours on the documentation were 2.43 times more likely to report that they experienced

    burnout than those who did not.

    Such burdens are increased as a result of the poor usability of EHRs. Billing and

    regulatory compliance systems have been designed instead of the clinical workflow. As a result,

    there is a development of interfaces that provide redundant data entry and time-consuming

    workarounds. Poor presentation of the clinical information and complex user interfaces result in

    cognitive overload, hence burnout (Asgari et al., 2024). If clinicians are unable to work

    successfully within systems, they have more to think about during each encounter, which takes

    away resources from complex clinical thinking and patient engagement.

    The third aspect is the disruption to the EHR documentation that affects the existing

    relationship between the provider and patient. The real-time charting during visitation leads to

    the division of the attention of the clinician between the client and the screen, thus causing

    degradation of the communication quality. For clinicians with a professional identity based on

    the therapeutic relationship, such erosion results in moral distress. This condition is associated

    with emotional fatigue or exhaustion and burnout.

    How These Factors Interact and Contribute to the Problem:

    These three contribute to a compounding cycle. The burden caused by the documentation

    leads to the extension of the working hours, resulting in poor usability that results in challenging

    and longer documentation tasks, and the demands for the chart during clinical encounters and

    visitation fractures. Alobayli et al. (2023) study shows high stress in the hospital setting that

    worsens EHR workload, leading to burnout. Wu et al. (2024) found that the higher the clinicians'

    exposure to EHR-related tasks, particularly outside work hours, the greater the risk of burnout.

    Diane McMurry

    this is good support; however, if there are those who are not spending additional hours, has there been a study there? What do they do differently?

    Diane McMurry

    awkward wording

    Diane McMurry

    source?

    Diane McMurry

    is the stress specific to using EHR? What about other causes of stress in the hospital

    4

    These all coalesce in a vicious circle, with inefficient systems requiring longer to complete,

    creating less time for quality patient care, more patient frustration, and increased patient

    turnover.

    Focused Problem Claim

    The Primary and the Most Suitable Leading/Contributing Factor.

    The issue of excessive documentation as a burden is the most fundamental and actionable

    amongst the three factors that were focused on. It is quantifiable, directly linked to time lost, and

    is more responsive to measures or solutions. Research work by Wu et al. (2024) reveals the

    documentation reduction approaches that include the use of scribes and AI-assisted dictation.

    The mitigation of the documentation burden can occur at the level of the documentation, without

    the need to overhaul entire EHR platforms. This is important in providing relief to clinicians in

    both outpatient and hospital settings.

    Scope Limitations

    This paper does not examine other factors that contribute to burnout, such as staffing

    shortages, reimbursement structures, or organizational factors such as culture. It does not assess

    individual EHR vendors or technologies other than in relation to documentation burden. The

    analysis is restricted to ambulatory care, specifically hospital and outpatient care, in the nursing

    and physician workforce in the United States.

    Setting up the Forthcoming Solution.

    This analysis has set excessive documentation burden as the core and actionable issue for

    solution development, giving it a solution-driven focus and grounding. It is specific enough to be

    dealt with in the context of targeted intervention and large enough and consequential enough to

    warrant meaningful organizational investment. A solution section follows, drawing upon this

    Diane McMurry

    incomplete sentence–but this appears to be working towards a solution. Stay focused on proving the problem.

    5

    solid base and examining evidence-based approaches that can alleviate the burden of EHR

    documentation, free up clinician time for meaningful patient care, and provide a viable solution

    to one of the most pressing workforce issues in today's health care environment.

    6

    References

    Alobayli, F. Y., O’Connor, S., Holloway, A., & Cresswell, K. (2023). Electronic Health Record

    Stress and Burnout Among Clinicians in Hospital Settings: A Systematic Review.

    DIGITAL HEALTH, 9(9). https://doi.org/10.1177/20552076231220241

    Asgari, E., Kaur, J., Nuredini, G., Balloch, J., Taylor, A. M., Sebire, N., Robinson, R., Peters, C.,

    Sridharan, S., & Pimenta, D. (2024). Impact of Electronic Health Record Use on

    Cognitive Load and Burnout Among Clinicians: Narrative Review. JMIR Medical

    Informatics, 12(1), e55499. https://doi.org/10.2196/55499

    Wu, Y., Wu, M., Wang, C., Lin, J., Liu, J., & Liu, S. (2024). Evaluating the Prevalence of

    Burnout Among Health Care Professionals Related to Electronic Health Record Use:

    Systematic Review and Meta-Analysis. JMIR Medical Informatics, 12(1), e54811.

    https://doi.org/10.2196/54811

    Diane McMurry

    use correct apa format

    – References

    **## Week3WritingTaskSolution.docx**

    This week, you will write the section of your paper that presents a solution to your problem. This section of your paper should include the following:

    **1. Transition from Problem to Solution (100–150 words) No heading for this section on your paper.**

    · Briefly restate the focused problem

    · Clarify which contributing factor your solution addresses

    · Establish
    why this solution is necessary

    **2. Proposed Solution (400–500 words)**

    This section must:

    · Clearly define the intervention, reform, or practice change

    · Explain how it would operate in practice

    · Integrate at least 3 scholarly sources

    · Demonstrate how the solution directly addresses the identified cause

    Avoid vague language such as:

    · “Raise awareness”

    · “Improve education”

    · “Increase funding” (without specifying how these items would be accomplished)

    Include specificity:

    · Who implements it?

    · Where does it occur?

    · Over what time frame?

    **3. Feasibility Analysis (150–200 words)**

    Students must evaluate:

    · Practical implementation barriers

    · Required resources

    · Institutional or professional constraints

    · Why the solution remains viable despite challenges

    **4. Counterargument (150–200 words)**

    Students must:

    · Present a credible critique grounded in research (a source documenting the opposing or alternate view must be cited)

    · Explain why reasonable professionals might oppose the solution

    · Respond with evidence-based rebuttal (source must be cited)

    The counterargument must reflect actual scholarly concern, not hypothetical resistance.

    **5. Unintended Consequence (100–150 words)**

    Students must:

    · Identify one realistic, unintended consequence

    · Assess its seriousness

    · Clarify whether mitigation is possible or how awareness of this potential issue might be addressed

    **6.Reference Page**

    · A minimum of 4 academic sources must be cited in your paper and listed on the reference page

    · Use correct APA format for each reference, including a permalink for sources

    **REQUIREMENTS**

    ·
    **Writing must be an original submission written by the student**

    ·
    **Third-person academic writing**

    ·
    **Cite your source with direct quotes and correct in-text citations**

    ·
    **Include an APA-formatted reference page with permalinks**

    ·
    **You may use this blank APA template**

    **## Week2ProblemSection1correctins.pdf**

    1

    Problem Section

    EHR Workflow Inefficiency and Clinical Burnout: A Problem Analysis

    Leidylin Guerrero

    Keiser University

    ENC4313-Research Writing

    Diane McMurry, Ph.D.

