Tag: Model Answer

  • [Solved] Follow the instruction below and the attachment

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    Follow the instructions below and the attachment – ## Assignment4_Methods1.docx **## Assignment4_Methods1.docx** **Directions**: Submit the third component of your research proposal, i.e., the _methods_. Keep in mind, the methods is NOT a description of the literature review process. While the lit…

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    Follow the instructions below and the attachment

    – ## Assignment4_Methods1.docx

    **## Assignment4_Methods1.docx**

    **Directions**: Submit the third component of your research proposal, i.e., the
    _methods_. Keep in mind, the methods is NOT a description of the literature review process. While the literature review is an important piece of the research process, you are constructing a proposal; this means, you are proposing a future study based on what you've discovered via surveying the literature. In other words, you're pretending you’d be collecting data from subjects to study your research questions.

    The methods should provide a detailed description of the desired sample set and how the study will be carried out. Please keep in mind that anyone who reads your methods should be able to replicate what you’ve done; ergo,
    **transparency** is imperative when writing the methods.

    Please make sure you adhere to APA format and submit the assignment in a
    **Microsoft Word document**. The following rubric will be used to grade the assignment:

    | | | |
    | — | — | — |
    | **General Formatting** | **Points** | **Points** |
    | Paper is double-spaced. | 2 | |
    | Paper uses 12-point, Times New Roman font. | 2 | |
    | Paper was spell-checked. | 2 | |
    | Section contains the following headers: subjects, instruments/materials, design, procedure, and limitations. | 2 | |
    | **APA Formatting** | **Points** | **Points** |
    | Paper includes a separate title page that includes the title of the paper, the student’s name, and the name of the course. | 2 | |
    | In-text citations adhere to APA format. | 2 | |
    | Reference list adheres to APA format. | 2 | |
    | Headings and subheadings adhere to APA format. | 2 | |
    | **Participants or Subjects** | **Points** | **Points** |
    | An adequate description of the subjects was provided, including the proposed sample size, where the subjects will be sampled from, characteristics of the sample set, and inclusion/exclusion criteria. | 5 | |
    | Description of the sampling technique that will be utilized is provided. | 5 | |
    | **Instruments or Materials** | **Points** | **Points** |
    | A description of how the data will be collected is included. This includes any instruments, materials, or apparatuses used to collect data and/or measure variables. | 5 | |
    | **Design** | **Points** | **Points** |
    | The methodology you intend to use was described. In other words, will your research be quantitative, qualitative, or mixed methods? Is it cross sectional or longitudinal? What type of quantitative (e.g., correlational, causal-comparative, etc.), qualitative (e.g., ethnography, phenomenological, etc.), or mixed methods (e.g., explanatory sequential mixed methods, etc.) design is your proposed study? | 5 | |
    | A brief justification regarding the intended design is provided. | 5 | |
    | **Procedure** | **Points** | **Points** |
    | The steps taken to adequately collect the data are described. | 5 | |
    | **Limitations** | **Points** | **Points** |
    | Any anticipated limitations that could affect the data collection process and/or the validity of the study was discussed. | 4 | |
    | **TOTAL** | **50** | |

    **## Assignment4_Methods1.docx**

    **Directions**: Submit the third component of your research proposal, i.e., the
    _methods_. Keep in mind, the methods is NOT a description of the literature review process. While the literature review is an important piece of the research process, you are constructing a proposal; this means, you are proposing a future study based on what you've discovered via surveying the literature. In other words, you're pretending you’d be collecting data from subjects to study your research questions.

    The methods should provide a detailed description of the desired sample set and how the study will be carried out. Please keep in mind that anyone who reads your methods should be able to replicate what you’ve done; ergo,
    **transparency** is imperative when writing the methods.

