Category: Psychology

  • [Solved] Gloria tapes fall 2025

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    https://youtu.be/G9oRc9DR4GQ?si=EKOEiS4aWW-lSski – ## GloriaTapesCritiqueInstructionsFall2025.docx – ## Fall2025ArticleReviewInstructions-TherapeuticRelationship2.docx **## GloriaTapesCritiqueInstructionsFall2025.docx** Gloria Tapes Critique Instructions Fall 2025 **Review/Critique of the “Gloria Ta…

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    https://youtu.be/G9oRc9DR4GQ?si=EKOEiS4aWW-lSski

    – ## GloriaTapesCritiqueInstructionsFall2025.docx

    – ## Fall2025ArticleReviewInstructions-TherapeuticRelationship2.docx

    **## GloriaTapesCritiqueInstructionsFall2025.docx**

    Gloria Tapes Critique Instructions Fall 2025

    **Review/Critique of the “Gloria Tapes”** (100 points) The link is provided in the question. You will write a
    **critical review** of each therapeutic approach presented in this summary of therapy sessions. There are 3 therapists who treat Gloria. This will need to be 5-7 pages.

    **PLEASE DO BOTH PLAGERISM CHECK AND AI DETECTOR CHECKS!!!!!**

    **## Fall2025ArticleReviewInstructions-TherapeuticRelationship2.docx**

    **Fall 2025 Article Review Instructions**

    You will write
    **two** article reviews for this course. The review should be 1-2 single-spaced pages in a 12-point, Times New Roman font. It is in your best interest to submit your review before it is due so you may check your originality report and correct any spelling and grammatical errors identified by the software program.

    The purpose of the review is to provide students knowledge of how research is conducted and reported. The main part of your review needs to include the following information. Please comment on these aspects of the article as part of your review. Provide only the briefest summary of content. What I am interested in is your critique.

    **Reference.** Listed at the top of the paper in APA style.

    **Introduction. Read the introduction carefully. The introduction should contain:**

    · A thorough literature review that establishes the nature of the problem to be addressed in the present study (the literature review is specific to the problem)

    · A logical sequence from what we know (the literature review) to what we don't know (the unanswered questions raised by the review and what this study intended to answer

    · The purpose of the present study

    · The specific hypotheses/research questions to be addressed.

    · State the overall purpose of the paper. What was the main theme of the paper?

    · What new ideas or information were communicated in the paper? Why was it important to publish these ideas?

    **Methods. The methods section has three subsections. The methods sections should contain:**

    · The
    **participants** and the population they are intended to represent (are they described as well in terms of relevant demographic characteristics such as age, gender, ethnicity, education level, income level, etc?). The number of participants and how the participants were selected for the study. A description of the
    **tools/measures** used and research design employed.

    · A detailed description of the procedures of the study including participant instructions and whether incentives were given.

    **Results. The results section should contain a very thorough summary of results of all analyses. This section should include:**

    · Specific demographic characteristics of the sample

    · A thorough narrative description of the results of all statistical tests that addressed specific hypotheses. If there are tables and figures, are they also described in the text?

    · If there are tables and figures, can they be interpreted "stand alone" (this means that they contain sufficient information in the title and footnotes so that a reader can understand what is being presented without having to go back to the text)?

    **Discussion. The discussion is where the author "wraps up the research". This section should include:**

    · A simple and easy to understand summary of what was found. Where the hypotheses supported or refuted?

    **Critique**

    In your opinion, what were the strengths and weaknesses of the paper or document? Be sure to think about
    **your impressions** and the reasons for them. Listing what the author wrote as limitations is not the same thing as forming your own opinions and justifying them to the reader.

    · Were the findings important to a reader?

    · Were the conclusions valid? Do you agree with the conclusions?

    · If the material was technical, was the technical material innovative?

    **Conclusion**

    Once you provide the main critique of the article, you should include a final paragraph that gives me your overall impression of the study. Was the study worthwhile? Was it well-written and clear to those who may not have as much background in the content area? How does it relate to other weekly readings?

    **APA Format Review**

    If you are unfamiliar or a bit “rusty” on your APA format, you may want to use the tutorial available through the APA website which is listed on your syllabus. Purdue OWL is also a great resource.