    20 June 2026

    2

    EHR Workflow Inefficiency and Clinical Burnout: A Problem Analysis

    The electronic health record (EHR) was intended to facilitate care coordination and

    access to information, but it has inadvertently created a paradox that it is one of the leading

    causes of clinician burnout. Hospital and outpatient nurses, doctors, and advanced practice

    providers report that a lot of their time is spent on paperwork instead of patient care. The study

    by Wu et al. (2024) reveals that the number of healthcare professionals experiencing burnout due

    to EHR use is 40.4% in the pooled prevalence of burnout across 37 studies, with a total of more

    than 66,000 participants. Based on these statistical data, there is evidence regarding the

    magnitude of the problem. In the field of nursing informatics, this issue is a pressing one. The

    discipline has a unique ability to study and optimize the relationship between clinicians, data,

    and technology. However, with the growing pressure of workforce shortages, it's no longer

    viable to ignore EHR-related burnout. The focus of the paper is to establish the main causes and

    offer an effective strategy towards addressing the most implementable aspect of the issue.

    Contributing Factors Analysis

    The EHR’s inefficiency in workflow is caused by clinical burnout, and this takes place in

    three ways. These include overload in the documentation, usability of the EHR, and the patient-

    provider relationship.

    Research-Supported Contributing Factors

    The key contributory factor is the burden linked to the documentation. Alobayli et al.

    (2023) study reveals that time on EHR activities and usability problems play a huge role in the

    reported stress and burnout experienced by the clinician. Doctors are spending several hours

    completing their paperwork after work. Consequently, it deprives them of their time and leaves

    them with an extended workday. The argument above is supported by Wu et al. (2024) whose

    Diane McMurry

    move the statistical support to the analysis. The intro should present the issue more generally

    Diane McMurry

    is this true?

    Diane McMurry

    who does the paperwork? Who uses EHR? Why? Is it required? If so, by whom?
    This should be explained in the intro

    Diane McMurry

    3

    findings reveal that healthcare providers involved in the performance of EHR tasks outside their

    allotted hours on the documentation were 2.43 times more likely to report that they experienced

    burnout than those who did not.

    Such burdens are increased as a result of the poor usability of EHRs. Billing and

    regulatory compliance systems have been designed instead of the clinical workflow. As a result,

    there is a development of interfaces that provide redundant data entry and time-consuming

    workarounds. Poor presentation of the clinical information and complex user interfaces result in

    cognitive overload, hence burnout (Asgari et al., 2024). If clinicians are unable to work

    successfully within systems, they have more to think about during each encounter, which takes

    away resources from complex clinical thinking and patient engagement.

    The third aspect is the disruption to the EHR documentation that affects the existing

    relationship between the provider and patient. The real-time charting during visitation leads to

    the division of the attention of the clinician between the client and the screen, thus causing

    degradation of the communication quality. For clinicians with a professional identity based on

    the therapeutic relationship, such erosion results in moral distress. This condition is associated

    with emotional fatigue or exhaustion and burnout.

    How These Factors Interact and Contribute to the Problem:

    These three contribute to a compounding cycle. The burden caused by the documentation

    leads to the extension of the working hours, resulting in poor usability that results in challenging

    and longer documentation tasks, and the demands for the chart during clinical encounters and

    visitation fractures. Alobayli et al. (2023) study shows high stress in the hospital setting that

    worsens EHR workload, leading to burnout. Wu et al. (2024) found that the higher the clinicians'

    exposure to EHR-related tasks, particularly outside work hours, the greater the risk of burnout.

    Diane McMurry

    this is good support; however, if there are those who are not spending additional hours, has there been a study there? What do they do differently?

    Diane McMurry

    awkward wording

    Diane McMurry

    source?

    Diane McMurry

    is the stress specific to using EHR? What about other causes of stress in the hospital

    4

    These all coalesce in a vicious circle, with inefficient systems requiring longer to complete,

    creating less time for quality patient care, more patient frustration, and increased patient

    turnover.

    Focused Problem Claim

    The Primary and the Most Suitable Leading/Contributing Factor.

    The issue of excessive documentation as a burden is the most fundamental and actionable

    amongst the three factors that were focused on. It is quantifiable, directly linked to time lost, and

    is more responsive to measures or solutions. Research work by Wu et al. (2024) reveals the

    documentation reduction approaches that include the use of scribes and AI-assisted dictation.

    The mitigation of the documentation burden can occur at the level of the documentation, without

    the need to overhaul entire EHR platforms. This is important in providing relief to clinicians in

    both outpatient and hospital settings.

    Scope Limitations

    This paper does not examine other factors that contribute to burnout, such as staffing

    shortages, reimbursement structures, or organizational factors such as culture. It does not assess

    individual EHR vendors or technologies other than in relation to documentation burden. The

    analysis is restricted to ambulatory care, specifically hospital and outpatient care, in the nursing

    and physician workforce in the United States.

    Setting up the Forthcoming Solution.

    This analysis has set excessive documentation burden as the core and actionable issue for

    solution development, giving it a solution-driven focus and grounding. It is specific enough to be

    dealt with in the context of targeted intervention and large enough and consequential enough to

    warrant meaningful organizational investment. A solution section follows, drawing upon this

    Diane McMurry

    incomplete sentence–but this appears to be working towards a solution. Stay focused on proving the problem.

    5

    solid base and examining evidence-based approaches that can alleviate the burden of EHR

    documentation, free up clinician time for meaningful patient care, and provide a viable solution

    to one of the most pressing workforce issues in today's health care environment.

    6

    References

    Alobayli, F. Y., O’Connor, S., Holloway, A., & Cresswell, K. (2023). Electronic Health Record

    Stress and Burnout Among Clinicians in Hospital Settings: A Systematic Review.