    Please make sure you adhere to APA format and submit the assignment in a
    **Microsoft Word document**. The following rubric will be used to grade the assignment:

    | | | |
    | — | — | — |
    | **General Formatting** | **Points** | **Points** |
    | Paper is double-spaced. | 2 | |
    | Paper uses 12-point, Times New Roman font. | 2 | |
    | Paper was spell-checked. | 2 | |
    | Section contains the following headers: subjects, instruments/materials, design, procedure, and limitations. | 2 | |
    | **APA Formatting** | **Points** | **Points** |
    | Paper includes a separate title page that includes the title of the paper, the student’s name, and the name of the course. | 2 | |
    | In-text citations adhere to APA format. | 2 | |
    | Reference list adheres to APA format. | 2 | |
    | Headings and subheadings adhere to APA format. | 2 | |
    | **Participants or Subjects** | **Points** | **Points** |
    | An adequate description of the subjects was provided, including the proposed sample size, where the subjects will be sampled from, characteristics of the sample set, and inclusion/exclusion criteria. | 5 | |
    | Description of the sampling technique that will be utilized is provided. | 5 | |
    | **Instruments or Materials** | **Points** | **Points** |
    | A description of how the data will be collected is included. This includes any instruments, materials, or apparatuses used to collect data and/or measure variables. | 5 | |
    | **Design** | **Points** | **Points** |
    | The methodology you intend to use was described. In other words, will your research be quantitative, qualitative, or mixed methods? Is it cross sectional or longitudinal? What type of quantitative (e.g., correlational, causal-comparative, etc.), qualitative (e.g., ethnography, phenomenological, etc.), or mixed methods (e.g., explanatory sequential mixed methods, etc.) design is your proposed study? | 5 | |
    | A brief justification regarding the intended design is provided. | 5 | |
    | **Procedure** | **Points** | **Points** |
    | The steps taken to adequately collect the data are described. | 5 | |
    | **Limitations** | **Points** | **Points** |
    | Any anticipated limitations that could affect the data collection process and/or the validity of the study was discussed. | 4 | |
    | **TOTAL** | **50** | |

  • [Solved] Education

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  • [Solved] Education Final Assignment

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    Please look at the attach document and follow the directions, along with no Plagiarism . – ## FinalAssignment.docx – ## SmartGoalsforEducationImprovementProposalWeek2.docx – ## MethodsAnalysisAssignmentWeek4.docx – ImplementingPositiveBehaviourInterventionsandSupportsPBIStoEnhanceClassroomManagement…

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    Assignment Prompt & Instructions

    Please look at the attach document and follow the directions, along with no Plagiarism .

    – ## FinalAssignment.docx

    – ## SmartGoalsforEducationImprovementProposalWeek2.docx

    – ## MethodsAnalysisAssignmentWeek4.docx

    – ImplementingPositiveBehaviourInterventionsandSupportsPBIStoEnhanceClassroomManagementinK12SchoolsWeek3.docx

    **## FinalAssignment.docx**

    Purpose: Due Aug 3, Topic: Implementing Positive Behavior Interventions and Supports (PBIS) to Enhance Classroom Management in K–12 Schools

    Synthesize information from performance data to design an Instructional Improvement Plan tailored to the needs of either a K-12 school district or a higher education institution.

    Overview

    This assignment involves analyzing performance data to identify areas requiring improvement within either a K-12 school district or a higher education institution. By examining various metrics such as academic achievement, student growth, graduation rates, and attendance records, the objective is to uncover deficiencies and inform the development of an Instructional Improvement Plan. This plan will outline strategies to enhance the overall performance of the educational entity.

    Tasks

    1. Gather Data

    · Obtain the most recent performance data for the educational entity.

    · For K-12: Locate Adequate Yearly Progress (AYP) data and demographic information, including data on NCLB sub-groups.

    · For Higher Education: Collect data on academic achievement, student retention, graduation rates, and any other relevant metrics.

    2. Analyze Data

    · Identify areas of deficiency in two academic areas based on the performance data.

    · For K-12: Analyze AYP data and demographic information to pinpoint areas where the district is not meeting goals or falling behind comparable districts.

    · For Higher Education: Examine performance data to identify areas where the institution's performance lags behind benchmarks or comparable institutions.

    3. Describe Findings

    · Provide a brief description of the findings and conclusions regarding curriculum/instruction deficit areas.

    · Support identified deficiencies with specific examples or evidence from the data.

    · Relate deficiencies to relevant benchmarks, targets, or standards.

    4. Compose Instructional Improvement Plan

    · Develop an Instructional Improvement Plan addressing the identified deficiencies.

    · For K-12: Propose strategies to improve curriculum and instruction in the deficient areas, considering the needs of diverse student populations.

    · For Higher Education: Outline strategies to enhance teaching and learning practices, curriculum development, and student support services to address identified deficiencies.