    **Grading Criteria**

    I will grade your paper based upon:

    · How well you followed directions (as indicated in this page)

    · How thoroughly you used examples to support the critique

    · How accurately you used APA format

    · Your organization, grammar, and spelling

    **## Fall2025ArticleReviewInstructions-TherapeuticRelationship2.docx**

    **Fall 2025 Article Review Instructions**

    You will write
    **two** article reviews for this course. The review should be 1-2 single-spaced pages in a 12-point, Times New Roman font. It is in your best interest to submit your review before it is due so you may check your originality report and correct any spelling and grammatical errors identified by the software program.

    The purpose of the review is to provide students knowledge of how research is conducted and reported. The main part of your review needs to include the following information. Please comment on these aspects of the article as part of your review. Provide only the briefest summary of content. What I am interested in is your critique.

    **Reference.** Listed at the top of the paper in APA style.

    **Introduction. Read the introduction carefully. The introduction should contain:**

    · A thorough literature review that establishes the nature of the problem to be addressed in the present study (the literature review is specific to the problem)

    · A logical sequence from what we know (the literature review) to what we don't know (the unanswered questions raised by the review and what this study intended to answer

    · The purpose of the present study

    · The specific hypotheses/research questions to be addressed.

    · State the overall purpose of the paper. What was the main theme of the paper?

    · What new ideas or information were communicated in the paper? Why was it important to publish these ideas?

    **Methods. The methods section has three subsections. The methods sections should contain:**

    · The
    **participants** and the population they are intended to represent (are they described as well in terms of relevant demographic characteristics such as age, gender, ethnicity, education level, income level, etc?). The number of participants and how the participants were selected for the study. A description of the
    **tools/measures** used and research design employed.

    · A detailed description of the procedures of the study including participant instructions and whether incentives were given.

    **Results. The results section should contain a very thorough summary of results of all analyses. This section should include:**

    · Specific demographic characteristics of the sample

    · A thorough narrative description of the results of all statistical tests that addressed specific hypotheses. If there are tables and figures, are they also described in the text?

    · If there are tables and figures, can they be interpreted "stand alone" (this means that they contain sufficient information in the title and footnotes so that a reader can understand what is being presented without having to go back to the text)?

    **Discussion. The discussion is where the author "wraps up the research". This section should include:**

    · A simple and easy to understand summary of what was found. Where the hypotheses supported or refuted?

    **Critique**

    In your opinion, what were the strengths and weaknesses of the paper or document? Be sure to think about
    **your impressions** and the reasons for them. Listing what the author wrote as limitations is not the same thing as forming your own opinions and justifying them to the reader.

    · Were the findings important to a reader?

    · Were the conclusions valid? Do you agree with the conclusions?

    · If the material was technical, was the technical material innovative?

    **Conclusion**

    Once you provide the main critique of the article, you should include a final paragraph that gives me your overall impression of the study. Was the study worthwhile? Was it well-written and clear to those who may not have as much background in the content area? How does it relate to other weekly readings?

    **APA Format Review**

    If you are unfamiliar or a bit “rusty” on your APA format, you may want to use the tutorial available through the APA website which is listed on your syllabus. Purdue OWL is also a great resource.

    **Grading Criteria**

    I will grade your paper based upon:

    · How well you followed directions (as indicated in this page)

    · How thoroughly you used examples to support the critique

    · How accurately you used APA format

    · Your organization, grammar, and spelling

    **## GloriaTapesCritiqueInstructionsFall2025.docx**

    Gloria Tapes Critique Instructions Fall 2025

    **Review/Critique of the “Gloria Tapes”** (100 points) The link is provided in the question. You will write a
    **critical review** of each therapeutic approach presented in this summary of therapy sessions. There are 3 therapists who treat Gloria. This will need to be 5-7 pages.

    **PLEASE DO BOTH PLAGERISM CHECK AND AI DETECTOR CHECKS!!!!!**

    **## Fall2025ArticleReviewInstructions-TherapeuticRelationship2.docx**

    **Fall 2025 Article Review Instructions**

    You will write
    **two** article reviews for this course. The review should be 1-2 single-spaced pages in a 12-point, Times New Roman font. It is in your best interest to submit your review before it is due so you may check your originality report and correct any spelling and grammatical errors identified by the software program.

    The purpose of the review is to provide students knowledge of how research is conducted and reported. The main part of your review needs to include the following information. Please comment on these aspects of the article as part of your review. Provide only the briefest summary of content. What I am interested in is your critique.