    DIGITAL HEALTH, 9(9). https://doi.org/10.1177/20552076231220241

    Asgari, E., Kaur, J., Nuredini, G., Balloch, J., Taylor, A. M., Sebire, N., Robinson, R., Peters, C.,

    Sridharan, S., & Pimenta, D. (2024). Impact of Electronic Health Record Use on

    Cognitive Load and Burnout Among Clinicians: Narrative Review. JMIR Medical

    Informatics, 12(1), e55499. https://doi.org/10.2196/55499

    Wu, Y., Wu, M., Wang, C., Lin, J., Liu, J., & Liu, S. (2024). Evaluating the Prevalence of

    Burnout Among Health Care Professionals Related to Electronic Health Record Use:

    Systematic Review and Meta-Analysis. JMIR Medical Informatics, 12(1), e54811.

    https://doi.org/10.2196/54811

    Diane McMurry

    use correct apa format

    – References

    **## Week3WritingTaskSolution.docx**

    This week, you will write the section of your paper that presents a solution to your problem. This section of your paper should include the following:

    **1. Transition from Problem to Solution (100–150 words) No heading for this section on your paper.**

    · Briefly restate the focused problem

    · Clarify which contributing factor your solution addresses

    · Establish
    why this solution is necessary

    **2. Proposed Solution (400–500 words)**

    This section must:

    · Clearly define the intervention, reform, or practice change

    · Explain how it would operate in practice

    · Integrate at least 3 scholarly sources

    · Demonstrate how the solution directly addresses the identified cause

    Avoid vague language such as:

    · “Raise awareness”

    · “Improve education”

    · “Increase funding” (without specifying how these items would be accomplished)

    Include specificity:

    · Who implements it?

    · Where does it occur?

    · Over what time frame?

    **3. Feasibility Analysis (150–200 words)**

    Students must evaluate:

    · Practical implementation barriers

    · Required resources

    · Institutional or professional constraints

    · Why the solution remains viable despite challenges

    **4. Counterargument (150–200 words)**

    Students must:

    · Present a credible critique grounded in research (a source documenting the opposing or alternate view must be cited)

    · Explain why reasonable professionals might oppose the solution

    · Respond with evidence-based rebuttal (source must be cited)

    The counterargument must reflect actual scholarly concern, not hypothetical resistance.

    **5. Unintended Consequence (100–150 words)**

    Students must:

    · Identify one realistic, unintended consequence

    · Assess its seriousness

    · Clarify whether mitigation is possible or how awareness of this potential issue might be addressed

    **6.Reference Page**

    · A minimum of 4 academic sources must be cited in your paper and listed on the reference page

    · Use correct APA format for each reference, including a permalink for sources

    **REQUIREMENTS**

    ·
    **Writing must be an original submission written by the student**

    ·
    **Third-person academic writing**

    ·
    **Cite your source with direct quotes and correct in-text citations**

    ·
    **Include an APA-formatted reference page with permalinks**

    ·
    **You may use this blank APA template**

    **## Week2ProblemSection1correctins.pdf**

    1

    Problem Section

    EHR Workflow Inefficiency and Clinical Burnout: A Problem Analysis

    Leidylin Guerrero

    Keiser University

    ENC4313-Research Writing

    Diane McMurry, Ph.D.

    20 June 2026

    2

    EHR Workflow Inefficiency and Clinical Burnout: A Problem Analysis

    The electronic health record (EHR) was intended to facilitate care coordination and

    access to information, but it has inadvertently created a paradox that it is one of the leading

    causes of clinician burnout. Hospital and outpatient nurses, doctors, and advanced practice

    providers report that a lot of their time is spent on paperwork instead of patient care. The study

    by Wu et al. (2024) reveals that the number of healthcare professionals experiencing burnout due

    to EHR use is 40.4% in the pooled prevalence of burnout across 37 studies, with a total of more

    than 66,000 participants. Based on these statistical data, there is evidence regarding the

    magnitude of the problem. In the field of nursing informatics, this issue is a pressing one. The

    discipline has a unique ability to study and optimize the relationship between clinicians, data,

    and technology. However, with the growing pressure of workforce shortages, it's no longer

    viable to ignore EHR-related burnout. The focus of the paper is to establish the main causes and

    offer an effective strategy towards addressing the most implementable aspect of the issue.

    Contributing Factors Analysis

    The EHR’s inefficiency in workflow is caused by clinical burnout, and this takes place in

    three ways. These include overload in the documentation, usability of the EHR, and the patient-

    provider relationship.

    Research-Supported Contributing Factors

    The key contributory factor is the burden linked to the documentation. Alobayli et al.

    (2023) study reveals that time on EHR activities and usability problems play a huge role in the

    reported stress and burnout experienced by the clinician. Doctors are spending several hours

    completing their paperwork after work. Consequently, it deprives them of their time and leaves

    them with an extended workday. The argument above is supported by Wu et al. (2024) whose

    Diane McMurry

    move the statistical support to the analysis. The intro should present the issue more generally

    Diane McMurry

    is this true?

    Diane McMurry

    who does the paperwork? Who uses EHR? Why? Is it required? If so, by whom?
    This should be explained in the intro

    Diane McMurry

    3

    findings reveal that healthcare providers involved in the performance of EHR tasks outside their

    allotted hours on the documentation were 2.43 times more likely to report that they experienced

    burnout than those who did not.

    Such burdens are increased as a result of the poor usability of EHRs. Billing and

    regulatory compliance systems have been designed instead of the clinical workflow. As a result,

    there is a development of interfaces that provide redundant data entry and time-consuming

    workarounds. Poor presentation of the clinical information and complex user interfaces result in

    cognitive overload, hence burnout (Asgari et al., 2024). If clinicians are unable to work

    successfully within systems, they have more to think about during each encounter, which takes

    away resources from complex clinical thinking and patient engagement.

    The third aspect is the disruption to the EHR documentation that affects the existing

    relationship between the provider and patient. The real-time charting during visitation leads to

    the division of the attention of the clinician between the client and the screen, thus causing

    degradation of the communication quality. For clinicians with a professional identity based on

    the therapeutic relationship, such erosion results in moral distress. This condition is associated

    with emotional fatigue or exhaustion and burnout.

    How These Factors Interact and Contribute to the Problem:

    These three contribute to a compounding cycle. The burden caused by the documentation

    leads to the extension of the working hours, resulting in poor usability that results in challenging

    and longer documentation tasks, and the demands for the chart during clinical encounters and

    visitation fractures. Alobayli et al. (2023) study shows high stress in the hospital setting that

    worsens EHR workload, leading to burnout. Wu et al. (2024) found that the higher the clinicians'

    exposure to EHR-related tasks, particularly outside work hours, the greater the risk of burnout.

    Diane McMurry

    this is good support; however, if there are those who are not spending additional hours, has there been a study there? What do they do differently?

    Diane McMurry

    awkward wording

    Diane McMurry

    source?

    Diane McMurry

    is the stress specific to using EHR? What about other causes of stress in the hospital

    4

    These all coalesce in a vicious circle, with inefficient systems requiring longer to complete,

    creating less time for quality patient care, more patient frustration, and increased patient

    turnover.

