Tag: DSM-5 Diagnostic Criteria & Case Formulations

  • [Solved] psy 348 wk 8

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    **files (1)** – ## psychMweek8.docx **## psychMweek8.docx** **Part A** **Discussion Board Activity (DBA) 7: Chapter 8 350-400 words** Sport psychology interventions are mental skills strategies used to influence athletes’ thoughts, emotions, and behaviors in ways that improve performance. These inte…

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    **files (1)**

    – ## psychMweek8.docx

    **## psychMweek8.docx**

    **Part A**

    **Discussion Board Activity (DBA) 7: Chapter 8 350-400 words**

    Sport psychology interventions are mental skills strategies used to influence athletes’ thoughts, emotions, and behaviors in ways that improve performance. These interventions often include
    **cognitive strategies** (such as imagery, positive self-talk, and attention control) and
    **behavioral strategies** (such as goal setting, self-monitoring, or warm-up routines). A key concept underlying these strategies is
    **self-regulation**, which refers to an athlete’s ability to manage their own thoughts, emotions, and actions in order to stay focused and perform effectively.

    In
    **at least 350-400 words**, respond to the following
    **(10 points)**:

    1.
    **Describe a real-life performance situation** involving stress, pressure, or physical discomfort. This could come from sports, fitness training, coaching, or another performance setting.

    2.
    **Identify one cognitive strategy and one behavioral strategy** that could help in this situation.

    · Explain how the
    **cognitive strategy** would influence the athlete’s thoughts or emotions.

    · Explain how the
    **behavioral strategy** would influence the athlete’s actions or preparation.

    3.
    **Explain the role of self-regulation.**
    How would the athlete manage or adjust their thoughts, emotions, or behaviors during the situation?

    4.
    **Apply an intervention model.**
    Briefly explain how an approach such as
    **stress inoculation training** or the
    **COPE model** could help the athlete cope with the situation and maintain performance.

    Your response should connect sport psychology concepts to a
    **real-world performance example** and demonstrate how mental strategies can improve coping and performance.

    **Cite all reference(s)** in your post (even if it is just the textbook) using APA format for in-text citations and the reference list.

    **Artificial Intelligence (AI)** must not be used to
    **_generate_** your writing for you. The post must be written in
    **_your own original words._**

    **Part B**

    Discussion Board 5 (Mod 8)

    Early childhood (ages 2–6) is a period of major growth in thinking, language, and problem-solving.

    In your post, briefly discuss:

    1.
    **One cognitive milestone** in early childhood
    (ex: symbolic thinking, language growth, memory improvement, pretend play).

    2.
    **One concept from a developmental theorist** that explains this change
    (ex: Piaget’s preoperational stage, Vygotsky’s scaffolding/zone of proximal development).

    3.
    **One factor that influences cognitive development**
    (ex: parenting, play, preschool, culture, nutrition, screen time).

    4. Explain
    **why this factor is important**.

    Write at least 300 word well developed and well written response. Use APA formatting guide to create accurate citations and documentation to give credit for any resource material used in your response.  You must follow the guidelines to receive full credit for discussion boards. If you do not post, it will count as a 0. No additional postings after the deadline with be accepted.

    **## psychMweek8.docx**

    **Part A**

    **Discussion Board Activity (DBA) 7: Chapter 8 350-400 words**

    Sport psychology interventions are mental skills strategies used to influence athletes’ thoughts, emotions, and behaviors in ways that improve performance. These interventions often include
    **cognitive strategies** (such as imagery, positive self-talk, and attention control) and
    **behavioral strategies** (such as goal setting, self-monitoring, or warm-up routines). A key concept underlying these strategies is
    **self-regulation**, which refers to an athlete’s ability to manage their own thoughts, emotions, and actions in order to stay focused and perform effectively.

    In
    **at least 350-400 words**, respond to the following
    **(10 points)**:

    1.
    **Describe a real-life performance situation** involving stress, pressure, or physical discomfort. This could come from sports, fitness training, coaching, or another performance setting.

    2.
    **Identify one cognitive strategy and one behavioral strategy** that could help in this situation.

    · Explain how the
    **cognitive strategy** would influence the athlete’s thoughts or emotions.

    · Explain how the
    **behavioral strategy** would influence the athlete’s actions or preparation.

    3.
    **Explain the role of self-regulation.**
    How would the athlete manage or adjust their thoughts, emotions, or behaviors during the situation?

    4.
    **Apply an intervention model.**
    Briefly explain how an approach such as
    **stress inoculation training** or the
    **COPE model** could help the athlete cope with the situation and maintain performance.

    Your response should connect sport psychology concepts to a
    **real-world performance example** and demonstrate how mental strategies can improve coping and performance.

    **Cite all reference(s)** in your post (even if it is just the textbook) using APA format for in-text citations and the reference list.

    **Artificial Intelligence (AI)** must not be used to
    **_generate_** your writing for you. The post must be written in
    **_your own original words._**

    **Part B**

    Discussion Board 5 (Mod 8)

    Early childhood (ages 2–6) is a period of major growth in thinking, language, and problem-solving.

    In your post, briefly discuss:

    1.
    **One cognitive milestone** in early childhood
    (ex: symbolic thinking, language growth, memory improvement, pretend play).

    2.
    **One concept from a developmental theorist** that explains this change
    (ex: Piaget’s preoperational stage, Vygotsky’s scaffolding/zone of proximal development).

    3.
    **One factor that influences cognitive development**
    (ex: parenting, play, preschool, culture, nutrition, screen time).

    4. Explain
    **why this factor is important**.

    Write at least 300 word well developed and well written response. Use APA formatting guide to create accurate citations and documentation to give credit for any resource material used in your response.  You must follow the guidelines to receive full credit for discussion boards. If you do not post, it will count as a 0. No additional postings after the deadline with be accepted.

  • [Solved] Updating Form

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    My topic has changed. I now need updated references and a case study on my topic, ensuring everything aligns.

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    My topic has changed. I now need updated references and a case study on my topic, ensuring everything aligns.

  • [Solved] CMA Post 7 Response

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    **files (1)** – ## CMAPOST7Response1.docx **## CMAPOST7Response1.docx** Posts are a minimum of 250 words, scholarly written, APA formatted (with some exceptions due to limitations in the D2L editor), and a minimum of 2 references (which may include the course textbook). Reply to at least one classma…

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    **files (1)**

    – ## CMAPOST7Response1.docx

    **## CMAPOST7Response1.docx**

    Posts are a minimum of 250 words, scholarly written, APA formatted (with some exceptions due to limitations in the D2L editor), and a minimum of 2 references (which may include the course textbook). Reply to at least one classmate's initial discussion post by Friday at 11:59 PM ET

    **STUDENT’S RESPONSE:**

    **Cognitive Behavioral Therapy Techniques for Panic Disorder**

    Cognitive behavioral therapy (CBT) addresses panic disorder by targeting the panic cycle. In this cycle, a person catastrophically misinterprets ordinary bodily sensations, experiences escalating fear, and escapes or avoids situations associated with those sensations. For example, a rapid heartbeat in a crowded store may be interpreted as a heart attack, causing panic and an immediate exit. Repeated avoidance then reinforces the belief that the situation was dangerous. CBT interrupts this cycle through education, cognitive restructuring, exposure, and reduction of safety behaviors (Kyriakoulis & Kyrios, 2023; Papola et al., 2022).

    **Techniques for Emotional Responses**

    Psychoeducation helps the client understand that panic is an intense but time-limited activation of the fight-or-flight system rather than proof of catastrophe. The clinician can map the client’s sequence of trigger, sensation, thought, fear, and escape. Cognitive restructuring may then include validity testing, in which the therapist asks the client to examine the evidence supporting a catastrophic belief. If a client interprets lightheadedness while driving as proof that they will faint and crash, the therapist can ask whether fainting has ever occurred during panic, consider alternative explanations, and develop a balanced thought such as, “Lightheadedness is a familiar anxiety symptom, and it has passed safely before.” Guided discovery supports this process through collaborative questions that help the client recognize cognitive distortions rather than simply being told that their thinking is incorrect (Ezawa & Hollon, 2023).

    Interoceptive exposure reduces fear of bodily sensations by reproducing them in a safe, medically appropriate setting. A client who fears dizziness may briefly spin in a chair, while a client who fears a pounding heart may jog in place. Beforehand, the client might predict, “I will faint.” After several trials without fainting, the client compares the prediction with the outcome and learns that the sensation is manageable (Ezawa & Hollon, 2023). Diaphragmatic breathing and progressive muscle relaxation may reduce general tension or habitual overbreathing, but they should be practiced as regulatory skills rather than rituals required to prevent panic.

    Cognitive rehearsal can further reduce anxiety, fear, and terror by asking the client to imagine a previously difficult or anticipated panic-provoking situation and practice a more adaptive response with the therapist. The client can then draw on the rehearsed plan when a similar situation occurs. Journal writing, such as keeping a panic record, documents triggers, bodily sensations, automatic thoughts, anxiety levels, coping responses, and actual outcomes. Reviewing these entries helps the therapist and client identify recurring distortions and understand how thoughts influence behavior. Homework extends treatment beyond sessions through structured activities such as journaling, reading, note taking, listening to therapeutic recordings, practicing balanced self-statements, and completing planned exposure exercises. Together, these assignments allow the client to test new interpretations and apply newly learned coping skills in daily life. Treatment should remain collaborative, proceed according to the client’s readiness, and be adjusted for relevant medical conditions.

    **Techniques for Behavioral Responses**

    A functional analysis identifies avoidance and safety behaviors that maintain panic disorder. A client may sit near exits, check their pulse, carry extra water, seek reassurance, or leave home only with another person. Although these behaviors provide short-term relief, they imply that danger was prevented only by the behavior. The clinician can gradually phase them out. Modeling and role-play can demonstrate adaptive responses before the client practices them. For example, the therapist may model remaining in a crowded setting, labeling bodily sensations without catastrophizing, and refraining from escape or reassurance seeking; the client then rehearses the same response. A behavioral experiment may test the belief that a rapid heartbeat will cause collapse by having the client walk briskly, observe the heart rate rise and fall, and record that collapse did not occur (Yılmaz et al., 2025).

    In vivo exposure reduces avoidance through repeated practice in feared situations. A grocery-store hierarchy might progress from sitting in the parking lot, to buying one item, to completing a full trip during a busy period. The client remains in the situation without escaping and learns that anxiety can rise and decline without catastrophe. Systematic positive reinforcement can support this work by rewarding approach behaviors and completion of agreed-upon steps. Praise, activity-based rewards, or a simple token system may strengthen participation, although reinforcement should emphasize effort and skill use rather than the complete absence of anxiety. Attention shifting can address hypervigilance: if the client monitors their heartbeat in a checkout line, they can notice visible colors, sounds, and their feet on the floor while remaining in line. Aversive conditioning, which pairs a behavior with an unpleasant stimulus, is generally not an appropriate primary intervention for panic-related fear or avoidance because it may increase threat sensitivity and does not provide the corrective learning central to CBT for panic disorder. Exposure, reduction of safety behaviors, positive reinforcement, and relapse planning more directly help the client regain daily functioning and respond to future symptoms without treating them as failure (Yılmaz et al., 2025).