    **Reference.** Listed at the top of the paper in APA style.

    **Introduction. Read the introduction carefully. The introduction should contain:**

    · A thorough literature review that establishes the nature of the problem to be addressed in the present study (the literature review is specific to the problem)

    · A logical sequence from what we know (the literature review) to what we don't know (the unanswered questions raised by the review and what this study intended to answer

    · The purpose of the present study

    · The specific hypotheses/research questions to be addressed.

    · State the overall purpose of the paper. What was the main theme of the paper?

    · What new ideas or information were communicated in the paper? Why was it important to publish these ideas?

    **Methods. The methods section has three subsections. The methods sections should contain:**

    · The
    **participants** and the population they are intended to represent (are they described as well in terms of relevant demographic characteristics such as age, gender, ethnicity, education level, income level, etc?). The number of participants and how the participants were selected for the study. A description of the
    **tools/measures** used and research design employed.

    · A detailed description of the procedures of the study including participant instructions and whether incentives were given.

    **Results. The results section should contain a very thorough summary of results of all analyses. This section should include:**

    · Specific demographic characteristics of the sample

    · A thorough narrative description of the results of all statistical tests that addressed specific hypotheses. If there are tables and figures, are they also described in the text?

    · If there are tables and figures, can they be interpreted "stand alone" (this means that they contain sufficient information in the title and footnotes so that a reader can understand what is being presented without having to go back to the text)?

    **Discussion. The discussion is where the author "wraps up the research". This section should include:**

    · A simple and easy to understand summary of what was found. Where the hypotheses supported or refuted?

    **Critique**

    In your opinion, what were the strengths and weaknesses of the paper or document? Be sure to think about
    **your impressions** and the reasons for them. Listing what the author wrote as limitations is not the same thing as forming your own opinions and justifying them to the reader.

    · Were the findings important to a reader?

    · Were the conclusions valid? Do you agree with the conclusions?

    · If the material was technical, was the technical material innovative?

    **Conclusion**

    Once you provide the main critique of the article, you should include a final paragraph that gives me your overall impression of the study. Was the study worthwhile? Was it well-written and clear to those who may not have as much background in the content area? How does it relate to other weekly readings?

    **APA Format Review**

    If you are unfamiliar or a bit “rusty” on your APA format, you may want to use the tutorial available through the APA website which is listed on your syllabus. Purdue OWL is also a great resource.

    **Grading Criteria**

    I will grade your paper based upon:

    · How well you followed directions (as indicated in this page)

    · How thoroughly you used examples to support the critique

    · How accurately you used APA format

    · Your organization, grammar, and spelling

    **## GloriaTapesCritiqueInstructionsFall2025.docx**

    Gloria Tapes Critique Instructions Fall 2025

    **Review/Critique of the “Gloria Tapes”** (100 points) The link is provided in the question. You will write a
    **critical review** of each therapeutic approach presented in this summary of therapy sessions. There are 3 therapists who treat Gloria. This will need to be 5-7 pages.

    **PLEASE DO BOTH PLAGERISM CHECK AND AI DETECTOR CHECKS!!!!!**

    **## Fall2025ArticleReviewInstructions-TherapeuticRelationship2.docx**

    **Fall 2025 Article Review Instructions**

    You will write
    **two** article reviews for this course. The review should be 1-2 single-spaced pages in a 12-point, Times New Roman font. It is in your best interest to submit your review before it is due so you may check your originality report and correct any spelling and grammatical errors identified by the software program.

    The purpose of the review is to provide students knowledge of how research is conducted and reported. The main part of your review needs to include the following information. Please comment on these aspects of the article as part of your review. Provide only the briefest summary of content. What I am interested in is your critique.

    **Reference.** Listed at the top of the paper in APA style.

    **Introduction. Read the introduction carefully. The introduction should contain:**

    · A thorough literature review that establishes the nature of the problem to be addressed in the present study (the literature review is specific to the problem)

    · A logical sequence from what we know (the literature review) to what we don't know (the unanswered questions raised by the review and what this study intended to answer

    · The purpose of the present study

    · The specific hypotheses/research questions to be addressed.

    · State the overall purpose of the paper. What was the main theme of the paper?

    · What new ideas or information were communicated in the paper? Why was it important to publish these ideas?