    Focused Problem Claim

    The Primary and the Most Suitable Leading/Contributing Factor.

    The issue of excessive documentation as a burden is the most fundamental and actionable

    amongst the three factors that were focused on. It is quantifiable, directly linked to time lost, and

    is more responsive to measures or solutions. Research work by Wu et al. (2024) reveals the

    documentation reduction approaches that include the use of scribes and AI-assisted dictation.

    The mitigation of the documentation burden can occur at the level of the documentation, without

    the need to overhaul entire EHR platforms. This is important in providing relief to clinicians in

    both outpatient and hospital settings.

    Scope Limitations

    This paper does not examine other factors that contribute to burnout, such as staffing

    shortages, reimbursement structures, or organizational factors such as culture. It does not assess

    individual EHR vendors or technologies other than in relation to documentation burden. The

    analysis is restricted to ambulatory care, specifically hospital and outpatient care, in the nursing

    and physician workforce in the United States.

    Setting up the Forthcoming Solution.

    This analysis has set excessive documentation burden as the core and actionable issue for

    solution development, giving it a solution-driven focus and grounding. It is specific enough to be

    dealt with in the context of targeted intervention and large enough and consequential enough to

    warrant meaningful organizational investment. A solution section follows, drawing upon this

    Diane McMurry

    incomplete sentence–but this appears to be working towards a solution. Stay focused on proving the problem.

    5

    solid base and examining evidence-based approaches that can alleviate the burden of EHR

    documentation, free up clinician time for meaningful patient care, and provide a viable solution

    to one of the most pressing workforce issues in today's health care environment.

    6

    References

    Alobayli, F. Y., O’Connor, S., Holloway, A., & Cresswell, K. (2023). Electronic Health Record

    Stress and Burnout Among Clinicians in Hospital Settings: A Systematic Review.

    DIGITAL HEALTH, 9(9). https://doi.org/10.1177/20552076231220241

    Asgari, E., Kaur, J., Nuredini, G., Balloch, J., Taylor, A. M., Sebire, N., Robinson, R., Peters, C.,

    Sridharan, S., & Pimenta, D. (2024). Impact of Electronic Health Record Use on

    Cognitive Load and Burnout Among Clinicians: Narrative Review. JMIR Medical

    Informatics, 12(1), e55499. https://doi.org/10.2196/55499

    Wu, Y., Wu, M., Wang, C., Lin, J., Liu, J., & Liu, S. (2024). Evaluating the Prevalence of

    Burnout Among Health Care Professionals Related to Electronic Health Record Use:

    Systematic Review and Meta-Analysis. JMIR Medical Informatics, 12(1), e54811.

    https://doi.org/10.2196/54811

    Diane McMurry

    use correct apa format

    – References

  • [Solved] Week One Discussion 2 Replies

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    [>Management homework help](https://www.sweetstudy.com/fields/business-finance-management) **files (1)** – ## WeekOneDiscussion2RepliesHM.docx **## WeekOneDiscussion2RepliesHM.docx** Reply to the **TWO students'** discussion posts with a minimum of 75 words each **Eric Lin** Hi Class! Channel confli…

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    **## WeekOneDiscussion2RepliesHM.docx**

    Reply to the
    **TWO students'** discussion posts with a minimum of 75 words each

    **Eric Lin**

    Hi Class!

    Channel conflict occurs when different members of a distribution channel have competing goals, expectations, or responsibilities that create tension in getting products to the final customer. In the Wall Street Journal article, channel conflict is shown through the friction between large buyers, such as Walmart and Sysco, and food suppliers. Retailers and restaurants need complete and timely orders to keep shelves stocked and serve customers. However, suppliers are facing labor shortages, supply constraints, and higher freight costs, which make it difficult to meet those expectations. When buyers issue fines for late or incomplete orders, they may protect their own service levels, but they also increase financial pressure on suppliers. This creates conflict because each side is focused on its own operational problem rather than solving the supply chain issue as a shared network.

    One recommendation is to improve information sharing between buyers and suppliers. Shared demand forecasts, inventory levels, and production capacity updates would allow both sides to plan more accurately and respond earlier to shortages. A second recommendation is to create more flexible supplier agreements during periods of disruption. Instead of relying mainly on penalties, buyers and suppliers could use temporary service-level adjustments, shared transportation planning, or incentive-based agreements that reward improvement and collaboration.

    Long-term, the food industry may need to invest in stronger supply chain visibility, supplier diversification, and automation. The AGL Energy case study shows how valuable data can be in managing volatile supply and demand. For example, smart meter data increased from about 4 readings per year to approximately 17,000 readings per year, creating better opportunities for forecasting and decision-making. The food industry can apply a similar concept by using real-time data on inventory, production, transportation, and customer demand. Companies should also reduce the overdependence on single suppliers or regions because one disruption can quickly create shortages. Finally, automation in production, warehousing, and logistics could help reduce the impact of labor shortages.

    Overall, reducing channel conflict requires buyers and suppliers to move from a blame-based relationship to a partnership model built on shared data, flexibility, and joint problem-solving.

    **References**

    Coltman, T., Reynolds, P., Schlosser, F., & Thorogood, A. (2012).
    _Managing the network of supply and demand at AGL Energy_. Council of Supply Chain Management Professionals.

    Newman, J., Kang, J., & Gasparro, A. (2021, May 7).
    _Grocers, restaurants to suppliers: Hurry up, make more_.
    _The Wall Street Journal_

    **Keisen Esquer**

    One of the biggest lessons from the pandemic and subsequent supply chain disruptions is that efficiency and resilience are not always the same thing. For decades, the food industry focused on lean inventories, just-in-time deliveries, and cost reduction. These strategies worked well during stable conditions, but the Wall Street Journal article demonstrates how quickly tensions can emerge when disruptions affect labor availability, transportation capacity, and production output. The conflict described in the article was not simply a disagreement between buyers and suppliers; it was the result of a supply chain system that had little room for unexpected shocks. Channel conflict occurs when members of a distribution channel have competing objectives or when one member's actions negatively affect another member's ability to achieve its goals. In the article, major retailers and food service companies such as Walmart and Sysco imposed penalties on suppliers for incomplete or late deliveries. At the same time, suppliers argued that labor shortages, transportation bottlenecks, and rising freight costs made it difficult to fulfill orders according to contractual expectations (Newman et al., 2021). This situation represents channel conflict because buyers were focused on maintaining product availability and customer satisfaction, while suppliers were struggling to manage operational constraints and increasing costs. As a result, both parties attempted to protect their own interests, creating friction throughout the supply chain.