    **References**

    Ezawa, I. D., & Hollon, S. D. (2023). Cognitive restructuring and psychotherapy outcome: A meta-analytic review.
    _Psychotherapy, 60_(3), 396–406.
    [https://doi.org/10.1037/pst0000474](https://pmc.ncbi.nlm.nih.gov/articles/PMC10440210/?hl=en-US)

    Papola, D., Ostuzzi, G., Tedeschi, F., Gastaldon, C., Purgato, M., Del Giovane, C., Pompoli, A., Pauley, D., Karyotaki, E., Sijbrandij, M., Furukawa, T. A., Cuijpers, P., & Barbui, C. (2022). Comparative efficacy and acceptability of psychotherapies for panic disorder with or without agoraphobia: Systematic review and network meta-analysis of randomised controlled trials.
    _The British Journal of Psychiatry, 221_(3), 507–519.
    [https://doi.org/10.1192/bjp.2021.148](https://pubmed.ncbi.nlm.nih.gov/35049483/)

    Papola, D., Ostuzzi, G., Tedeschi, F., Gastaldon, C., Purgato, M., Del Giovane, C., Pompoli, A., Pauley, D., Karyotaki, E., Sijbrandij, M., Furukawa, T. A., Cuijpers, P., & Barbui, C. (2023). CBT treatment delivery formats for panic disorder: A systematic review and network meta-analysis of randomised controlled trials.
    _Psychological Medicine, 53_(3), 614–624.
    [https://doi.org/10.1017/S0033291722003683](https://pubmed.ncbi.nlm.nih.gov/37132646/)

    Yılmaz, S., Kabadayı, M., & Kubilay, D. (2025). A review of panic disorder and cognitive behavioral therapy.
    _Journal of Cognitive-Behavioral Psychotherapy and Research, 14_(1), 61–72.
    [https://doi.org/10.14744/JCBPR.2024.62723](https://jcbpr.org/article/362)

    **## CMAPOST7Response1.docx**

    Posts are a minimum of 250 words, scholarly written, APA formatted (with some exceptions due to limitations in the D2L editor), and a minimum of 2 references (which may include the course textbook). Reply to at least one classmate's initial discussion post by Friday at 11:59 PM ET

    **STUDENT’S RESPONSE:**

    **Cognitive Behavioral Therapy Techniques for Panic Disorder**

    Cognitive behavioral therapy (CBT) addresses panic disorder by targeting the panic cycle. In this cycle, a person catastrophically misinterprets ordinary bodily sensations, experiences escalating fear, and escapes or avoids situations associated with those sensations. For example, a rapid heartbeat in a crowded store may be interpreted as a heart attack, causing panic and an immediate exit. Repeated avoidance then reinforces the belief that the situation was dangerous. CBT interrupts this cycle through education, cognitive restructuring, exposure, and reduction of safety behaviors (Kyriakoulis & Kyrios, 2023; Papola et al., 2022).

    **Techniques for Emotional Responses**

    Psychoeducation helps the client understand that panic is an intense but time-limited activation of the fight-or-flight system rather than proof of catastrophe. The clinician can map the client’s sequence of trigger, sensation, thought, fear, and escape. Cognitive restructuring may then include validity testing, in which the therapist asks the client to examine the evidence supporting a catastrophic belief. If a client interprets lightheadedness while driving as proof that they will faint and crash, the therapist can ask whether fainting has ever occurred during panic, consider alternative explanations, and develop a balanced thought such as, “Lightheadedness is a familiar anxiety symptom, and it has passed safely before.” Guided discovery supports this process through collaborative questions that help the client recognize cognitive distortions rather than simply being told that their thinking is incorrect (Ezawa & Hollon, 2023).

    Interoceptive exposure reduces fear of bodily sensations by reproducing them in a safe, medically appropriate setting. A client who fears dizziness may briefly spin in a chair, while a client who fears a pounding heart may jog in place. Beforehand, the client might predict, “I will faint.” After several trials without fainting, the client compares the prediction with the outcome and learns that the sensation is manageable (Ezawa & Hollon, 2023). Diaphragmatic breathing and progressive muscle relaxation may reduce general tension or habitual overbreathing, but they should be practiced as regulatory skills rather than rituals required to prevent panic.

    Cognitive rehearsal can further reduce anxiety, fear, and terror by asking the client to imagine a previously difficult or anticipated panic-provoking situation and practice a more adaptive response with the therapist. The client can then draw on the rehearsed plan when a similar situation occurs. Journal writing, such as keeping a panic record, documents triggers, bodily sensations, automatic thoughts, anxiety levels, coping responses, and actual outcomes. Reviewing these entries helps the therapist and client identify recurring distortions and understand how thoughts influence behavior. Homework extends treatment beyond sessions through structured activities such as journaling, reading, note taking, listening to therapeutic recordings, practicing balanced self-statements, and completing planned exposure exercises. Together, these assignments allow the client to test new interpretations and apply newly learned coping skills in daily life. Treatment should remain collaborative, proceed according to the client’s readiness, and be adjusted for relevant medical conditions.

    **Techniques for Behavioral Responses**

    A functional analysis identifies avoidance and safety behaviors that maintain panic disorder. A client may sit near exits, check their pulse, carry extra water, seek reassurance, or leave home only with another person. Although these behaviors provide short-term relief, they imply that danger was prevented only by the behavior. The clinician can gradually phase them out. Modeling and role-play can demonstrate adaptive responses before the client practices them. For example, the therapist may model remaining in a crowded setting, labeling bodily sensations without catastrophizing, and refraining from escape or reassurance seeking; the client then rehearses the same response. A behavioral experiment may test the belief that a rapid heartbeat will cause collapse by having the client walk briskly, observe the heart rate rise and fall, and record that collapse did not occur (Yılmaz et al., 2025).

    In vivo exposure reduces avoidance through repeated practice in feared situations. A grocery-store hierarchy might progress from sitting in the parking lot, to buying one item, to completing a full trip during a busy period. The client remains in the situation without escaping and learns that anxiety can rise and decline without catastrophe. Systematic positive reinforcement can support this work by rewarding approach behaviors and completion of agreed-upon steps. Praise, activity-based rewards, or a simple token system may strengthen participation, although reinforcement should emphasize effort and skill use rather than the complete absence of anxiety. Attention shifting can address hypervigilance: if the client monitors their heartbeat in a checkout line, they can notice visible colors, sounds, and their feet on the floor while remaining in line. Aversive conditioning, which pairs a behavior with an unpleasant stimulus, is generally not an appropriate primary intervention for panic-related fear or avoidance because it may increase threat sensitivity and does not provide the corrective learning central to CBT for panic disorder. Exposure, reduction of safety behaviors, positive reinforcement, and relapse planning more directly help the client regain daily functioning and respond to future symptoms without treating them as failure (Yılmaz et al., 2025).

    **References**

    Ezawa, I. D., & Hollon, S. D. (2023). Cognitive restructuring and psychotherapy outcome: A meta-analytic review.
    _Psychotherapy, 60_(3), 396–406.
    [https://doi.org/10.1037/pst0000474](https://pmc.ncbi.nlm.nih.gov/articles/PMC10440210/?hl=en-US)

    Papola, D., Ostuzzi, G., Tedeschi, F., Gastaldon, C., Purgato, M., Del Giovane, C., Pompoli, A., Pauley, D., Karyotaki, E., Sijbrandij, M., Furukawa, T. A., Cuijpers, P., & Barbui, C. (2022). Comparative efficacy and acceptability of psychotherapies for panic disorder with or without agoraphobia: Systematic review and network meta-analysis of randomised controlled trials.
    _The British Journal of Psychiatry, 221_(3), 507–519.
    [https://doi.org/10.1192/bjp.2021.148](https://pubmed.ncbi.nlm.nih.gov/35049483/)

    Papola, D., Ostuzzi, G., Tedeschi, F., Gastaldon, C., Purgato, M., Del Giovane, C., Pompoli, A., Pauley, D., Karyotaki, E., Sijbrandij, M., Furukawa, T. A., Cuijpers, P., & Barbui, C. (2023). CBT treatment delivery formats for panic disorder: A systematic review and network meta-analysis of randomised controlled trials.
    _Psychological Medicine, 53_(3), 614–624.
    [https://doi.org/10.1017/S0033291722003683](https://pubmed.ncbi.nlm.nih.gov/37132646/)

    Yılmaz, S., Kabadayı, M., & Kubilay, D. (2025). A review of panic disorder and cognitive behavioral therapy.
    _Journal of Cognitive-Behavioral Psychotherapy and Research, 14_(1), 61–72.
    [https://doi.org/10.14744/JCBPR.2024.62723](https://jcbpr.org/article/362)

  • [Solved] CMA POST 8

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    **files (1)** – ## CMAPOST8.docx **## CMAPOST8.docx** As a PMH-APRN, you may have clients who use integrative therapies in conjunction with the conventional therapies prescribed by the health care provider. Identify issues that are important to assess, and discuss how you would ask about the use of …

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    **files (1)**

    – ## CMAPOST8.docx

    **## CMAPOST8.docx**

    As a PMH-APRN, you may have clients who use integrative therapies in conjunction with the conventional therapies prescribed by the health care provider. Identify issues that are important to assess, and discuss how you would ask about the use of these non-conventional practices.

    Post your initial discussion by 11:59 PM ET on Wednesday. Posts are a minimum of 250 words, scholarly written, APA formatted (with some exceptions due to limitations in the D2L editor), and a minimum of 2 references (which may include the course textbook). Reply to at least one classmate's initial discussion post by Friday at 11:59 PM ET. The initial discussion post and discussion response should occur on two different calendar days of each electronic week.

    **## CMAPOST8.docx**

    As a PMH-APRN, you may have clients who use integrative therapies in conjunction with the conventional therapies prescribed by the health care provider. Identify issues that are important to assess, and discuss how you would ask about the use of these non-conventional practices.

    Post your initial discussion by 11:59 PM ET on Wednesday. Posts are a minimum of 250 words, scholarly written, APA formatted (with some exceptions due to limitations in the D2L editor), and a minimum of 2 references (which may include the course textbook). Reply to at least one classmate's initial discussion post by Friday at 11:59 PM ET. The initial discussion post and discussion response should occur on two different calendar days of each electronic week.

  • [Solved] Discussion

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    Please go through the questions and let me know what you need. No AI **files (2)** – ## Week1_AtaGlance_TheCriminalMind-Fall2026.pdf – ## Week1_AtaGlance_TheCriminalMind-Fall20261.pdf **## Week1_AtaGlance_TheCriminalMind-Fall2026.pdf**   INTRODUCTION Welcome to Week 1 of CRJS 4102: The Crimi…

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    Please go through the questions and let me know what you need. No AI

    **files (2)**

    – ## Week1_AtaGlance_TheCriminalMind-Fall2026.pdf

    – ## Week1_AtaGlance_TheCriminalMind-Fall20261.pdf

    **## Week1_AtaGlance_TheCriminalMind-Fall2026.pdf**





    INTRODUCTION

    Welcome to Week 1 of CRJS 4102: The Criminal Mind.

    This week is the first of four in which you will examine theories that answer the question “Why
    do people commit crimes?” You begin, this week, by focusing on social and behavioral
    theories of criminal behavior. The basic premise of these theories is that humans are born as a
    blank slate—with no inherent tendencies or urges to commit crimes—and it is only through
    their interaction with the environment that they learn to commit crimes.

    Social and behavioral theories provide only one perspective of many for why people commit
    crimes. In subsequent weeks, you will explore cognitive, psychological, and biological theories
    that also account for criminal behavior.

    Note: In Weeks 1–4, there is a five-question Check for Understanding Quiz, which
    you may take as many times as you would like between Day 1 and Day 7. You are
    encouraged to take the Check for Understanding Quiz at the beginning of the week
    to self-assess what you may already know and what you still need to learn about
    theories of criminal behavior. You may then take the Check for Understanding Quiz
    again at the end of the week, after you have read all of the Learning Resources.