    **Methods. The methods section has three subsections. The methods sections should contain:**

    · The
    **participants** and the population they are intended to represent (are they described as well in terms of relevant demographic characteristics such as age, gender, ethnicity, education level, income level, etc?). The number of participants and how the participants were selected for the study. A description of the
    **tools/measures** used and research design employed.

    · A detailed description of the procedures of the study including participant instructions and whether incentives were given.

    **Results. The results section should contain a very thorough summary of results of all analyses. This section should include:**

    · Specific demographic characteristics of the sample

    · A thorough narrative description of the results of all statistical tests that addressed specific hypotheses. If there are tables and figures, are they also described in the text?

    · If there are tables and figures, can they be interpreted "stand alone" (this means that they contain sufficient information in the title and footnotes so that a reader can understand what is being presented without having to go back to the text)?

    **Discussion. The discussion is where the author "wraps up the research". This section should include:**

    · A simple and easy to understand summary of what was found. Where the hypotheses supported or refuted?

    **Critique**

    In your opinion, what were the strengths and weaknesses of the paper or document? Be sure to think about
    **your impressions** and the reasons for them. Listing what the author wrote as limitations is not the same thing as forming your own opinions and justifying them to the reader.

    · Were the findings important to a reader?

    · Were the conclusions valid? Do you agree with the conclusions?

    · If the material was technical, was the technical material innovative?

    **Conclusion**

    Once you provide the main critique of the article, you should include a final paragraph that gives me your overall impression of the study. Was the study worthwhile? Was it well-written and clear to those who may not have as much background in the content area? How does it relate to other weekly readings?

    **APA Format Review**

    If you are unfamiliar or a bit “rusty” on your APA format, you may want to use the tutorial available through the APA website which is listed on your syllabus. Purdue OWL is also a great resource.

    **Grading Criteria**

    I will grade your paper based upon:

    · How well you followed directions (as indicated in this page)

    · How thoroughly you used examples to support the critique

    · How accurately you used APA format

    · Your organization, grammar, and spelling

    – 1
    – 2

  • [Solved] What is a treatment plan in autism ?

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    What is a treatment plan in autism ?

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    What is a treatment plan in autism ?

  • [Solved] MSW MODULE 2

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    – ## CaseAnalysisForYourOwnGoodMODULE2MSW525.docx **## CaseAnalysisForYourOwnGoodMODULE2MSW525.docx** **RUBRIC** **Readings** Saxe, G., Ellis, B.H. & Brown, A. (2015). _Trauma systems therapy for children and teens_. Guilford Press · **Chapter 3: The Regulation of Survival-in-the-Moment States** Per…

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    – ## CaseAnalysisForYourOwnGoodMODULE2MSW525.docx

    **## CaseAnalysisForYourOwnGoodMODULE2MSW525.docx**

    **RUBRIC**

    **Readings**

    Saxe, G., Ellis, B.H. & Brown, A. (2015).
    _Trauma systems therapy for children and teens_. Guilford Press

    ·
    **Chapter 3: The Regulation of Survival-in-the-Moment States**

    Perry, B. D., & Szalavitz, M. (2017).
    _The boy who was raised as a dog: And other stories from a child psychiatrist's notebook – what traumatized children can teach us about loss, love, and healing_. Basic Books.

    ·
    **Chapter 2: For Your Own Good**

    Harris, B., N. (2018).
    _The deepest well: Healing the long-term effects of childhood adversity._ Houghton Mifflin Harcourt

    ·
    **Chapter 4: The Drive-By and the Bear**

    ·
    **Chapter 5: Dynamic Disruption**

    ·
    **Chapter 6: Lick Your Pups!**

    **Requirements(The Boy Who Was Raise As**

    The
    **Case Analysis: The Case of Tina  use of citations**, use English Grammar, Sentence structure, and overall organization based on the required components as summarized in the directions and grading criteria/rubric.