    One recommendation for reducing channel conflict is the implementation of collaborative planning and forecasting systems. Rather than operating independently, buyers and suppliers should share demand forecasts, inventory data, and production schedules. According to Lambert (2023), successful supply chain management depends on integrating processes across organizations and building partnerships that create value for all participants. Increased visibility would allow suppliers to anticipate demand changes and help buyers better understand supply limitations before shortages occur.

    A second recommendation is to redesign supplier performance programs so that they balance accountability with flexibility during periods of disruption. Financial penalties may encourage compliance during normal operations, but they can damage long-term relationships when external factors affect performance. Establishing shared performance metrics and contingency plans could encourage collaboration rather than conflict. Chopra and Meindl (2019) note that supply chain partners perform more effectively when incentives are aligned across the entire network rather than optimized at the individual firm level.

    To prevent future shortages, the food industry will likely need to make several long-term changes. First, companies should diversify supplier and transportation networks to reduce dependence on a limited number of sources. Second, organizations should invest in automation and technology to reduce vulnerability to labor shortages. Third, businesses may need to shift away from purely lean inventory strategies and maintain strategic safety stock for critical products. While these changes may increase short-term operating costs, they can significantly improve supply chain resilience and reduce the likelihood of future disruptions.

    Ultimately, the article demonstrates that modern supply chains are highly interconnected. When one participant experiences challenges, the effects quickly spread throughout the network. Organizations that focus on collaboration, information sharing, and long-term partnerships will be better positioned to manage uncertainty while maintaining service levels and customer satisfaction.

    References

    Chopra, S., & Meindl, P. (2019). Supply chain management: Strategy, planning, and operation (7th ed.). Pearson.
    [https://www.pearson.com](https://www.pearson.com/)

    Lambert, D. M. (2023). Supply chain management: Processes, partnerships, performance (4th ed.). Supply Chain Management Institute, LLC.
    [https://online.vitalsource.com/books/9780578927169](https://online.vitalsource.com/books/9780578927169)

    Newman, J., Kang, J., & Gasparro, A. (2021, May 7). Grocers, restaurants to suppliers: Hurry up, make more. The Wall Street Journal.
    [https://www.wsj.com](https://www.wsj.com/)

    **## WeekOneDiscussion2RepliesHM.docx**

    Reply to the
    **TWO students'** discussion posts with a minimum of 75 words each

    **Eric Lin**

    Hi Class!

    Channel conflict occurs when different members of a distribution channel have competing goals, expectations, or responsibilities that create tension in getting products to the final customer. In the Wall Street Journal article, channel conflict is shown through the friction between large buyers, such as Walmart and Sysco, and food suppliers. Retailers and restaurants need complete and timely orders to keep shelves stocked and serve customers. However, suppliers are facing labor shortages, supply constraints, and higher freight costs, which make it difficult to meet those expectations. When buyers issue fines for late or incomplete orders, they may protect their own service levels, but they also increase financial pressure on suppliers. This creates conflict because each side is focused on its own operational problem rather than solving the supply chain issue as a shared network.

    One recommendation is to improve information sharing between buyers and suppliers. Shared demand forecasts, inventory levels, and production capacity updates would allow both sides to plan more accurately and respond earlier to shortages. A second recommendation is to create more flexible supplier agreements during periods of disruption. Instead of relying mainly on penalties, buyers and suppliers could use temporary service-level adjustments, shared transportation planning, or incentive-based agreements that reward improvement and collaboration.

    Long-term, the food industry may need to invest in stronger supply chain visibility, supplier diversification, and automation. The AGL Energy case study shows how valuable data can be in managing volatile supply and demand. For example, smart meter data increased from about 4 readings per year to approximately 17,000 readings per year, creating better opportunities for forecasting and decision-making. The food industry can apply a similar concept by using real-time data on inventory, production, transportation, and customer demand. Companies should also reduce the overdependence on single suppliers or regions because one disruption can quickly create shortages. Finally, automation in production, warehousing, and logistics could help reduce the impact of labor shortages.

    Overall, reducing channel conflict requires buyers and suppliers to move from a blame-based relationship to a partnership model built on shared data, flexibility, and joint problem-solving.

    **References**

    Coltman, T., Reynolds, P., Schlosser, F., & Thorogood, A. (2012).
    _Managing the network of supply and demand at AGL Energy_. Council of Supply Chain Management Professionals.

    Newman, J., Kang, J., & Gasparro, A. (2021, May 7).
    _Grocers, restaurants to suppliers: Hurry up, make more_.
    _The Wall Street Journal_

    **Keisen Esquer**

    One of the biggest lessons from the pandemic and subsequent supply chain disruptions is that efficiency and resilience are not always the same thing. For decades, the food industry focused on lean inventories, just-in-time deliveries, and cost reduction. These strategies worked well during stable conditions, but the Wall Street Journal article demonstrates how quickly tensions can emerge when disruptions affect labor availability, transportation capacity, and production output. The conflict described in the article was not simply a disagreement between buyers and suppliers; it was the result of a supply chain system that had little room for unexpected shocks. Channel conflict occurs when members of a distribution channel have competing objectives or when one member's actions negatively affect another member's ability to achieve its goals. In the article, major retailers and food service companies such as Walmart and Sysco imposed penalties on suppliers for incomplete or late deliveries. At the same time, suppliers argued that labor shortages, transportation bottlenecks, and rising freight costs made it difficult to fulfill orders according to contractual expectations (Newman et al., 2021). This situation represents channel conflict because buyers were focused on maintaining product availability and customer satisfaction, while suppliers were struggling to manage operational constraints and increasing costs. As a result, both parties attempted to protect their own interests, creating friction throughout the supply chain.

    One recommendation for reducing channel conflict is the implementation of collaborative planning and forecasting systems. Rather than operating independently, buyers and suppliers should share demand forecasts, inventory data, and production schedules. According to Lambert (2023), successful supply chain management depends on integrating processes across organizations and building partnerships that create value for all participants. Increased visibility would allow suppliers to anticipate demand changes and help buyers better understand supply limitations before shortages occur.

    A second recommendation is to redesign supplier performance programs so that they balance accountability with flexibility during periods of disruption. Financial penalties may encourage compliance during normal operations, but they can damage long-term relationships when external factors affect performance. Establishing shared performance metrics and contingency plans could encourage collaboration rather than conflict. Chopra and Meindl (2019) note that supply chain partners perform more effectively when incentives are aligned across the entire network rather than optimized at the individual firm level.

    To prevent future shortages, the food industry will likely need to make several long-term changes. First, companies should diversify supplier and transportation networks to reduce dependence on a limited number of sources. Second, organizations should invest in automation and technology to reduce vulnerability to labor shortages. Third, businesses may need to shift away from purely lean inventory strategies and maintain strategic safety stock for critical products. While these changes may increase short-term operating costs, they can significantly improve supply chain resilience and reduce the likelihood of future disruptions.