    LEARNING OBJECTIVES
    Students will:

    Analyze causes of criminal behavior
    Evaluate the extent to which criminal behavior is learned
    Apply social and behavioral concepts and theories of criminal behavior

    (https://cdn-
    media.waldenu.edu/2dett4d/Walden/Canvas/Get
    ty/1920×938/GettyLicense_78289099.jpg)

    10/14/26, 7:47 PM Week 1: At a Glance: The Criminal Mind-Fall 2026

    https://waldenu.instructure.com/courses/249276/pages/week-1-at-a-glance?module_item_id=10867980 1/2

    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    10/14/26, 7:47 PM Week 1: At a Glance: The Criminal Mind-Fall 2026

    https://waldenu.instructure.com/courses/249276/pages/week-1-at-a-glance?module_item_id=10867980 2/2

    **## Week1_AtaGlance_TheCriminalMind-Fall20261.pdf**

    WEEK 1: AT A GLANCE
    LEARNING TO BE A CRIMINAL—SOCIAL AND BEHAVIORAL

    THEORIES OF CRIMINAL BEHAVIOR

    INTRODUCTION
    Welcome to Week 1 of CRJS 4102: The Criminal
    Mind.

    This week is the first of four in which you will
    examine theories that answer the question “Why
    do people commit crimes?” You begin, this week,
    by focusing on social and behavioral theories of
    criminal behavior. The basic premise of these
    theories is that humans are born as a blank slate
    —with no inherent tendencies or urges to commit
    crimes—and it is only through their interaction
    with the environment that they learn to commit crimes.

    Social and behavioral theories provide only one perspective of many for why people commit
    crimes. In subsequent weeks, you will explore cognitive, psychological, and biological theories that
    also account for criminal behavior.

    Note: In Weeks 1–4, there is a five-question Check for Understanding Quiz, which you
    may take as many times as you would like between Day 1 and Day 7. You are
    encouraged to take the Check for Understanding Quiz at the beginning of the week to
    self-assess what you may already know and what you still need to learn about theories
    of criminal behavior. You may then take the Check for Understanding Quiz again at the
    end of the week, after you have read all of the Learning Resources.

    LEARNING OBJECTIVES
    Students will:

    Analyze causes of criminal behavior

    DISCUSSION 1 DISCUSSION 2 QUIZ RESOURCES WEEK IN REVIEW

    10/14/26, 7:48 PM Week 1: At a Glance: The Criminal Mind-Fall 2026

    https://waldenu.instructure.com/courses/249276/pages/week-1-at-a-glance?module_item_id=10867980 1/2

    [https://waldenu.instructure.com/courses/249276/modules/items/10867981](https://waldenu.instructure.com/courses/249276/modules/items/10867981)

    [https://waldenu.instructure.com/courses/249276/modules/items/10867981](https://waldenu.instructure.com/courses/249276/modules/items/10867981)

    [https://waldenu.instructure.com/courses/249276/modules/items/10867984](https://waldenu.instructure.com/courses/249276/modules/items/10867984)

    [https://waldenu.instructure.com/courses/249276/modules/items/10867984](https://waldenu.instructure.com/courses/249276/modules/items/10867984)

    [https://waldenu.instructure.com/courses/249276/modules/items/10867987](https://waldenu.instructure.com/courses/249276/modules/items/10867987)

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    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    Evaluate the extent to which criminal behavior is learned
    Apply social and behavioral concepts and theories of criminal behavior

    10/14/26, 7:48 PM Week 1: At a Glance: The Criminal Mind-Fall 2026

    https://waldenu.instructure.com/courses/249276/pages/week-1-at-a-glance?module_item_id=10867980 2/2

    **## Week1_AtaGlance_TheCriminalMind-Fall20261.pdf**

    WEEK 1: AT A GLANCE
    LEARNING TO BE A CRIMINAL—SOCIAL AND BEHAVIORAL

    THEORIES OF CRIMINAL BEHAVIOR

    INTRODUCTION
    Welcome to Week 1 of CRJS 4102: The Criminal
    Mind.

    This week is the first of four in which you will
    examine theories that answer the question “Why
    do people commit crimes?” You begin, this week,
    by focusing on social and behavioral theories of
    criminal behavior. The basic premise of these
    theories is that humans are born as a blank slate
    —with no inherent tendencies or urges to commit
    crimes—and it is only through their interaction
    with the environment that they learn to commit crimes.

    Social and behavioral theories provide only one perspective of many for why people commit
    crimes. In subsequent weeks, you will explore cognitive, psychological, and biological theories that
    also account for criminal behavior.

    Note: In Weeks 1–4, there is a five-question Check for Understanding Quiz, which you
    may take as many times as you would like between Day 1 and Day 7. You are
    encouraged to take the Check for Understanding Quiz at the beginning of the week to
    self-assess what you may already know and what you still need to learn about theories
    of criminal behavior. You may then take the Check for Understanding Quiz again at the
    end of the week, after you have read all of the Learning Resources.

    LEARNING OBJECTIVES
    Students will:

    Analyze causes of criminal behavior

    DISCUSSION 1 DISCUSSION 2 QUIZ RESOURCES WEEK IN REVIEW

    10/14/26, 7:48 PM Week 1: At a Glance: The Criminal Mind-Fall 2026

    https://waldenu.instructure.com/courses/249276/pages/week-1-at-a-glance?module_item_id=10867980 1/2

    [https://waldenu.instructure.com/courses/249276/modules/items/10867981](https://waldenu.instructure.com/courses/249276/modules/items/10867981)

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    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    Evaluate the extent to which criminal behavior is learned
    Apply social and behavioral concepts and theories of criminal behavior

    10/14/26, 7:48 PM Week 1: At a Glance: The Criminal Mind-Fall 2026

    https://waldenu.instructure.com/courses/249276/pages/week-1-at-a-glance?module_item_id=10867980 2/2

    **## Week1_AtaGlance_TheCriminalMind-Fall2026.pdf**





    INTRODUCTION

    Welcome to Week 1 of CRJS 4102: The Criminal Mind.

    This week is the first of four in which you will examine theories that answer the question “Why
    do people commit crimes?” You begin, this week, by focusing on social and behavioral
    theories of criminal behavior. The basic premise of these theories is that humans are born as a
    blank slate—with no inherent tendencies or urges to commit crimes—and it is only through
    their interaction with the environment that they learn to commit crimes.

    Social and behavioral theories provide only one perspective of many for why people commit
    crimes. In subsequent weeks, you will explore cognitive, psychological, and biological theories
    that also account for criminal behavior.

    Note: In Weeks 1–4, there is a five-question Check for Understanding Quiz, which
    you may take as many times as you would like between Day 1 and Day 7. You are
    encouraged to take the Check for Understanding Quiz at the beginning of the week
    to self-assess what you may already know and what you still need to learn about
    theories of criminal behavior. You may then take the Check for Understanding Quiz
    again at the end of the week, after you have read all of the Learning Resources.

    LEARNING OBJECTIVES
    Students will:

    Analyze causes of criminal behavior
    Evaluate the extent to which criminal behavior is learned
    Apply social and behavioral concepts and theories of criminal behavior

    (https://cdn-
    media.waldenu.edu/2dett4d/Walden/Canvas/Get
    ty/1920×938/GettyLicense_78289099.jpg)

    10/14/26, 7:47 PM Week 1: At a Glance: The Criminal Mind-Fall 2026

    https://waldenu.instructure.com/courses/249276/pages/week-1-at-a-glance?module_item_id=10867980 1/2

    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    10/14/26, 7:47 PM Week 1: At a Glance: The Criminal Mind-Fall 2026

    https://waldenu.instructure.com/courses/249276/pages/week-1-at-a-glance?module_item_id=10867980 2/2

    **## Week1_AtaGlance_TheCriminalMind-Fall20261.pdf**

    WEEK 1: AT A GLANCE
    LEARNING TO BE A CRIMINAL—SOCIAL AND BEHAVIORAL

    THEORIES OF CRIMINAL BEHAVIOR

    INTRODUCTION
    Welcome to Week 1 of CRJS 4102: The Criminal
    Mind.

    This week is the first of four in which you will
    examine theories that answer the question “Why
    do people commit crimes?” You begin, this week,
    by focusing on social and behavioral theories of
    criminal behavior. The basic premise of these
    theories is that humans are born as a blank slate
    —with no inherent tendencies or urges to commit
    crimes—and it is only through their interaction
    with the environment that they learn to commit crimes.

    Social and behavioral theories provide only one perspective of many for why people commit
    crimes. In subsequent weeks, you will explore cognitive, psychological, and biological theories that
    also account for criminal behavior.

    Note: In Weeks 1–4, there is a five-question Check for Understanding Quiz, which you
    may take as many times as you would like between Day 1 and Day 7. You are
    encouraged to take the Check for Understanding Quiz at the beginning of the week to
    self-assess what you may already know and what you still need to learn about theories
    of criminal behavior. You may then take the Check for Understanding Quiz again at the
    end of the week, after you have read all of the Learning Resources.

    LEARNING OBJECTIVES
    Students will:

    Analyze causes of criminal behavior

    DISCUSSION 1 DISCUSSION 2 QUIZ RESOURCES WEEK IN REVIEW

    10/14/26, 7:48 PM Week 1: At a Glance: The Criminal Mind-Fall 2026

    https://waldenu.instructure.com/courses/249276/pages/week-1-at-a-glance?module_item_id=10867980 1/2

    [https://waldenu.instructure.com/courses/249276/modules/items/10867981](https://waldenu.instructure.com/courses/249276/modules/items/10867981)

    [https://waldenu.instructure.com/courses/249276/modules/items/10867981](https://waldenu.instructure.com/courses/249276/modules/items/10867981)

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    [https://waldenu.instructure.com/courses/249276/modules/items/10867984](https://waldenu.instructure.com/courses/249276/modules/items/10867984)

    [https://waldenu.instructure.com/courses/249276/modules/items/10867987](https://waldenu.instructure.com/courses/249276/modules/items/10867987)

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    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    Evaluate the extent to which criminal behavior is learned
    Apply social and behavioral concepts and theories of criminal behavior

    10/14/26, 7:48 PM Week 1: At a Glance: The Criminal Mind-Fall 2026

    https://waldenu.instructure.com/courses/249276/pages/week-1-at-a-glance?module_item_id=10867980 2/2

    **## Week1_AtaGlance_TheCriminalMind-Fall2026.pdf**





    INTRODUCTION

    Welcome to Week 1 of CRJS 4102: The Criminal Mind.

    This week is the first of four in which you will examine theories that answer the question “Why
    do people commit crimes?” You begin, this week, by focusing on social and behavioral
    theories of criminal behavior. The basic premise of these theories is that humans are born as a
    blank slate—with no inherent tendencies or urges to commit crimes—and it is only through
    their interaction with the environment that they learn to commit crimes.

    Social and behavioral theories provide only one perspective of many for why people commit
    crimes. In subsequent weeks, you will explore cognitive, psychological, and biological theories
    that also account for criminal behavior.

    Note: In Weeks 1–4, there is a five-question Check for Understanding Quiz, which
    you may take as many times as you would like between Day 1 and Day 7. You are
    encouraged to take the Check for Understanding Quiz at the beginning of the week
    to self-assess what you may already know and what you still need to learn about
    theories of criminal behavior. You may then take the Check for Understanding Quiz
    again at the end of the week, after you have read all of the Learning Resources.