    **3- Page Paper**.

    **APA format** is required with both a title page and reference page.

    **Note: Introduction** –
    **Write an introduction but do not use "Introduction" as a heading in accordance with the rules put forth in the**
    **_Publication manual of the American Psychological Association_.**

    Case Analysis: For Your Own Good

    | | | |
    | — | — | — |
    | **Criteria** | **Points** | **Description** |
    | **Provide examples from the case of Sandy that illustrate the impact that trauma has on the neurobiology of children.** | 25 | The student identifies numerous examples of the neurobiological impact that Sandy’s traumatic experience had on her development, relationships, and behaviors. |
    | **Identify and examine the secondary adversities that Sandy experienced as a result of her trauma.** | 25 | The student will recognize and examine multiple secondary adversities in Sandy’s environment that have resulted from her traumatic experience. |
    | **Assess the impact that Sandy’s social environment had on her ability to heal from her childhood trauma experiences.** | 25 | The student describes the protective and promotive factors in Sandy’s environment. The student makes clear connections showing how the stressors in the environment could possibly impact Sandy’s healing and treatment. |
    | **Writing Clarity and Organization** | 25 | The paper is well organized and completely free of any writing errors. |

    **## CaseAnalysisForYourOwnGoodMODULE2MSW525.docx**

    **RUBRIC**

    **Readings**

    Saxe, G., Ellis, B.H. & Brown, A. (2015).
    _Trauma systems therapy for children and teens_. Guilford Press

    ·
    **Chapter 3: The Regulation of Survival-in-the-Moment States**

    Perry, B. D., & Szalavitz, M. (2017).
    _The boy who was raised as a dog: And other stories from a child psychiatrist's notebook – what traumatized children can teach us about loss, love, and healing_. Basic Books.

    ·
    **Chapter 2: For Your Own Good**

    Harris, B., N. (2018).
    _The deepest well: Healing the long-term effects of childhood adversity._ Houghton Mifflin Harcourt

    ·
    **Chapter 4: The Drive-By and the Bear**

    ·
    **Chapter 5: Dynamic Disruption**

    ·
    **Chapter 6: Lick Your Pups!**

    **Requirements(The Boy Who Was Raise As**

    The
    **Case Analysis: The Case of Tina  use of citations**, use English Grammar, Sentence structure, and overall organization based on the required components as summarized in the directions and grading criteria/rubric.

    **3- Page Paper**.

    **APA format** is required with both a title page and reference page.

    **Note: Introduction** –
    **Write an introduction but do not use "Introduction" as a heading in accordance with the rules put forth in the**
    **_Publication manual of the American Psychological Association_.**

    Case Analysis: For Your Own Good

    | | | |
    | — | — | — |
    | **Criteria** | **Points** | **Description** |
    | **Provide examples from the case of Sandy that illustrate the impact that trauma has on the neurobiology of children.** | 25 | The student identifies numerous examples of the neurobiological impact that Sandy’s traumatic experience had on her development, relationships, and behaviors. |
    | **Identify and examine the secondary adversities that Sandy experienced as a result of her trauma.** | 25 | The student will recognize and examine multiple secondary adversities in Sandy’s environment that have resulted from her traumatic experience. |
    | **Assess the impact that Sandy’s social environment had on her ability to heal from her childhood trauma experiences.** | 25 | The student describes the protective and promotive factors in Sandy’s environment. The student makes clear connections showing how the stressors in the environment could possibly impact Sandy’s healing and treatment. |
    | **Writing Clarity and Organization** | 25 | The paper is well organized and completely free of any writing errors. |

  • [Solved] feedback Aema

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    When understanding missing data, the first step is to identify the mechanism of missingness. According to Peng et al. (2007), the mechanism and pattern of missing data have a greater impact on research results than the amount of data missing. Both are vital for researchers to consider before selecti…

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    Assignment Prompt & Instructions