    Ultimately, the article demonstrates that modern supply chains are highly interconnected. When one participant experiences challenges, the effects quickly spread throughout the network. Organizations that focus on collaboration, information sharing, and long-term partnerships will be better positioned to manage uncertainty while maintaining service levels and customer satisfaction.

    References

    Chopra, S., & Meindl, P. (2019). Supply chain management: Strategy, planning, and operation (7th ed.). Pearson.
    [https://www.pearson.com](https://www.pearson.com/)

    Lambert, D. M. (2023). Supply chain management: Processes, partnerships, performance (4th ed.). Supply Chain Management Institute, LLC.
    [https://online.vitalsource.com/books/9780578927169](https://online.vitalsource.com/books/9780578927169)

    Newman, J., Kang, J., & Gasparro, A. (2021, May 7). Grocers, restaurants to suppliers: Hurry up, make more. The Wall Street Journal.
    [https://www.wsj.com](https://www.wsj.com/)

  • [Solved] Week One Discussion 1 Replies

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    [>Accounting homework help](https://www.sweetstudy.com/fields/business-finance-accounting) **files (1)** – ## WeekOneDiscussion1RepliesHM.docx **## WeekOneDiscussion1RepliesHM.docx** Reply to the **TWO students'** discussion posts with a minimum of 75 words each **Oladipo Efunkoya** Why Supply Chain…

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    Reply to the
    **TWO students'** discussion posts with a minimum of 75 words each

    **Oladipo Efunkoya**

    Why Supply Chain Management Processes Must Be Both Cross-Functional and Cross-Firm

    Supply chain management is most effective when it is managed through processes that cut across organizational functions and extend across multiple firms in the supply chain. Modern supply chains involve the coordinated flow of materials, information, and finances from suppliers to manufacturers, distributors, retailers, and customers. Therefore, managing supply chains requires integration both within a company and among supply chain partners.

    Functional Silos

    Functional silos occur when departments such as purchasing, manufacturing, marketing, sales, logistics, and finance operate independently and focus only on their own objectives. This often leads to the problems listed below:

    · Poor communication and information sharing.

    · Conflicting goals and performance measures.

    · Inefficient decision-making.

    · Inventory imbalances, stockouts, or excess inventory.

    · Reduced responsiveness to customer needs.

    For instance, the sales department may seek high product availability while finance focuses on minimizing inventory costs, creating conflicting priorities. Cross-functional processes align these departments around common supply chain objectives and encourage collaboration across functions. Research shows that successful supply chain management requires cross-functional integration because supply chain activities span multiple departments and cannot be optimized independently.

    Lambert, Garcia-Dastugue, and Croxton argue that organizations should “ventilate” rather than eliminate functional silos by implementing cross-functional business processes that allow departments to work together while still contributing their specialized expertise.

    Overcoming Corporate Silos

    Corporate silos occur when companies within the supply chain (suppliers, manufacturers, distributors, retailers, and customers) operate independently and fail to share information or coordinate decisions. Problems associated with corporate silos include:

    · Limited visibility across the supply chain.

    · Poor demand forecasting.

    · Increased lead times and costs.

    · Duplication of effort.

    · Reduced ability to respond to market changes.

    · Greater risk of disruptions and inefficiencies.

    Supply chain competition today occurs between supply chains rather than individual firms. Consequently, organizations must collaborate with suppliers and customers to coordinate planning, inventory management, production scheduling, and information sharing. Cross-firm integration improves customer service, reduces uncertainty, increases information flow, and enhances overall supply chain performance.

    Researchers have emphasized that successful SCM requires integration across the network of firms that comprise the supply chain. The ultimate success of an organization depends on its ability to overcome both functional and corporate silos through cross-functional and cross-firm processes.

    Conclusion

    Supply chain management processes must be both cross-functional and cross-firm because supply chain performance depends on coordination throughout the entire value chain. Cross-functional integration reduces internal conflicts and improves organizational efficiency, while cross-firm integration enhances collaboration, information sharing, and responsiveness across supply chain partners. By overcoming functional and corporate silos, organizations can improve customer satisfaction, lower costs, increase flexibility, and achieve a sustainable competitive advantage.

    References

    Croxton, K. L., Garcia-Dastugue, S. J., Lambert, D. M., & Rogers, D. S. (2001).
    _The Supply Chain Management Processes_. International Journal of Logistics Management, 12(2), 13–36.

    Eng, T.-Y. (2005).
    _The Influence of a Firm's Cross-Functional Orientation on Supply Chain Performance_. Journal of Supply Chain Management, 41(4), 4–16.

    Lambert, D. M., Garcia-Dastugue, S. J., & Croxton, K. L. (2008).
    _The Role of Logistics Managers in the Cross-Functional Implementation of Supply Chain Management_. Journal of Business Logistics, 29(1), 113–132.

    Mentzer, J. T., DeWitt, W., Keebler, J. S., et al. (2000).
    _Issues in Supply Chain Management_. Industrial Marketing Management, 29(1), 65–83.

    Lambert, D. M., & Enz, M. G. (2017).
    _Issues in Supply Chain Management: Progress and Potential_. Industrial Marketing Management, 62, 1–16.

    **Van Owen Legaspi**

    Good evening Class,

    I hope everyone is having an amazing week!

    This is one of those questions where the answer seems obvious until you have actually watched the alternative play out. Supply chain management has to be cross-functional and cross-firm because the moment any single department or company tries to optimize just its own piece, the rest of the chain pays for it somewhere else.

    On the functional silo side, the classic example is the bullwhip effect. Sales runs a promotion without telling production; procurement chases the cheapest supplier without checking the lead time impact on the production schedule; and each function looks fine on its own numbers while the chain as a whole gets worse. One study on a UK dairy product actually measured this and found the production order variance ran 7.68 times higher than the real demand variance (Disney, 2025). That distortion is not free. Industry estimates put the inventory cost of bullwhip swings at 25 to 40 percent higher carrying costs compared to a chain where the functions are actually talking to each other (Netstock, 2026).

    I saw a smaller version of this in Navy aviation maintenance. Supply, maintenance control, and operations were all chasing the same goal of keeping aircraft mission-ready, but they worked off different inputs. Supply ordered against historical consumption, maintenance generated demand off actual discrepancies on the aircraft, and operations changed the flight schedule without always looping the other two in early enough. Some months, we had parts shortages on aircraft that needed to fly, and other months, we had excess stock of things nobody needed. The same root cause as the bullwhip effect occurs at a squadron level instead of a corporate one.