    5. Paper Formatting Requirements

    · Double-spaced, size 12 font, Times New Roman, APA style.

    · Ensure that the assignment is well-organized, coherent, and free from grammatical errors.

    Module 6: Methods – Finalized Education Improvement Plan Submission Due Aug 9

    Purpose

    Topic: Implementing Positive Behavior Interventions and Supports (PBIS) to Enhance Classroom Management in K–12 Schools

    To justify the necessity and efficacy of a school improvement project within either a K-12 school or a higher education institution.

    Overview

    This assignment entails preparing a comprehensive school improvement plan based on the analysis of actual demographic and test data from the educational entity. Additionally, you will design a curriculum framework aligned with standards and assessments to address identified areas of deficiency. By integrating current research-based strategies, this plan aims to strengthen curriculum delivery and enhance student performance.9

    Tasks

    **K-12 Track**

    1. Read the Overview.

    2. Provide a data analysis summary of curriculum/instruction deficit areas. Identify at least 3 problem areas.

    3. Locate 3 current research-based strategies (recent) that would help [i] target the identified deficit areas, and [ii] strengthen (and improve) the delivery of curriculum/instruction to improve future student performance in those areas.

    4. Finally, make recommendations to site-based leadership for improving curriculum/instruction.

    5. Include Modules 2 through 5 submissions, after correcting with instructor feedback, if necessary, to the finalized plan.

    6. Compose a paper responding to the above questions and using the structure below:

    a. Introduction:

    i. Overview of the current state of the school

    ii. Importance of creating a school improvement plan

    b. School Vision and Mission:

    i. Defining the vision statement for the school

    ii. Establishing the mission statement for the school

    c. Analysis of Current Performance:

    i. Identifying areas of strengths and weaknesses

    ii. Analyzing student achievement data

    iii. Reviewing feedback from staff, parents, and students

    iv. Conducting a needs assessment

    d. Goals and Objectives:

    i. Setting specific and measurable goal(s) aligned with the school's vision and mission

    ii. Defining objectives to achieve each goal

    e. Curriculum Framework:

    i. Conceptual Design

    ii. Design Overview

    iii. Professional Development Session

    f. Strategies and Action Steps:

    i. Developing strategies to address identified weaknesses and support strengths

    ii. Outlining action steps required to implement each strategy

    g. Recommendations:

    i. Identifying areas where staff members require additional training or support

    ii. Offering professional development opportunities to enhance instructional practices

    iii. Incorporating ongoing professional learning into the school improvement plan. Note: Think beyond just the first few weeks after the plan has been implemented. Example – semester 1 PD, semester 2 PD, year 2 semester 1 PD, year 2 semester 2 PD.

    h. Appendix:

    i. Supporting documents, such as data analysis reports, surveys, and research articles

    7. Proofread your paper before submission.

    a. Paper formatting requirements: Double-spaced, size 12 font, Times New Roman, APA style.

    b. Ensure that your assignment is well-organized, coherent, and free from grammatical errors.

    8. Submit the completed first draft of your assignment. Your work will automatically be checked by Turnitin.

    **## SmartGoalsforEducationImprovementProposalWeek2.docx**

    2

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    ### **Smart Goals for Education Improvement Proposal Week 2**

    **Smart Goals for Education Improvement Proposal**

    **Introduction**

    Effective school improvement begins with the establishment of clear and achievable goals. SMART goals—Specific, Measurable, Achievable, Relevant, and Time-bound — are seen as the backbone of strategic educational planning. This proposal includes two SMART goals that aim to improve the school climate, equity, and support systems for students. It involves the consistent use of Positive Behavioral Interventions and Supports (PBIS) in school classrooms and a decrease in the number of disciplinary referrals, especially for marginalized groups of students. The objectives are in synergy with the overall mission of establishing a safe, inclusive, and high-performing learning environment for all students at the K-12 levels.

    **SMART Goal #1: PBIS Implementation and Consistency Across Classrooms**

    Implement PBIS school-wide to promote consistency in classroom management strategies across all K–12 classrooms. By May 2026, the percentage of classrooms consistently using core PBIS practices—such as setting clear expectations, establishing proactive routines, and using positive reinforcement—will increase from baseline (identified via an initial audit) to 90%..