    When understanding missing data, the first step is to identify the mechanism of missingness. According to Peng et al. (2007), the mechanism and pattern of missing data have a greater impact on research results than the amount of data missing. Both are vital for researchers to consider before selecting an appropriate procedure for handling missing data. Mechanisms that lead to missing data are typically classified as Missing Completely at Random (MCAR), Missing at Random (MAR), and non-ignorable missing. MCAR occurs when missingness depends on neither observed data nor the missing values themselves (Peng et al., 2007). MAR does not imply ignorable bias; instead, it requires proper handling techniques such as maximum likelihood or multiple imputation (Kang, 2013). Non-ignorable missing occurs when missingness is related to unobserved values and cannot be explained by observed data. This situation is more complex and requires modeling of the missing data mechanism (Peng et al., 2007). Common methods for handling missing data include listwise deletion, pairwise deletion, and mean substitution. Listwise deletion is easy to apply and produces unbiased results if the MCAR assumption is satisfied. However, it reduces sample size and statistical power, and produces biased results when MCAR is not met (Kang, 2013). Pairwise deletion preserves more data by using all available pairs, but the drawback is that parameters are estimated from different subsets, which can yield invalid correlation matrices (Kang, 2013). Mean substitution retains sample size, but it underestimates variability, introduces bias, and adds no new information (Kang, 2013). As a guideline, deletion may be acceptable when data are MCAR and the sample is large. However, if missingness exceeds 5–10% or follows a MAR mechanism, estimation methods such as multiple imputation or maximum likelihood are preferred to preserve validity (Kang, 2013)
                                                                  References
    Kang, H. (2013). The prevention and handling of the missing data. Korean Journal of Anesthesiology, 64(5), 402. https://doi.org/10.4097/kjae.2013.64.5.402
    Peng, C. Y. J., Harwell, M., Liou, S. M., & Ehman, L. H. (2007). Advances In Missing Data Methods and Implications for Educational Research. In Real Data Analysis (pp. 31–78). Information Age Publishing.
    .

  • [Solved] Psychology I need help with my homework.

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    In-depth study guidance and analytical solution covering Psychology I need help with my homework..

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  • [Solved] ARA2

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    In-depth study guidance and analytical solution covering ARA2.

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  • [Solved] Psychology week one assignment

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    Make sure you spend most of your time writing up the results section of the assignment, as it is the most important piece. The format is very important, so make sure your text, tables, and figures are all following APA format. \ CESD_1_.sav](https://www.sweetstudy.com/files/cesd-1-sav-10391547 "C…

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    Make sure you spend most of your time writing up the results section of the assignment, as it is the most important piece. The format is very important, so make sure your text, tables, and figures are all following APA format.
    \
    CESD_1_.sav](https://www.sweetstudy.com/files/cesd-1-sav-10391547 "CESD_1_.sav")
    \
    RSM801_W1Assignment.docx](https://www.sweetstudy.com/files/rsm801-w1assignment-docx-10391551 "RSM801_W1Assignment.docx")
    \
    en-Rec-Sep220253_04PM-QuantitativeResearchII.mp4.txt](https://www.sweetstudy.com/files/en-rec-sep220253-04pm-quantitativeresearchii-mp4-txt "en-Rec-Sep220253_04PM-QuantitativeResearchII.mp4.txt")

  • [Solved] Laws and Rules

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    Looking for help studying for subjedt laws and rules

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    Looking for help studying for subjedt laws and rules

  • [Solved] Feedback Steven

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    **What is most important to determine when to understanding missing data?** Researchers can enhance the validity of their studies by prioritizing data collection and applying robust analytical techniques that will lead to more reliable conclusions in clinical research (Kang, 2013). **What are the ad…

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    **What is most important to determine when to understanding missing data?**
    Researchers can enhance the validity of their studies by prioritizing data collection and applying robust analytical techniques that will lead to more reliable conclusions in clinical research (Kang, 2013).
    **What are the advantages and disadvantages of common missing data methods?**
    Missing data methods for analysis of uncertainty in the imputation process making it one of the most robust methods though it requires careful planning and execution. The strengths and weaknesses of each method have its own set of advantages and disadvantages. Some of its strengths are ad hoc methods making it easy to implement and require minimal computational resources. Both methods are efficient and provide unbiased estimates when assumptions are met. Some weaknesses of Ad Hoc Methods are that they tend to lose information and can introduce biases of principled methods and often require more complex statistical knowledge. Peng et al. (2006) model choice of method for handling missing data depending on the specific context and the nature of the data methods may suffice for simpler analysis while principled methods are preferred for more demanding statistical requirements although understanding these methods helps researchers make informed decisions to enhance the integrity of their analysis (Peng et al., 2006).
    **When might one use as a threshold or guideline in terms of when missing data be estimated vs. deleted?**
    The outlier should be removed to avoid skewing results, retain legitimate outliers and valid observation researchers might consider using transformations to mitigate its impact. The outliers pose a significant challenge in statistical analysis, impacting accuracy and error rates. Researchers must diligently check for outliers and understand their causes in order to decide on appropriate methods for handling them and by doing so they can enhance the reliability of their findings while contributing valuable insights to their fields (Osborne & Overbay, 2004).
    References
    Kang, H. (2013). The prevention and handling of the missing data. _Korean Journal of Anesthesiology, 64_(5), 402-406. [https://doi.org/10.4097/kjae.2013.64.5.402](https://doi.org/10.4097/kjae.2013.64.5.402)
    Osborne & Overbay (2004). The power of outliers (and why researchers should ALWAYS check for them _. Practical Assessment, Research & Evaluation, 9_ (6), 1-8. [http://PAREonline.net/getvn.asp?v=9&n=6](http://pareonline.net/getvn.asp?v=9&n=6)
    Peng, C.-Y. J., Harwell, M., Liou, S.-M., &Ehman, L. H. (2006). Advances in missing data methods and implications for educational research. In S. Sawilowsky (Ed _.), Real data analysis_ (pp. 31-78). Information Age Publishing.