    LEARNING OBJECTIVES
    Students will:

    Analyze causes of criminal behavior
    Evaluate the extent to which criminal behavior is learned
    Apply social and behavioral concepts and theories of criminal behavior

    (https://cdn-
    media.waldenu.edu/2dett4d/Walden/Canvas/Get
    ty/1920×938/GettyLicense_78289099.jpg)

    10/14/26, 7:47 PM Week 1: At a Glance: The Criminal Mind-Fall 2026

    https://waldenu.instructure.com/courses/249276/pages/week-1-at-a-glance?module_item_id=10867980 1/2

    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    [https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg](https://cdn-media.waldenu.edu/2dett4d/Walden/Canvas/Getty/1920×938/GettyLicense_78289099.jpg)

    10/14/26, 7:47 PM Week 1: At a Glance: The Criminal Mind-Fall 2026

    https://waldenu.instructure.com/courses/249276/pages/week-1-at-a-glance?module_item_id=10867980 2/2

    **## Week1_AtaGlance_TheCriminalMind-Fall20261.pdf**

    WEEK 1: AT A GLANCE
    LEARNING TO BE A CRIMINAL—SOCIAL AND BEHAVIORAL

    THEORIES OF CRIMINAL BEHAVIOR

    INTRODUCTION
    Welcome to Week 1 of CRJS 4102: The Criminal
    Mind.

    This week is the first of four in which you will
    examine theories that answer the question “Why
    do people commit crimes?” You begin, this week,
    by focusing on social and behavioral theories of
    criminal behavior. The basic premise of these
    theories is that humans are born as a blank slate
    —with no inherent tendencies or urges to commit
    crimes—and it is only through their interaction
    with the environment that they learn to commit crimes.

    Social and behavioral theories provide only one perspective of many for why people commit
    crimes. In subsequent weeks, you will explore cognitive, psychological, and biological theories that
    also account for criminal behavior.

    Note: In Weeks 1–4, there is a five-question Check for Understanding Quiz, which you
    may take as many times as you would like between Day 1 and Day 7. You are
    encouraged to take the Check for Understanding Quiz at the beginning of the week to
    self-assess what you may already know and what you still need to learn about theories
    of criminal behavior. You may then take the Check for Understanding Quiz again at the
    end of the week, after you have read all of the Learning Resources.

    LEARNING OBJECTIVES
    Students will:

    Analyze causes of criminal behavior

    DISCUSSION 1 DISCUSSION 2 QUIZ RESOURCES WEEK IN REVIEW

    10/14/26, 7:48 PM Week 1: At a Glance: The Criminal Mind-Fall 2026

    https://waldenu.instructure.com/courses/249276/pages/week-1-at-a-glance?module_item_id=10867980 1/2

    [https://waldenu.instructure.com/courses/249276/modules/items/10867981](https://waldenu.instructure.com/courses/249276/modules/items/10867981)

    [https://waldenu.instructure.com/courses/249276/modules/items/10867981](https://waldenu.instructure.com/courses/249276/modules/items/10867981)

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    Evaluate the extent to which criminal behavior is learned
    Apply social and behavioral concepts and theories of criminal behavior

    10/14/26, 7:48 PM Week 1: At a Glance: The Criminal Mind-Fall 2026

    https://waldenu.instructure.com/courses/249276/pages/week-1-at-a-glance?module_item_id=10867980 2/2

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    Please go through this and let me know if you have any questions for the following Assignment/ Discussion. Please check the grammar before posting no AI or Chats – [\ \ Topic_Week2_Discussion15.pdf](https://www.sweetstudy.com/files/topic-week2-discussion15-pdf "Topic_Week2_Discussion15.pdf") – […

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    SEE ATTACHED **files (2)** – ## MAT202YourPaceFinalAssessment611.docx – MAT_202_YourPace_Final_Assessment_Data_Update.xlsx **## MAT202YourPaceFinalAssessment611.docx** ## Final Assessment **Regional Restaurant Chain Quality Analysis** **Scenario: Global Coffee Chain Quality Assessment** You ar…

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    **## MAT202YourPaceFinalAssessment611.docx**

    ## Final Assessment

    **Regional Restaurant Chain Quality Analysis**

    **Scenario: Global Coffee Chain Quality Assessment**

    You are a data analyst for BrewMaster Global, a multinational coffee chain with over 500 locations across North America and Europe. The company is conducting a comprehensive quality assessment to improve customer satisfaction and operational efficiency. As part of this initiative, you have been provided with data from multiple sources including customer surveys, operational metrics, and quality control measurements.

    The executive team needs your statistical analysis to make informed decisions about:

    · Service quality improvements

    · Regional expansion strategies

    · Staff training programs

    · Customer satisfaction initiatives

    **Dataset:** Use the provided ‘MAT 202 YourPace Final Assessment Data’ file for all analyses.

    The dataset contains information from 100 coffee shops across different regions, with the following variables:

    ·
    **Shop_ID**: Unique identifier for each shop

    ·
    **Region**: North America (NA) or Europe (EU)

    ·
    **Daily_Customers**: Number of customers served per day

    ·
    **Service_Time**: Average service time in minutes

    ·
    **Satisfaction_Score**: Customer satisfaction rating (1-10 scale)

    ·
    **Defect_Rate**: Percentage of orders with defects

    ·
    **Staff_Training**: Training level (Basic, Standard, Advanced)

    ·
    **Revenue**: Daily revenue in USD

    ·
    **Complaints**: Number of customer complaints per day

    ·
    **Wait_Time_Before**: Average wait time before training program (minutes)

    ·
    **Wait_Time_After**: Average wait time after training program (minutes)

    ·
    **Weekend_Revenue**: Weekend daily revenue

    ·
    **Weekday_Revenue**: Weekday daily revenue

    ·
    **Customer_Return**: Whether customer returned within 30 days (Yes/No)

    ·
    **Premium_Orders**: Number of premium coffee orders per day

    ·
    **Regular_Orders**: Number of regular coffee orders per day

    **Submission:** Submit your Word document with all graphs, charts, and outputs and your .mpx Minitab file.

    **Assessment Questions**

    **Part A: Discrete Probability Distributions**

    **Part 1A:** The number of customer complaints per day follows a Poisson distribution. Using the Complaints variable:

    a) Calculate the mean number of complaints per day across all shops.

    b) What is the probability that a randomly selected shop receives exactly 3 complaints in a day?

    c) What is the probability that a shop receives more than 5 complaints in a day?

    d) The company considers a shop to have "excessive complaints" if it receives 7 or more complaints per day. What percentage of shops would be classified as having excessive complaints?

    **Part 2A:** The company tracks premium coffee orders, which follow a binomial distribution. Assume each customer has a 0.3 probability of ordering a premium coffee.

    a) For shops serving 50 customers per day, what is the expected number of premium orders?

    b) What is the probability that exactly 18 out of 50 customers order premium coffee?

    c) What is the probability that at least 20 customers order premium coffee?

    d) Within what range would you expect 95% of premium orders to fall?

    **Part B: Continuous Probability Distributions**

    Part 1B: Service time follows a normal distribution. Using the Service_Time variable:

    a) Calculate the mean and standard deviation of service time.

    b) What percentage of orders are completed within 3 minutes?

    c) The company wants to set a service time target such that 90% of orders are completed within this time. What should this target be?

    d) If service time exceeds 3.5 minutes, customers receive a discount. What percentage of customers would receive this discount?

    **Part 2B:** Customer satisfaction scores follow a normal distribution. Using the Satisfaction_Score variable:

    a) Determine the mean and standard deviation of satisfaction scores.

    b) What is the probability that a randomly selected customer gives a satisfaction score above 8?

    c) The company wants to identify the bottom 10% of shops based on satisfaction scores for improvement programs. What is the cutoff satisfaction score?

    d) What satisfaction score represents the 75th percentile?

    **Part C: Hypothesis Testing – Two Population Means**

    **Part 1C:** The company wants to compare average daily revenue between North American and European shops. Assume population standard deviations are known (σ₁ = $450, σ₂ = $380).

    a) State the null and alternative hypotheses for testing if there's a difference in mean daily revenue between regions.

    b) Conduct the appropriate hypothesis test at α = 0.05.

    c) Calculate the 95% confidence interval for the difference in means.

    d) Interpret your results in the business context.

    **Part 2C:** Compare the average service time between North American and European shops, assuming population standard deviations are unknown.

    a) State the null and alternative hypotheses.

    b) Conduct the appropriate hypothesis test at α = 0.01.

    c) Calculate the 99% confidence interval for the difference in means.

    d) What conclusions can you draw about service time differences between regions?

    **Part 3C:** The company implemented a staff training program and wants to evaluate its effectiveness by comparing wait times before and after training using the Wait_Time_Before and Wait_Time_After variables.

    a) State the null and alternative hypotheses for this paired samples test.

    b) Conduct the appropriate hypothesis test at α = 0.05.

    c) Calculate the 95% confidence interval for the mean difference.

    d) What is your conclusion about the training program's effectiveness?

    **Part D: Hypothesis Testing – Two Population Proportions**

    **Part 1D:** The company wants to compare customer return rates between North American and European shops using the Customer_Return variable.

    a) Calculate the sample proportions of customers who return within 30 days for each region.

    b) State the null and alternative hypotheses for testing if there's a difference in return rates.

    c) Conduct the appropriate hypothesis test at α = 0.05.

    d) Calculate the 95% confidence interval for the difference in proportions.

    e) Interpret your findings and provide business recommendations.

    **Part E: Chi-Square Tests**

    **Part 1E:** Investigate whether there's a relationship between staff training level and customer satisfaction categories. Create satisfaction categories as Low (1-4.4), Medium (4.5-7.4), High (7.5-10).

    a) Create a contingency table showing the relationship between training level and satisfaction categories.

    b) State the null and alternative hypotheses for testing independence.

    c) Conduct a chi-square test of independence at α = 0.05.

    d) Interpret the results and discuss the practical implications.

    **Part F: F-Distribution and ANOVA**

    **Part 1F:** Test whether there are significant differences in mean daily revenue across the three staff training levels (Basic, Standard, Advanced).

    a) State the null and alternative hypotheses.

    b) Conduct a one-way ANOVA test at α = 0.05.

    c) If significant differences exist, perform a Tukey test analysis to identify which groups differ.

    d) Interpret your results and provide recommendations for the training program.

    **MAT_202_YourPace_Final_Assessment_Data_Update.xlsx**

    This file is too large to display. [View in new window](https://www.sweetstudy.com/files/mat-202-yourpace-final-assessment-data-update-xlsx)

    **MAT_202_YourPace_Final_Assessment_Data_Update.xlsx**

    This file is too large to display. [View in new window](https://www.sweetstudy.com/files/mat-202-yourpace-final-assessment-data-update-xlsx)

    **## MAT202YourPaceFinalAssessment611.docx**

    ## Final Assessment

    **Regional Restaurant Chain Quality Analysis**

    **Scenario: Global Coffee Chain Quality Assessment**

    You are a data analyst for BrewMaster Global, a multinational coffee chain with over 500 locations across North America and Europe. The company is conducting a comprehensive quality assessment to improve customer satisfaction and operational efficiency. As part of this initiative, you have been provided with data from multiple sources including customer surveys, operational metrics, and quality control measurements.