    Cross-firm silos are the same problem, just between companies instead of departments. Perfect Planner (2024) cites an Institute for Supply Management study finding that 41 percent of supply chain professionals point to siloed operations as the main barrier to real supply chain integration, and that barrier does not stop at the edge of one company. If a manufacturer will not share demand data with its supplier, the supplier has to guess and build in extra safety stock and longer lead times to cover the uncertainty, which raises costs for everyone downstream, too.

    The companies that get this right treat suppliers like part of their own operation instead of an arm 's-length vendor. Zara can design, produce, and get new items into stores in about three weeks (Perfect Planner, 2024), and that is only possible because design, manufacturing, and distribution partners are sharing real-time information instead of each guarding their own piece.

    Bottom line, functional silos create the bullwhip effect inside a company, and corporate silos push that same distortion across company lines into the whole supplier network. Integration on both fronts is what actually turns a supply chain into a system instead of a chain of guesses.

    Best,

    Van

    **References**

    Disney, S. M. (2025). Bullwhip effect. In F. Petropoulos et al. (Eds.),
    _Operations & supply chain management: Principles and practice_ (pp. 87–90). arXiv.
    [https://arxiv.org/abs/2503.05749](https://arxiv.org/abs/2503.05749)

    Netstock. (2026, January 22).
    _The bullwhip effect: How to prevent supply chain disruptions and save costs_.
    [https://www.netstock.com/blog/how-to-minimize-the-bullwhip-effect-in-your-supply-chain/](https://www.netstock.com/blog/how-to-minimize-the-bullwhip-effect-in-your-supply-chain/)

    Perfect Planner. (2024, December 12).
    _Building trust and collaboration in cross-functional supply chain teams: Breaking down silos for success_.
    [https://perfectplanner.io/building-trust/](https://perfectplanner.io/building-trust/)

    **## WeekOneDiscussion1RepliesHM.docx**

    Reply to the
    **TWO students'** discussion posts with a minimum of 75 words each

    **Oladipo Efunkoya**

    Why Supply Chain Management Processes Must Be Both Cross-Functional and Cross-Firm

    Supply chain management is most effective when it is managed through processes that cut across organizational functions and extend across multiple firms in the supply chain. Modern supply chains involve the coordinated flow of materials, information, and finances from suppliers to manufacturers, distributors, retailers, and customers. Therefore, managing supply chains requires integration both within a company and among supply chain partners.

    Functional Silos

    Functional silos occur when departments such as purchasing, manufacturing, marketing, sales, logistics, and finance operate independently and focus only on their own objectives. This often leads to the problems listed below:

    · Poor communication and information sharing.

    · Conflicting goals and performance measures.

    · Inefficient decision-making.

    · Inventory imbalances, stockouts, or excess inventory.

    · Reduced responsiveness to customer needs.

    For instance, the sales department may seek high product availability while finance focuses on minimizing inventory costs, creating conflicting priorities. Cross-functional processes align these departments around common supply chain objectives and encourage collaboration across functions. Research shows that successful supply chain management requires cross-functional integration because supply chain activities span multiple departments and cannot be optimized independently.

    Lambert, Garcia-Dastugue, and Croxton argue that organizations should “ventilate” rather than eliminate functional silos by implementing cross-functional business processes that allow departments to work together while still contributing their specialized expertise.

    Overcoming Corporate Silos

    Corporate silos occur when companies within the supply chain (suppliers, manufacturers, distributors, retailers, and customers) operate independently and fail to share information or coordinate decisions. Problems associated with corporate silos include:

    · Limited visibility across the supply chain.

    · Poor demand forecasting.

    · Increased lead times and costs.

    · Duplication of effort.

    · Reduced ability to respond to market changes.

    · Greater risk of disruptions and inefficiencies.

    Supply chain competition today occurs between supply chains rather than individual firms. Consequently, organizations must collaborate with suppliers and customers to coordinate planning, inventory management, production scheduling, and information sharing. Cross-firm integration improves customer service, reduces uncertainty, increases information flow, and enhances overall supply chain performance.

    Researchers have emphasized that successful SCM requires integration across the network of firms that comprise the supply chain. The ultimate success of an organization depends on its ability to overcome both functional and corporate silos through cross-functional and cross-firm processes.

    Conclusion

    Supply chain management processes must be both cross-functional and cross-firm because supply chain performance depends on coordination throughout the entire value chain. Cross-functional integration reduces internal conflicts and improves organizational efficiency, while cross-firm integration enhances collaboration, information sharing, and responsiveness across supply chain partners. By overcoming functional and corporate silos, organizations can improve customer satisfaction, lower costs, increase flexibility, and achieve a sustainable competitive advantage.

    References

    Croxton, K. L., Garcia-Dastugue, S. J., Lambert, D. M., & Rogers, D. S. (2001).
    _The Supply Chain Management Processes_. International Journal of Logistics Management, 12(2), 13–36.

    Eng, T.-Y. (2005).
    _The Influence of a Firm's Cross-Functional Orientation on Supply Chain Performance_. Journal of Supply Chain Management, 41(4), 4–16.

    Lambert, D. M., Garcia-Dastugue, S. J., & Croxton, K. L. (2008).
    _The Role of Logistics Managers in the Cross-Functional Implementation of Supply Chain Management_. Journal of Business Logistics, 29(1), 113–132.

    Mentzer, J. T., DeWitt, W., Keebler, J. S., et al. (2000).
    _Issues in Supply Chain Management_. Industrial Marketing Management, 29(1), 65–83.

    Lambert, D. M., & Enz, M. G. (2017).
    _Issues in Supply Chain Management: Progress and Potential_. Industrial Marketing Management, 62, 1–16.

    **Van Owen Legaspi**

    Good evening Class,

    I hope everyone is having an amazing week!

    This is one of those questions where the answer seems obvious until you have actually watched the alternative play out. Supply chain management has to be cross-functional and cross-firm because the moment any single department or company tries to optimize just its own piece, the rest of the chain pays for it somewhere else.

    On the functional silo side, the classic example is the bullwhip effect. Sales runs a promotion without telling production; procurement chases the cheapest supplier without checking the lead time impact on the production schedule; and each function looks fine on its own numbers while the chain as a whole gets worse. One study on a UK dairy product actually measured this and found the production order variance ran 7.68 times higher than the real demand variance (Disney, 2025). That distortion is not free. Industry estimates put the inventory cost of bullwhip swings at 25 to 40 percent higher carrying costs compared to a chain where the functions are actually talking to each other (Netstock, 2026).