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    **What is most important to determine when understanding missing data?** A central concern in the treatment of missing data is the identification of the underlying mechanism responsible for the missingness. Graham (2009) underscores the necessity of distinguishing among data that are Missing Complet…

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    **What is most important to determine when understanding missing data?**
    A central concern in the treatment of missing data is the identification of the underlying mechanism responsible for the missingness. Graham (2009) underscores the necessity of distinguishing among data that are Missing Completely at Random (MCAR), Missing at Random (MAR), and Missing Not at Random (MNAR), as this classification directly informs the selection of appropriate statistical techniques and the potential for bias in estimation. Similarly, Peng, Harwell, Liou, and Lee (2006) emphasize that a clear understanding of the missingness mechanism is foundational to choosing a valid analytic strategy and ensuring the integrity of statistical inference.
    **What are the advantages and disadvantages of common missing data methods?**
    Traditional approaches to handling missing data, such as listwise deletion, remain prevalent due to their simplicity and ease of implementation. However, these methods frequently result in biased parameter estimates and diminished statistical power, particularly when the data are not Missing Completely at Random (MCAR) (Peng et al., 2006; Graham, 2009). Pairwise deletion, while capable of retaining more data points, may yield inconsistent results across analyses due to variations in sample sizes and covariance structures. In contrast, more sophisticated techniques such as Multiple Imputation (MI) and Full Information Maximum Likelihood (FIML) offer improved accuracy and efficiency when data are Missing at Random (MAR), though they demand greater computational resources and careful attention to model specification (Graham, 2009). Although Osborne and Overbay (2004) primarily address the issue of outliers, their work underscores a broader methodological concern: the failure to account for data irregularities, whether outliers or missing values can significantly compromise the validity of statistical conclusions and should be approached with deliberate scrutiny.
    **When might one use a threshold or guideline in terms of when missing data should be estimated vs. deleted?**
    According to Graham (2009), when the proportion of missing data is relatively small meaning , typically less than five percent and the missingness mechanism is classified as Missing Completely at Random (MCAR), the use of deletion methods may be considered acceptable. However, as the extent of missingness increases or when the data exhibit patterns consistent with Missing at Random (MAR) or Missing Not at Random (MNAR), more advanced estimation procedures such as Multiple Imputation (MI) or Full Information Maximum Likelihood (FIML) are generally preferred due to their capacity to yield more accurate and less biased results. Peng, Harwell, Liou, and Lee (2006) caution against the application of rigid thresholds for determining acceptable levels of missingness. Instead, they advocate for a context-sensitive evaluation of how missing data may affect key variables and compromise the assumptions underlying statistical models. Their analysis underscores that even modest amounts of missing data can pose significant threats to validity when the missingness is systematically related to substantive predictors or outcomes.
    **Reference**
    Graham, J. W. (2009). Missing data analysis: Making it work in the real world. _Annual Review of Psychology, 60_, 549–576. https://doi.org/10.1146/annurev.psych.58.110405.085530
    Peng, C. Y. J., Harwell, M., Liou, P.-Y., & Lee, Y. (2006). Advances in missing data methods and implications for educational research. In S. Sawilowsky (Ed.), _Real data analysis_ (pp. 31–78). Information Age Publishing.
    Osborne, J. W., & Overbay, A. (2004). The power of outliers (and why researchers should always check for them). _Practical Assessment, Research & Evaluation, 9_(6), 1–8. https://doi.org/10.7275/qf69-7k43