    The executive team needs your statistical analysis to make informed decisions about:

    · Service quality improvements

    · Regional expansion strategies

    · Staff training programs

    · Customer satisfaction initiatives

    **Dataset:** Use the provided ‘MAT 202 YourPace Final Assessment Data’ file for all analyses.

    The dataset contains information from 100 coffee shops across different regions, with the following variables:

    ·
    **Shop_ID**: Unique identifier for each shop

    ·
    **Region**: North America (NA) or Europe (EU)

    ·
    **Daily_Customers**: Number of customers served per day

    ·
    **Service_Time**: Average service time in minutes

    ·
    **Satisfaction_Score**: Customer satisfaction rating (1-10 scale)

    ·
    **Defect_Rate**: Percentage of orders with defects

    ·
    **Staff_Training**: Training level (Basic, Standard, Advanced)

    ·
    **Revenue**: Daily revenue in USD

    ·
    **Complaints**: Number of customer complaints per day

    ·
    **Wait_Time_Before**: Average wait time before training program (minutes)

    ·
    **Wait_Time_After**: Average wait time after training program (minutes)

    ·
    **Weekend_Revenue**: Weekend daily revenue

    ·
    **Weekday_Revenue**: Weekday daily revenue

    ·
    **Customer_Return**: Whether customer returned within 30 days (Yes/No)

    ·
    **Premium_Orders**: Number of premium coffee orders per day

    ·
    **Regular_Orders**: Number of regular coffee orders per day

    **Submission:** Submit your Word document with all graphs, charts, and outputs and your .mpx Minitab file.

    **Assessment Questions**

    **Part A: Discrete Probability Distributions**

    **Part 1A:** The number of customer complaints per day follows a Poisson distribution. Using the Complaints variable:

    a) Calculate the mean number of complaints per day across all shops.

    b) What is the probability that a randomly selected shop receives exactly 3 complaints in a day?

    c) What is the probability that a shop receives more than 5 complaints in a day?

    d) The company considers a shop to have "excessive complaints" if it receives 7 or more complaints per day. What percentage of shops would be classified as having excessive complaints?

    **Part 2A:** The company tracks premium coffee orders, which follow a binomial distribution. Assume each customer has a 0.3 probability of ordering a premium coffee.

    a) For shops serving 50 customers per day, what is the expected number of premium orders?

    b) What is the probability that exactly 18 out of 50 customers order premium coffee?

    c) What is the probability that at least 20 customers order premium coffee?

    d) Within what range would you expect 95% of premium orders to fall?

    **Part B: Continuous Probability Distributions**

    Part 1B: Service time follows a normal distribution. Using the Service_Time variable:

    a) Calculate the mean and standard deviation of service time.

    b) What percentage of orders are completed within 3 minutes?

    c) The company wants to set a service time target such that 90% of orders are completed within this time. What should this target be?

    d) If service time exceeds 3.5 minutes, customers receive a discount. What percentage of customers would receive this discount?

    **Part 2B:** Customer satisfaction scores follow a normal distribution. Using the Satisfaction_Score variable:

    a) Determine the mean and standard deviation of satisfaction scores.

    b) What is the probability that a randomly selected customer gives a satisfaction score above 8?

    c) The company wants to identify the bottom 10% of shops based on satisfaction scores for improvement programs. What is the cutoff satisfaction score?

    d) What satisfaction score represents the 75th percentile?

    **Part C: Hypothesis Testing – Two Population Means**

    **Part 1C:** The company wants to compare average daily revenue between North American and European shops. Assume population standard deviations are known (σ₁ = $450, σ₂ = $380).

    a) State the null and alternative hypotheses for testing if there's a difference in mean daily revenue between regions.

    b) Conduct the appropriate hypothesis test at α = 0.05.

    c) Calculate the 95% confidence interval for the difference in means.

    d) Interpret your results in the business context.

    **Part 2C:** Compare the average service time between North American and European shops, assuming population standard deviations are unknown.

    a) State the null and alternative hypotheses.

    b) Conduct the appropriate hypothesis test at α = 0.01.

    c) Calculate the 99% confidence interval for the difference in means.

    d) What conclusions can you draw about service time differences between regions?

    **Part 3C:** The company implemented a staff training program and wants to evaluate its effectiveness by comparing wait times before and after training using the Wait_Time_Before and Wait_Time_After variables.

    a) State the null and alternative hypotheses for this paired samples test.

    b) Conduct the appropriate hypothesis test at α = 0.05.

    c) Calculate the 95% confidence interval for the mean difference.

    d) What is your conclusion about the training program's effectiveness?

    **Part D: Hypothesis Testing – Two Population Proportions**

    **Part 1D:** The company wants to compare customer return rates between North American and European shops using the Customer_Return variable.

    a) Calculate the sample proportions of customers who return within 30 days for each region.

    b) State the null and alternative hypotheses for testing if there's a difference in return rates.

    c) Conduct the appropriate hypothesis test at α = 0.05.

    d) Calculate the 95% confidence interval for the difference in proportions.

    e) Interpret your findings and provide business recommendations.

    **Part E: Chi-Square Tests**

    **Part 1E:** Investigate whether there's a relationship between staff training level and customer satisfaction categories. Create satisfaction categories as Low (1-4.4), Medium (4.5-7.4), High (7.5-10).

    a) Create a contingency table showing the relationship between training level and satisfaction categories.

    b) State the null and alternative hypotheses for testing independence.

    c) Conduct a chi-square test of independence at α = 0.05.

    d) Interpret the results and discuss the practical implications.

    **Part F: F-Distribution and ANOVA**

    **Part 1F:** Test whether there are significant differences in mean daily revenue across the three staff training levels (Basic, Standard, Advanced).

    a) State the null and alternative hypotheses.

    b) Conduct a one-way ANOVA test at α = 0.05.

    c) If significant differences exist, perform a Tukey test analysis to identify which groups differ.

    d) Interpret your results and provide recommendations for the training program.

    **MAT_202_YourPace_Final_Assessment_Data_Update.xlsx**

    This file is too large to display. [View in new window](https://www.sweetstudy.com/files/mat-202-yourpace-final-assessment-data-update-xlsx)

    **## MAT202YourPaceFinalAssessment611.docx**

    ## Final Assessment

    **Regional Restaurant Chain Quality Analysis**

    **Scenario: Global Coffee Chain Quality Assessment**

    You are a data analyst for BrewMaster Global, a multinational coffee chain with over 500 locations across North America and Europe. The company is conducting a comprehensive quality assessment to improve customer satisfaction and operational efficiency. As part of this initiative, you have been provided with data from multiple sources including customer surveys, operational metrics, and quality control measurements.

    The executive team needs your statistical analysis to make informed decisions about:

    · Service quality improvements

    · Regional expansion strategies

    · Staff training programs

    · Customer satisfaction initiatives

    **Dataset:** Use the provided ‘MAT 202 YourPace Final Assessment Data’ file for all analyses.

    The dataset contains information from 100 coffee shops across different regions, with the following variables:

    ·
    **Shop_ID**: Unique identifier for each shop

    ·
    **Region**: North America (NA) or Europe (EU)

    ·
    **Daily_Customers**: Number of customers served per day

    ·
    **Service_Time**: Average service time in minutes

    ·
    **Satisfaction_Score**: Customer satisfaction rating (1-10 scale)

    ·
    **Defect_Rate**: Percentage of orders with defects

    ·
    **Staff_Training**: Training level (Basic, Standard, Advanced)

    ·
    **Revenue**: Daily revenue in USD

    ·
    **Complaints**: Number of customer complaints per day

    ·
    **Wait_Time_Before**: Average wait time before training program (minutes)

    ·
    **Wait_Time_After**: Average wait time after training program (minutes)

    ·
    **Weekend_Revenue**: Weekend daily revenue

    ·
    **Weekday_Revenue**: Weekday daily revenue

    ·
    **Customer_Return**: Whether customer returned within 30 days (Yes/No)

    ·
    **Premium_Orders**: Number of premium coffee orders per day

    ·
    **Regular_Orders**: Number of regular coffee orders per day

    **Submission:** Submit your Word document with all graphs, charts, and outputs and your .mpx Minitab file.

    **Assessment Questions**

    **Part A: Discrete Probability Distributions**

    **Part 1A:** The number of customer complaints per day follows a Poisson distribution. Using the Complaints variable:

    a) Calculate the mean number of complaints per day across all shops.

    b) What is the probability that a randomly selected shop receives exactly 3 complaints in a day?

    c) What is the probability that a shop receives more than 5 complaints in a day?

    d) The company considers a shop to have "excessive complaints" if it receives 7 or more complaints per day. What percentage of shops would be classified as having excessive complaints?

    **Part 2A:** The company tracks premium coffee orders, which follow a binomial distribution. Assume each customer has a 0.3 probability of ordering a premium coffee.

    a) For shops serving 50 customers per day, what is the expected number of premium orders?

    b) What is the probability that exactly 18 out of 50 customers order premium coffee?

    c) What is the probability that at least 20 customers order premium coffee?

    d) Within what range would you expect 95% of premium orders to fall?

    **Part B: Continuous Probability Distributions**

    Part 1B: Service time follows a normal distribution. Using the Service_Time variable:

    a) Calculate the mean and standard deviation of service time.

    b) What percentage of orders are completed within 3 minutes?

    c) The company wants to set a service time target such that 90% of orders are completed within this time. What should this target be?

    d) If service time exceeds 3.5 minutes, customers receive a discount. What percentage of customers would receive this discount?

    **Part 2B:** Customer satisfaction scores follow a normal distribution. Using the Satisfaction_Score variable:

    a) Determine the mean and standard deviation of satisfaction scores.

    b) What is the probability that a randomly selected customer gives a satisfaction score above 8?

    c) The company wants to identify the bottom 10% of shops based on satisfaction scores for improvement programs. What is the cutoff satisfaction score?

    d) What satisfaction score represents the 75th percentile?

    **Part C: Hypothesis Testing – Two Population Means**

    **Part 1C:** The company wants to compare average daily revenue between North American and European shops. Assume population standard deviations are known (σ₁ = $450, σ₂ = $380).

    a) State the null and alternative hypotheses for testing if there's a difference in mean daily revenue between regions.

    b) Conduct the appropriate hypothesis test at α = 0.05.

    c) Calculate the 95% confidence interval for the difference in means.

    d) Interpret your results in the business context.

    **Part 2C:** Compare the average service time between North American and European shops, assuming population standard deviations are unknown.

    a) State the null and alternative hypotheses.

    b) Conduct the appropriate hypothesis test at α = 0.01.

    c) Calculate the 99% confidence interval for the difference in means.

    d) What conclusions can you draw about service time differences between regions?

    **Part 3C:** The company implemented a staff training program and wants to evaluate its effectiveness by comparing wait times before and after training using the Wait_Time_Before and Wait_Time_After variables.

    a) State the null and alternative hypotheses for this paired samples test.

    b) Conduct the appropriate hypothesis test at α = 0.05.

    c) Calculate the 95% confidence interval for the mean difference.

    d) What is your conclusion about the training program's effectiveness?

    **Part D: Hypothesis Testing – Two Population Proportions**

    **Part 1D:** The company wants to compare customer return rates between North American and European shops using the Customer_Return variable.

    a) Calculate the sample proportions of customers who return within 30 days for each region.

    b) State the null and alternative hypotheses for testing if there's a difference in return rates.

    c) Conduct the appropriate hypothesis test at α = 0.05.

    d) Calculate the 95% confidence interval for the difference in proportions.

    e) Interpret your findings and provide business recommendations.

    **Part E: Chi-Square Tests**

    **Part 1E:** Investigate whether there's a relationship between staff training level and customer satisfaction categories. Create satisfaction categories as Low (1-4.4), Medium (4.5-7.4), High (7.5-10).

    a) Create a contingency table showing the relationship between training level and satisfaction categories.

    b) State the null and alternative hypotheses for testing independence.

    c) Conduct a chi-square test of independence at α = 0.05.

    d) Interpret the results and discuss the practical implications.