    I saw a smaller version of this in Navy aviation maintenance. Supply, maintenance control, and operations were all chasing the same goal of keeping aircraft mission-ready, but they worked off different inputs. Supply ordered against historical consumption, maintenance generated demand off actual discrepancies on the aircraft, and operations changed the flight schedule without always looping the other two in early enough. Some months, we had parts shortages on aircraft that needed to fly, and other months, we had excess stock of things nobody needed. The same root cause as the bullwhip effect occurs at a squadron level instead of a corporate one.

    Cross-firm silos are the same problem, just between companies instead of departments. Perfect Planner (2024) cites an Institute for Supply Management study finding that 41 percent of supply chain professionals point to siloed operations as the main barrier to real supply chain integration, and that barrier does not stop at the edge of one company. If a manufacturer will not share demand data with its supplier, the supplier has to guess and build in extra safety stock and longer lead times to cover the uncertainty, which raises costs for everyone downstream, too.

    The companies that get this right treat suppliers like part of their own operation instead of an arm 's-length vendor. Zara can design, produce, and get new items into stores in about three weeks (Perfect Planner, 2024), and that is only possible because design, manufacturing, and distribution partners are sharing real-time information instead of each guarding their own piece.

    Bottom line, functional silos create the bullwhip effect inside a company, and corporate silos push that same distortion across company lines into the whole supplier network. Integration on both fronts is what actually turns a supply chain into a system instead of a chain of guesses.

    Best,

    Van

    **References**

    Disney, S. M. (2025). Bullwhip effect. In F. Petropoulos et al. (Eds.),
    _Operations & supply chain management: Principles and practice_ (pp. 87–90). arXiv.
    [https://arxiv.org/abs/2503.05749](https://arxiv.org/abs/2503.05749)

    Netstock. (2026, January 22).
    _The bullwhip effect: How to prevent supply chain disruptions and save costs_.
    [https://www.netstock.com/blog/how-to-minimize-the-bullwhip-effect-in-your-supply-chain/](https://www.netstock.com/blog/how-to-minimize-the-bullwhip-effect-in-your-supply-chain/)

    Perfect Planner. (2024, December 12).
    _Building trust and collaboration in cross-functional supply chain teams: Breaking down silos for success_.
    [https://perfectplanner.io/building-trust/](https://perfectplanner.io/building-trust/)

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    **Deliverables: Individual APA Paper** **Fraud Detection and Risk Mitigation in EBT Payments: An Analytics Project with CDE(proud partner of KSU FinTech Program)** **Final project description** Students will act as a fraud analytics team for CDE, an EBT/SNAP payments processor working with state age…

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    **Deliverables: Individual APA Paper**

    **Fraud Detection and Risk Mitigation in EBT Payments: An Analytics Project with CDE(proud partner of KSU FinTech Program)**

    **Final project description**

    Students will act as a fraud analytics team for CDE, an EBT/SNAP payments processor working with state agencies. Their task is to analyze EBT‑style transaction data synthetically, identify fraud and abuse patterns at the cardholder, merchant, and terminal levels, and propose actionable detection rules, analytics, and controls that CDE can implement while balancing fraud reduction with equitable access to benefits.

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    **1. Format and length**

    – Minimum 15 pages of main text (excluding title page, references, and any appendices).
    – APA 7th edition student paper format.
    – Double‑spaced, 1‑inch margins, 12‑point Times New Roman (or similar).
    – Page numbers in the header; standard paragraph indentation.

    **2. Required sections**

    You can list these as mandatory headings in the assignment sheet:

    – Introduction and context
    – Explain EBT/SNAP programs and CDE’s role as a payments processor.
    – State the purpose of the project and key research questions (e.g., “What fraud patterns can a processor detect, and how should CDE respond?”).
    – Background and literature/industry review
    – Summarize major types of EBT/SNAP fraud (card compromise, trafficking, merchant fraud, misuse).
    – Briefly cover relevant regulations, state/federal program guidance, and typical fraud‑control practices.
    – Use and cite official or scholarly sources.
    – Data and methodology
    – Describe the dataset used (fields, entities: card, merchant, terminal, transactions; real or synthetic).
    – Explain feature engineering (e.g., velocity metrics, geography distance, peer benchmarks, terminal risk flags).
    – Describe the analytic approach: rule‑based indicators, statistical analysis, and/or any basic models used (e.g., decision tree, clustering).
    – Fraud patterns and findings

    Present the key patterns you identified at:

    – Cardholder level (velocity, geography, amount patterns, compromise indicators).
    – Merchant level (volume anomalies, concentration, repeated amounts, high-risk profiles).
    – Terminal/device level (skimming indicators, high decline/PIN retry rates).

    Include at least:

    – One table summarizing key metrics or patterns.
    – One figure (diagram, simple chart, or dashboard mock‑up) to illustrate your analytics.
    – Detection rules and controls for CDE
    – Propose specific rules or scoring logic CDE could implement (e.g., thresholds, risk scores, watchlists).
    – Discuss how these would be operationalized: alerts, case management, hot‑card/hot‑merchant lists, card controls, and messaging to state agencies.
    – Issues, limitations, and ethics
    – Discuss data and model limitations, including false positives and missing ground truth.
    – Address fairness and equity concerns (risk of over‑targeting certain merchants or communities; impact on legitimate users).
    – Reflect on how to balance fraud prevention with timely access to benefits.
    – Conclusions and recommendations
    – Summarize main insights.
    – Provide 2–3 prioritized recommendations for CDE and state partners (e.g., immediate rules, medium‑term analytics roadmap, technology upgrades).
    – Suggest opportunities for further work (e.g., real‑time monitoring, advanced ML, cross‑state data sharing).

    **References**

    Minimum of 8–10 credible sources (government reports, academic articles, industry white papers, standards).

    All sources cited in APA 7th edition format; consistent in-text citations.

    **3. Evaluation criteria (you can adapt to a rubric)**

    – Problem understanding and framing (15%)
    – Clear explanation of EBT, CDE’s role, and the fraud problem; well‑articulated objectives.
    – Use of sources and context (15%)
    – Quality, relevance, and integration of literature/industry sources; correct APA citation.
    – Data and methodology (20%)
    – Appropriate and clearly explained data design, feature engineering, and analytic methods.
    – Fraud pattern analysis (20%)
    – Depth and clarity of identified patterns at card, merchant, and terminal levels; use of tables/figures.
    – Recommendations and critical reflection (20%)
    – Practicality and specificity of rules/controls; thoughtful discussion of limitations, ethics, and tradeoffs.
    – Writing quality and formatting (10%)
    – Organization, clarity, grammar, adherence to APA style, and the 15-page requirement.