    **Part F: F-Distribution and ANOVA**

    **Part 1F:** Test whether there are significant differences in mean daily revenue across the three staff training levels (Basic, Standard, Advanced).

    a) State the null and alternative hypotheses.

    b) Conduct a one-way ANOVA test at α = 0.05.

    c) If significant differences exist, perform a Tukey test analysis to identify which groups differ.

    d) Interpret your results and provide recommendations for the training program.

    **MAT_202_YourPace_Final_Assessment_Data_Update.xlsx**

    This file is too large to display. [View in new window](https://www.sweetstudy.com/files/mat-202-yourpace-final-assessment-data-update-xlsx)

  • [Solved] Psych eval 2-response

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    **files (1)** – ## PsychEvalResponse2.docx **## PsychEvalResponse2.docx** Discussion including at least one _meaningful_ response to _at least_ one of your peers’ Psych Evals should occur by Wednesday at 11:59 pm EST in weeks 4, 8, and 12. A meaningful response demonstrates critical thought. Refer t…

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    Assignment Prompt & Instructions

    **files (1)**

    – ## PsychEvalResponse2.docx

    **## PsychEvalResponse2.docx**

    Discussion including at least one
    _meaningful_ response to
    _at least_ one of your peers’ Psych Evals should occur by Wednesday at 11:59 pm EST in weeks 4, 8, and 12. A meaningful response demonstrates critical thought. Refer to the Carlat and Kaplan & Kaplan texts for assistance. Posts that are perfunctory or only minimally meet all grading criteria do not necessarily qualify as “excellent” which would yield full points (100). This is true for both the initial post and the response post. One response post is considered to meet the criteria minimally.

    STUDENT’S PSYCH EVALUATION

    **Psychiatric Evaluation**

    **Demographic Data**

    Patient initials: CR. Age: 78. Gender: Female. Ethnicity: White. Setting: Skilled nursing facility, in-house psychiatric consultation. Primary source of information: The patient, supplemented by the hospital discharge records, including the inpatient psychiatry consult note, the facility medical record, and nursing staff. Reliability: Fair; the patient was alert, answered questions consistently, and her account matched the records. Reason for referral: CR was evaluated and cleared by inpatient psychiatry at the hospital after she stated she wanted to "die" during a hospitalization for a congestive heart failure (CHF) exacerbation and pneumonia. The skilled nursing facility also requested clearance from in-house psychiatry, and this evaluation was completed by our team. Patient understanding of referral: CR stated she was seen because she "said something she shouldn't have" and agreed to the evaluation.

    **Subjective Data**

    **_Chief complaint._** "I just want to die. I'm tired of being sick."

    **_History of present illness._** CR is a 78-year-old woman and long-term resident of the facility with a history of major depressive disorder (MDD), treated with duloxetine 60 mg daily and mirtazapine 15 mg nightly. She was hospitalized with a CHF exacerbation complicated by community-acquired pneumonia and has since returned to the facility. During the hospitalization she told staff she wanted to "die," and inpatient psychiatry was consulted. Onset: The statement began on hospital day 2, following a decline in her respiratory status requiring increased oxygen. Duration: Present for approximately 4 days, occurring intermittently, worse at night. Character: Passive wish to be dead; she denied active thoughts of ending her life. Aggravating factors: Shortness of breath, repeated hospitalizations, loss of independence, and frustration with her illness. Relieving factors: Family visits, symptom control, and reassurance. Severity: Endorsed a "5 out of 10" level of distress; Columbia Suicide Severity Rating Scale (C-SSRS) endorsed passive suicidal ideation without intent, plan, or preparatory behavior. On the hospital evaluation her statement was judged to reflect frustration over her medical illness, with no plan and no intent, and inpatient psychiatry cleared her and found no need for inpatient psychiatric admission. One-to-one observation was placed as a precaution and remains in place at the facility, with a plan to step down monitoring as she remains free of suicidal thoughts. Because the facility required clearance from in-house psychiatry as well, we completed our own evaluation. She again described the statement as frustration with being sick and was clear that she had no plan and no intent to harm herself.

    Depressive symptoms before this hospitalization: CR reported low mood, diminished interest in activities, poor sleep, decreased appetite, low energy, and poor concentration over the past 2 weeks, with gradual worsening since her recent illness. Longitudinal course: MDD diagnosed in 2015, with three prior episodes; stable on current regimen until the recent illness. Pertinent negatives: Denies a plan, intent, or preparatory behavior. Denies prior suicide attempts. Denies homicidal or violent ideation. Denies auditory or visual hallucinations and paranoia. Denies manic symptoms. Denies confusion or new memory problems. Current psychiatric medications and response: Duloxetine 60 mg daily (started 2020) and mirtazapine 15 mg nightly (started 2021), with good response and tolerability prior to the hospitalization; adherence confirmed via the medication administration record. The timing links the wish to die to the medical decline, but it sits on a background of recurrent depression, so both must be addressed.

    **Past Psychiatric History**

    Diagnoses: Major depressive disorder, recurrent, since 2015. Hospitalizations: Denies psychiatric admissions. Outpatient treatment: Follows with primary care prescriber; no current psychotherapy. Suicide attempts and self-harm: Denies. Medication trials: Duloxetine 60 mg daily for 6 years, good response, no significant side effects; mirtazapine 15 mg nightly for 5 years, improves sleep and appetite, no significant side effects. No other antidepressant trials. Pertinent negatives: No electroconvulsive therapy, no history of mania or psychosis, no history of violence.

    **Substance Use History**

    Denies alcohol, tobacco, cannabis, opioids, stimulants, sedatives, and other illicit substances. Denies prescription misuse. Caffeine: 1–2 cups of coffee daily. Denies gambling or compulsive spending. No withdrawal history.

    **Past Medical History and Review of Systems**

    Medical history: CHF with reduced ejection fraction (~35%), hypertension, atrial fibrillation (on apixaban), chronic kidney disease stage 3, and pneumonia during the recent hospitalization. Surgeries: Knee replacement (2012), cholecystectomy (1998). Allergies: Penicillin (rash). Medications: Duloxetine 60 mg, mirtazapine 15 mg, furosemide 40 mg, metoprolol succinate 50 mg, lisinopril 10 mg, apixaban 5 mg, and to complete 3 more days of antibiotics  per the hospital discharge orders. Review of systems: Reports mild dyspnea, fatigue, and poor sleep. Denies chest pain, fever, headache, new confusion, or falls. Reports appetite as poor. Reports no acute pain. Dyspnea, poor sleep, and low energy overlap with depression in heart failure, so the history separates cardiac symptoms from mood symptoms.

    **Family History, Psychosocial, and Developmental History**

    Family psychiatric history: Mother had depression treated with medication; no known family history of suicide. Family of origin and development: Born in Puerto Rico, eldest of three siblings, denies abuse or early losses. Education: High school graduate. Employment: Retired school secretary. Relationships: Widowed 8 years; two adult children who visit regularly. Living situation: Resides in a skilled nursing facility since a fall 6 months ago. Spirituality: Catholic; reports faith is protective. Legal/Military: None. Access to firearms: No. Protective factors: Family support, faith, engagement in care, no prior attempts.

    **Objective Data**

    Vital signs on the day of evaluation: BP 118/72, HR 78, RR 20, Temp 98.6°F, SpO2 94% on 2 L nasal cannula, weight 142 lb. Pertinent labs (hospital discharge records): Sodium 134 mEq/L, potassium 4.1 mEq/L, creatinine 1.4 mg/dL, BUN 28 mg/dL, WBC 11.2 × 10³/µL, TSH 2.1 mIU/L, B12 410 pg/mL, BNP 1,850 pg/mL. ECG (hospital): QTc 438 ms. Chest imaging (hospital): Right lower lobe infiltrate consistent with pneumonia. Physical exam: Alert, mild respiratory effort, bilateral lower extremity edema, no tremor, no focal neurologic deficits.

    **_Mental status exam._** Appearance: CR is a 78-year-old woman who looks her stated age, average build, gray hair, adequate grooming and hygiene, dressed appropriately for the setting, on nasal cannula, no visible scars. Behavior: Cooperative, fair eye contact. Motor activity: No psychomotor agitation or retardation, no tremor. Speech: Normal fluency, low volume, normal rate and tone, spontaneous. Affect: Congruent with mood, constricted, tearful at times. Mood: "Tired and frustrated." Thought process: Linear and goal-directed. Thought content: Passive death wish as described. No plan, intent, or preparation. No homicidal ideation, delusions, hallucinations, obsessions, or paranoia. Themes of frustration, burden, and loss of independence. Cognition: Alert; oriented to person, place, date, and situation; spelled WORLD backward correctly; recalled 3 of 3 words at 5 minutes; serial 7s correct to 72; named current and prior president; interpreted 2 of 3 proverbs correctly. Insight: Fair; recognizes mood is tied to illness. Judgment: Fair; accepts treatment and asks for help. Delirium screen: Confusion Assessment Method (CAM) negative; attention intact.

    **Assessment**

    CR is a 78-year-old woman with recurrent MDD on a serotonin norepinephrine reuptake inhibitor (SNRI) and mirtazapine who voiced a passive wish to die during a hospitalization for a CHF exacerbation with pneumonia. Inpatient psychiatry cleared her at the hospital, and the facility asked for in-house confirmation. Her statement came with no plan, intent, or preparation, and she is future-oriented and engaged in care. Even so, older adults with serious medical illness carry real suicide risk, and a death wish in this setting should be treated as a symptom to be understood. Risk factors include advanced age, chronic cardiopulmonary illness, recurrent MDD, loss of function, and a recent hospitalization with return to the facility. Protective factors include family support, no prior attempts, no access to firearms, engagement in treatment, and help-seeking. Overall acute risk is low to moderate given the absence of plan or intent, and chronic risk is elevated. I agree with the inpatient psychiatry impression. She does not meet criteria for inpatient psychiatric admission and can remain at the facility with the monitoring and follow-up below.

    Sbolli et al. (2020) report that up to 30% of patients with heart failure have depression, and that the diagnosis rests on DSM-5 criteria rather than cardiac symptoms alone. Fatigue, poor sleep, and low appetite can stem from heart failure, so cognitive and emotional symptoms, such as hopelessness, guilt, and loss of interest, were weighted more heavily.

    **_Diagnosis._** Major depressive disorder, recurrent, moderate, without psychotic features, current episode active (American Psychiatric Association, 2022). Criteria met: depressed mood, diminished interest, poor sleep, decreased appetite, low energy, poor concentration, and feelings of worthlessness for more than 2 weeks. The mental status exam supports this with constricted affect, a mood described as "tired and frustrated," and themes of hopelessness.

    **_Differential diagnosis._** (a) Delirium: Pneumonia, hypoxia, and heart failure increase vulnerability, and a death wish can accompany hypoactive delirium (Wilson et al., 2020). Her intact attention, orientation, and negative CAM argue against it, but nursing will continue screening each shift. (b) Depressive disorder due to another medical condition or medication effect, including hypoxia, hyponatremia, thyroid disease, B12 deficiency, or beta-blocker exposure; labs will help clarify. (c) Adjustment disorder with depressed mood: Frustration over illness fits, but her history of recurrent MDD makes a full episode more likely. (d) Major or mild neurocognitive disorder: No reported memory complaints; Montreal Cognitive Assessment (MoCA) to be completed after acute illness resolves. (e) Demoralization or an understandable response to serious illness not meeting MDD criteria.

    **Plan**

    **_Safety._** Continue one-to-one observation with a written step-down plan. Reduce to q15-minute checks after 24–48 hours with no suicidal statements, a negative C-SSRS screen each shift, and a stable medical picture. Remove or secure potential means in the room. Reassess daily while on enhanced observation and return to routine monitoring once step-down criteria are met. Nursing will document any statement about dying and notify the on-call provider and in-house psychiatry right away.

    **_Workup._** Review the hospital discharge labs and ECG. Check a basic metabolic panel with attention to sodium through the facility lab, plus CBC, magnesium, TSH, B12, and folate if not already done, and repeat an ECG for QTc if a recent one is not available. Continue CAM screening each shift. Complete a baseline Geriatric Depression Scale and a MoCA once she has recovered from the acute illness, and share the results with the interdisciplinary care team.

    **_Medications._** Continue duloxetine 60 mg and mirtazapine 15 mg. Stopping an antidepressant mid-crisis adds risk, and a poor response is hard to judge while she is this sick. Two concerns require monitoring. First, hyponatremia: Gheysens et al. (2024) found the highest hyponatremia rates with SNRIs (7.44%) and the lowest with mirtazapine (1.02%), advising caution with SNRIs in patients prone to low sodium. CR is on an SNRI and a diuretic for CHF, so sodium will be followed closely; if it falls, duloxetine would be reconsidered before mirtazapine. Second, blood pressure and heart rate, as duloxetine can raise both. Ishtiak-Ahmed et al. (2024) found that clinical outcomes vary among commonly used antidepressants in older adults, supporting deliberate prescribing. If she remains depressed after the acute illness resolves, optimizing the mirtazapine dose, which also helps sleep and appetite, would be considered before adding another agent. Benzodiazepines and antipsychotics will be avoided unless clearly indicated (Wilson et al., 2020).

    **_Neurobiology and rationale._** Depression involves reduced monoaminergic signaling in circuits regulating mood, motivation, and stress response (Stahl, 2021). Duloxetine blocks reuptake of serotonin and norepinephrine, raising synaptic levels of both. Mirtazapine blocks presynaptic alpha-2 receptors, increasing release of norepinephrine and serotonin, and also blocks 5-HT2A, 5-HT2C, 5-HT3, and histamine H1 receptors, accounting for its benefit on sleep, appetite, and nausea (Stahl, 2021). The combination is rational for a patient sleeping and eating poorly from both depression and illness.

    **_Therapy and psychosocial care._** Provide brief supportive therapy at the facility, focusing on her frustration, sense of losing control, and what matters most to her. Consider problem-solving therapy or cognitive behavioral therapy through facility social services or outpatient psychotherapy once she is stable. Involve family with her consent. Request a palliative care consult to help with dyspnea, symptom burden, and goals of care. This is not a hospice referral but adds support for a patient living with advanced heart failure. Facility social services will review family involvement and supports, the room will be checked for potential means, and pastoral care will be offered since she reports her faith is protective.

    **_Disposition and follow-up._** In-house psychiatry will follow within 48 to 72 hours and then weekly until she is stable, and sooner for any change in mood or any statement about dying. She does not require transfer for inpatient psychiatric care at this time. Provide CR and her family with a safety plan and crisis resources (988 Suicide and Crisis Lifeline), and communicate the plan to the attending provider, nursing leadership, and cardiology. Educate CR and her family that worsening mood, hopelessness, or statements about dying should be reported promptly.

    **References**

    American Psychiatric Association. (2022).
    _Diagnostic and statistical manual of mental disorders_ (5th ed., text rev.). https://doi.org/10.1176/appi.books.9780890425787

    Gheysens, T., Van Den Eede, F., & De Picker, L. (2024). The risk of antidepressant-induced hyponatremia: A meta-analysis of antidepressant classes and compounds.
    _European Psychiatry, 67_(1), Article e20. https://doi.org/10.1192/j.eurpsy.2024.11

    Ishtiak-Ahmed, K., Musliner, K. L., Christensen, K. S., Mortensen, E. L., Nierenberg, A. A., & Gasse, C. (2024). Real-world evidence on clinical outcomes of commonly used antidepressants in older adults initiating antidepressants for depression: A nationwide cohort study in Denmark.
    _American Journal of Psychiatry, 181_(1), 47–56. https://doi.org/10.1176/appi.ajp.20230356

    Sbolli, M., Fiuzat, M., Cani, D., & O'Connor, C. M. (2020). Depression and heart failure: The lonely comorbidity.
    _European Journal of Heart Failure, 22_(11), 2007–2017. https://doi.org/10.1002/ejhf.1865

    Stahl, S. M. (2021).
    _Stahl's essential psychopharmacology: Neuroscientific basis and practical applications_ (5th ed.). Cambridge University Press.

    Wilson, J. E., Mart, M. F., Cunningham, C., Shehabi, Y., Girard, T. D., MacLullich, A. M. J., Slooter, A. J. C., & Ely, E. W. (2020). Delirium.
    _Nature Reviews Disease Primers, 6_(1), Article 90. https://doi.org/10.1038/s41572-020-00223-4

    **## PsychEvalResponse2.docx**

    Discussion including at least one
    _meaningful_ response to
    _at least_ one of your peers’ Psych Evals should occur by Wednesday at 11:59 pm EST in weeks 4, 8, and 12. A meaningful response demonstrates critical thought. Refer to the Carlat and Kaplan & Kaplan texts for assistance. Posts that are perfunctory or only minimally meet all grading criteria do not necessarily qualify as “excellent” which would yield full points (100). This is true for both the initial post and the response post. One response post is considered to meet the criteria minimally.

    STUDENT’S PSYCH EVALUATION

    **Psychiatric Evaluation**

    **Demographic Data**

    Patient initials: CR. Age: 78. Gender: Female. Ethnicity: White. Setting: Skilled nursing facility, in-house psychiatric consultation. Primary source of information: The patient, supplemented by the hospital discharge records, including the inpatient psychiatry consult note, the facility medical record, and nursing staff. Reliability: Fair; the patient was alert, answered questions consistently, and her account matched the records. Reason for referral: CR was evaluated and cleared by inpatient psychiatry at the hospital after she stated she wanted to "die" during a hospitalization for a congestive heart failure (CHF) exacerbation and pneumonia. The skilled nursing facility also requested clearance from in-house psychiatry, and this evaluation was completed by our team. Patient understanding of referral: CR stated she was seen because she "said something she shouldn't have" and agreed to the evaluation.

    **Subjective Data**

    **_Chief complaint._** "I just want to die. I'm tired of being sick."

    **_History of present illness._** CR is a 78-year-old woman and long-term resident of the facility with a history of major depressive disorder (MDD), treated with duloxetine 60 mg daily and mirtazapine 15 mg nightly. She was hospitalized with a CHF exacerbation complicated by community-acquired pneumonia and has since returned to the facility. During the hospitalization she told staff she wanted to "die," and inpatient psychiatry was consulted. Onset: The statement began on hospital day 2, following a decline in her respiratory status requiring increased oxygen. Duration: Present for approximately 4 days, occurring intermittently, worse at night. Character: Passive wish to be dead; she denied active thoughts of ending her life. Aggravating factors: Shortness of breath, repeated hospitalizations, loss of independence, and frustration with her illness. Relieving factors: Family visits, symptom control, and reassurance. Severity: Endorsed a "5 out of 10" level of distress; Columbia Suicide Severity Rating Scale (C-SSRS) endorsed passive suicidal ideation without intent, plan, or preparatory behavior. On the hospital evaluation her statement was judged to reflect frustration over her medical illness, with no plan and no intent, and inpatient psychiatry cleared her and found no need for inpatient psychiatric admission. One-to-one observation was placed as a precaution and remains in place at the facility, with a plan to step down monitoring as she remains free of suicidal thoughts. Because the facility required clearance from in-house psychiatry as well, we completed our own evaluation. She again described the statement as frustration with being sick and was clear that she had no plan and no intent to harm herself.

    Depressive symptoms before this hospitalization: CR reported low mood, diminished interest in activities, poor sleep, decreased appetite, low energy, and poor concentration over the past 2 weeks, with gradual worsening since her recent illness. Longitudinal course: MDD diagnosed in 2015, with three prior episodes; stable on current regimen until the recent illness. Pertinent negatives: Denies a plan, intent, or preparatory behavior. Denies prior suicide attempts. Denies homicidal or violent ideation. Denies auditory or visual hallucinations and paranoia. Denies manic symptoms. Denies confusion or new memory problems. Current psychiatric medications and response: Duloxetine 60 mg daily (started 2020) and mirtazapine 15 mg nightly (started 2021), with good response and tolerability prior to the hospitalization; adherence confirmed via the medication administration record. The timing links the wish to die to the medical decline, but it sits on a background of recurrent depression, so both must be addressed.

    **Past Psychiatric History**

    Diagnoses: Major depressive disorder, recurrent, since 2015. Hospitalizations: Denies psychiatric admissions. Outpatient treatment: Follows with primary care prescriber; no current psychotherapy. Suicide attempts and self-harm: Denies. Medication trials: Duloxetine 60 mg daily for 6 years, good response, no significant side effects; mirtazapine 15 mg nightly for 5 years, improves sleep and appetite, no significant side effects. No other antidepressant trials. Pertinent negatives: No electroconvulsive therapy, no history of mania or psychosis, no history of violence.

    **Substance Use History**

    Denies alcohol, tobacco, cannabis, opioids, stimulants, sedatives, and other illicit substances. Denies prescription misuse. Caffeine: 1–2 cups of coffee daily. Denies gambling or compulsive spending. No withdrawal history.

    **Past Medical History and Review of Systems**

    Medical history: CHF with reduced ejection fraction (~35%), hypertension, atrial fibrillation (on apixaban), chronic kidney disease stage 3, and pneumonia during the recent hospitalization. Surgeries: Knee replacement (2012), cholecystectomy (1998). Allergies: Penicillin (rash). Medications: Duloxetine 60 mg, mirtazapine 15 mg, furosemide 40 mg, metoprolol succinate 50 mg, lisinopril 10 mg, apixaban 5 mg, and to complete 3 more days of antibiotics  per the hospital discharge orders. Review of systems: Reports mild dyspnea, fatigue, and poor sleep. Denies chest pain, fever, headache, new confusion, or falls. Reports appetite as poor. Reports no acute pain. Dyspnea, poor sleep, and low energy overlap with depression in heart failure, so the history separates cardiac symptoms from mood symptoms.

    **Family History, Psychosocial, and Developmental History**

    Family psychiatric history: Mother had depression treated with medication; no known family history of suicide. Family of origin and development: Born in Puerto Rico, eldest of three siblings, denies abuse or early losses. Education: High school graduate. Employment: Retired school secretary. Relationships: Widowed 8 years; two adult children who visit regularly. Living situation: Resides in a skilled nursing facility since a fall 6 months ago. Spirituality: Catholic; reports faith is protective. Legal/Military: None. Access to firearms: No. Protective factors: Family support, faith, engagement in care, no prior attempts.

    **Objective Data**

    Vital signs on the day of evaluation: BP 118/72, HR 78, RR 20, Temp 98.6°F, SpO2 94% on 2 L nasal cannula, weight 142 lb. Pertinent labs (hospital discharge records): Sodium 134 mEq/L, potassium 4.1 mEq/L, creatinine 1.4 mg/dL, BUN 28 mg/dL, WBC 11.2 × 10³/µL, TSH 2.1 mIU/L, B12 410 pg/mL, BNP 1,850 pg/mL. ECG (hospital): QTc 438 ms. Chest imaging (hospital): Right lower lobe infiltrate consistent with pneumonia. Physical exam: Alert, mild respiratory effort, bilateral lower extremity edema, no tremor, no focal neurologic deficits.

    **_Mental status exam._** Appearance: CR is a 78-year-old woman who looks her stated age, average build, gray hair, adequate grooming and hygiene, dressed appropriately for the setting, on nasal cannula, no visible scars. Behavior: Cooperative, fair eye contact. Motor activity: No psychomotor agitation or retardation, no tremor. Speech: Normal fluency, low volume, normal rate and tone, spontaneous. Affect: Congruent with mood, constricted, tearful at times. Mood: "Tired and frustrated." Thought process: Linear and goal-directed. Thought content: Passive death wish as described. No plan, intent, or preparation. No homicidal ideation, delusions, hallucinations, obsessions, or paranoia. Themes of frustration, burden, and loss of independence. Cognition: Alert; oriented to person, place, date, and situation; spelled WORLD backward correctly; recalled 3 of 3 words at 5 minutes; serial 7s correct to 72; named current and prior president; interpreted 2 of 3 proverbs correctly. Insight: Fair; recognizes mood is tied to illness. Judgment: Fair; accepts treatment and asks for help. Delirium screen: Confusion Assessment Method (CAM) negative; attention intact.

    **Assessment**

    CR is a 78-year-old woman with recurrent MDD on a serotonin norepinephrine reuptake inhibitor (SNRI) and mirtazapine who voiced a passive wish to die during a hospitalization for a CHF exacerbation with pneumonia. Inpatient psychiatry cleared her at the hospital, and the facility asked for in-house confirmation. Her statement came with no plan, intent, or preparation, and she is future-oriented and engaged in care. Even so, older adults with serious medical illness carry real suicide risk, and a death wish in this setting should be treated as a symptom to be understood. Risk factors include advanced age, chronic cardiopulmonary illness, recurrent MDD, loss of function, and a recent hospitalization with return to the facility. Protective factors include family support, no prior attempts, no access to firearms, engagement in treatment, and help-seeking. Overall acute risk is low to moderate given the absence of plan or intent, and chronic risk is elevated. I agree with the inpatient psychiatry impression. She does not meet criteria for inpatient psychiatric admission and can remain at the facility with the monitoring and follow-up below.

    Sbolli et al. (2020) report that up to 30% of patients with heart failure have depression, and that the diagnosis rests on DSM-5 criteria rather than cardiac symptoms alone. Fatigue, poor sleep, and low appetite can stem from heart failure, so cognitive and emotional symptoms, such as hopelessness, guilt, and loss of interest, were weighted more heavily.

    **_Diagnosis._** Major depressive disorder, recurrent, moderate, without psychotic features, current episode active (American Psychiatric Association, 2022). Criteria met: depressed mood, diminished interest, poor sleep, decreased appetite, low energy, poor concentration, and feelings of worthlessness for more than 2 weeks. The mental status exam supports this with constricted affect, a mood described as "tired and frustrated," and themes of hopelessness.

    **_Differential diagnosis._** (a) Delirium: Pneumonia, hypoxia, and heart failure increase vulnerability, and a death wish can accompany hypoactive delirium (Wilson et al., 2020). Her intact attention, orientation, and negative CAM argue against it, but nursing will continue screening each shift. (b) Depressive disorder due to another medical condition or medication effect, including hypoxia, hyponatremia, thyroid disease, B12 deficiency, or beta-blocker exposure; labs will help clarify. (c) Adjustment disorder with depressed mood: Frustration over illness fits, but her history of recurrent MDD makes a full episode more likely. (d) Major or mild neurocognitive disorder: No reported memory complaints; Montreal Cognitive Assessment (MoCA) to be completed after acute illness resolves. (e) Demoralization or an understandable response to serious illness not meeting MDD criteria.

    **Plan**

    **_Safety._** Continue one-to-one observation with a written step-down plan. Reduce to q15-minute checks after 24–48 hours with no suicidal statements, a negative C-SSRS screen each shift, and a stable medical picture. Remove or secure potential means in the room. Reassess daily while on enhanced observation and return to routine monitoring once step-down criteria are met. Nursing will document any statement about dying and notify the on-call provider and in-house psychiatry right away.

    **_Workup._** Review the hospital discharge labs and ECG. Check a basic metabolic panel with attention to sodium through the facility lab, plus CBC, magnesium, TSH, B12, and folate if not already done, and repeat an ECG for QTc if a recent one is not available. Continue CAM screening each shift. Complete a baseline Geriatric Depression Scale and a MoCA once she has recovered from the acute illness, and share the results with the interdisciplinary care team.

    **_Medications._** Continue duloxetine 60 mg and mirtazapine 15 mg. Stopping an antidepressant mid-crisis adds risk, and a poor response is hard to judge while she is this sick. Two concerns require monitoring. First, hyponatremia: Gheysens et al. (2024) found the highest hyponatremia rates with SNRIs (7.44%) and the lowest with mirtazapine (1.02%), advising caution with SNRIs in patients prone to low sodium. CR is on an SNRI and a diuretic for CHF, so sodium will be followed closely; if it falls, duloxetine would be reconsidered before mirtazapine. Second, blood pressure and heart rate, as duloxetine can raise both. Ishtiak-Ahmed et al. (2024) found that clinical outcomes vary among commonly used antidepressants in older adults, supporting deliberate prescribing. If she remains depressed after the acute illness resolves, optimizing the mirtazapine dose, which also helps sleep and appetite, would be considered before adding another agent. Benzodiazepines and antipsychotics will be avoided unless clearly indicated (Wilson et al., 2020).

    **_Neurobiology and rationale._** Depression involves reduced monoaminergic signaling in circuits regulating mood, motivation, and stress response (Stahl, 2021). Duloxetine blocks reuptake of serotonin and norepinephrine, raising synaptic levels of both. Mirtazapine blocks presynaptic alpha-2 receptors, increasing release of norepinephrine and serotonin, and also blocks 5-HT2A, 5-HT2C, 5-HT3, and histamine H1 receptors, accounting for its benefit on sleep, appetite, and nausea (Stahl, 2021). The combination is rational for a patient sleeping and eating poorly from both depression and illness.

    **_Therapy and psychosocial care._** Provide brief supportive therapy at the facility, focusing on her frustration, sense of losing control, and what matters most to her. Consider problem-solving therapy or cognitive behavioral therapy through facility social services or outpatient psychotherapy once she is stable. Involve family with her consent. Request a palliative care consult to help with dyspnea, symptom burden, and goals of care. This is not a hospice referral but adds support for a patient living with advanced heart failure. Facility social services will review family involvement and supports, the room will be checked for potential means, and pastoral care will be offered since she reports her faith is protective.

    **_Disposition and follow-up._** In-house psychiatry will follow within 48 to 72 hours and then weekly until she is stable, and sooner for any change in mood or any statement about dying. She does not require transfer for inpatient psychiatric care at this time. Provide CR and her family with a safety plan and crisis resources (988 Suicide and Crisis Lifeline), and communicate the plan to the attending provider, nursing leadership, and cardiology. Educate CR and her family that worsening mood, hopelessness, or statements about dying should be reported promptly.

    **References**

    American Psychiatric Association. (2022).
    _Diagnostic and statistical manual of mental disorders_ (5th ed., text rev.). https://doi.org/10.1176/appi.books.9780890425787

    Gheysens, T., Van Den Eede, F., & De Picker, L. (2024). The risk of antidepressant-induced hyponatremia: A meta-analysis of antidepressant classes and compounds.
    _European Psychiatry, 67_(1), Article e20. https://doi.org/10.1192/j.eurpsy.2024.11

    Ishtiak-Ahmed, K., Musliner, K. L., Christensen, K. S., Mortensen, E. L., Nierenberg, A. A., & Gasse, C. (2024). Real-world evidence on clinical outcomes of commonly used antidepressants in older adults initiating antidepressants for depression: A nationwide cohort study in Denmark.
    _American Journal of Psychiatry, 181_(1), 47–56. https://doi.org/10.1176/appi.ajp.20230356

    Sbolli, M., Fiuzat, M., Cani, D., & O'Connor, C. M. (2020). Depression and heart failure: The lonely comorbidity.
    _European Journal of Heart Failure, 22_(11), 2007–2017. https://doi.org/10.1002/ejhf.1865

    Stahl, S. M. (2021).
    _Stahl's essential psychopharmacology: Neuroscientific basis and practical applications_ (5th ed.). Cambridge University Press.

    Wilson, J. E., Mart, M. F., Cunningham, C., Shehabi, Y., Girard, T. D., MacLullich, A. M. J., Slooter, A. J. C., & Ely, E. W. (2020). Delirium.
    _Nature Reviews Disease Primers, 6_(1), Article 90. https://doi.org/10.1038/s41572-020-00223-4

  • [Solved] Prof Double R

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    Executive Solution Overview

    Respond to Selena and Kalista while being respectful and sensitive to their viewpoints. Consider advancing the discussion in the following ways: – Post an article, video, or visual to reinforce a peer’s idea or challenge them to see their point from a different perspective. – Engage in conversation …

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    Assignment Prompt & Instructions

    Respond to Selena and Kalista while being respectful and sensitive to their viewpoints. Consider advancing the discussion in the following ways:

    – Post an article, video, or visual to reinforce a peer’s idea or challenge them to see their point from a different perspective.
    – Engage in conversation with your peers about whether you agree or disagree that advocacy helped the issue and what elements still exist. Consider asking a question or sharing your own personal experience.

    Selena post

    One issue in mental health that stands out to me is telehealth, especially when it comes to children. In the past, mental health appointments were mostly done in person, which wasn’t always convenient for families. Between work, school, extracurricular activities, and everyday responsibilities, finding time for appointments can be difficult. As a busy mom, I can definitely appreciate how much easier virtual appointments have made things.

    Advocacy has helped expand access to telehealth, giving families more options when it comes to mental health care. The American Psychological Association continues to advocate for better insurance coverage, fewer restrictions, and fair reimbursement for virtual mental health services (APA Services, n.d.). I think these efforts are important because everyone should have access to mental health care, regardless of their location or circumstances.

    My son attends both therapy and psychiatric appointments virtually, and I love the convenience of being able to fit them into our busy schedule. Just today, he had an appointment in the car after karate, and he was so tired he was falling asleep. When we have appointments at home, our animals can be a distraction. While I appreciate the flexibility of being able to attend appointments from almost anywhere, I sometimes wonder how much he is actually getting out of them when he isn’t fully focused.

    I believe advocacy has made a positive difference in making mental health care more accessible, but I also think there is room for improvement. Convenience is wonderful, especially for busy families, but the quality of care is just as important. Being able to attend an appointment is one thing, but actually benefiting from it is another.

    Kalista post

    One current issue in mental health is access to care for children with autism. Many families have trouble finding services because of high costs, long waitlists, and not having enough providers in their area. When children cannot get the support they need, it can be rough. In the past autism was something that was written off a lot more and not as well understood therefore there were fewer resources available to help families find services. Over time, awareness has grown, and advocacy has helped create better access to care. According to Autism Speaks (2025), advocacy has helped support laws that improve healthcare coverage and services for people with autism. For example, advocates helped increase funding for autism services and improve Medicaid coverage for certain treatments in some states. Things like this has defiantly made huge waves in the advocacy for access to care for those with autism.

    However there is still much work to be done because some families continue to struggle with finding affordable services that are consistent. As an RBT, I see how important it is for children with autism to receive consistent support. However, there is still a lot of turnover and burnout in this field. When staff leave because of stress, difficult working conditions, or a lack of support, it can make it harder for children to receive consistent services.