    **Rationale and Relevance**

    Studies have demonstrated that in schools where PBIS is used rigorously, there are fewer behavior issues, better academic achievement, and more discipline equity (Simonsen et al., 2015). Uneven classroom management may be misleading to students and reinforce injustice. This aim achieves this by making all the teachers focus on a common behavioral framework, therefore, providing the students with wise counsel that is both consistent and supportive and culturally sensitive.

    **Implementation Strategies**

    First, the school will carry out a baseline audit to get to know the current PBIS practices in classrooms. According to the results, a PBIS toolkit will be compiled and disseminated. The toolkit will entail an expectation teaching lesson sample, a behavior matrix template, as well as frequency examples. Every three months, professional development will be centered around central practices in PBIS, behavioral data utilization, and culturally responsive teaching. Continuing teacher development will be facilitated by behavior specialists in the field through an in-class monthly coaching session. PBIS grade-level teams will promote collaboration, tell success stories, and problem-solve implementation challenges.

    **Monitoring and Evaluation**

    The implementation of PBIS will be monitored with the help of the Tiered Fidelity Inventory (TFI), which will be applied every 2 months. The teacher feedback surveys and classroom observations will allow obtaining qualitative as well as quantitative observations. The school will also monitor the behavioral referral patterns, attendance rates, and teacher response-specific feedback of PBIS in order to quantify a change in the long run.

    **Challenges and Opportunities**

    The possible barriers are diverse teacher buy-in, time restraints to PD and coaching, and logistics of gathering data. Nonetheless, the given objective has a great potential to bring the staff on a single basis, reinforce classroom culture, and establish a consistent set of behavior expectations more beneficial to all students.

    **SMART Goal #2: Reducing Disciplinary Referrals and Behavioural Disparities**

    Reduce the number of disciplinary referrals and address disparities in behavioral consequences among students of marginalized backgrounds through restorative and proactive PBIS practices. By the end of the 2025–2026 school year, overall disciplinary referrals will decrease by 30%, and racial/ethnic disparities in discipline will decline by 50%, based on disaggregated incident data.

    **Rationale and Relevance**

    The national data indicates that the racial/ethnic groups of color, especially Black and Latino students, are overrepresented when it comes to discipline, and they can be punished simply because they do nothing more than others (Gregory et al., 2017). This continues patterns of disengagement, academic failure, and poor school experiences. This is necessary if we are to enhance educational parity, suppress implicit bias, and uphold equality and dignity for all students.

    **Implementation Strategies**

    At the start of the implementation phase, an equity audit will be done to determine discipline trends and gaps. Sections of results will guide specific professional learning in culturally responsive classroom management and restorative justice. Every quarter, employees will undergo the training devoted to such aspects as implicit biases, equitable discipline, and relationship building with students. Equity liaisons and discipline equity teams will also be established to assist teachers and monitor the data trends. Also, the school will collaborate with families and the community-based organizations that will augment the behavioral interventions outside the classroom.

    **Monitoring and Evaluation**

    Data on discipline will also be disaggregated quarterly on the basis of race and gender, plus special education status. Changes in instructional and disciplinary practices will be captured in the teacher coaching logs and self-assessment reflections, as well as in the comments of peer learning groups. An annual comparison between the rate of suspension and expulsion received will be made by the school to measure the effect. The evaluation process will also be guided by student focus groups and feedback from parents.

    **Challenges and Opportunities**

    The unwillingness to change pre-existing disciplinary behavior or to raise the issue of equity may be an impediment. Nevertheless, this is an essential goal since it is a chance to change the school culture, minimize prejudice, and empower marginalized voices. Real change can be realized with the characteristics of strong leadership, communication, and accountability.

    **Conclusion**

    The following SMART goals cover urgent demands of the school system: consistency in behavioral expectations and betterment of unfair disciplining practices. These aspirations can have a sustainable effect on school climate and student achievement through the means of focused training, data-based monitoring, and collaborative implementation. Following the mission of the school, that is based on equity, inclusivity, and excellence, they will make the learning process safer and support the needs of all students.

    **References**

    Gregory, A., Skiba, R. J., & Mediratta, K. (2017). Eliminating disparities in school discipline: A framework for intervention.
    _Review of Research in Education_,
    _41_(1), 253–278. https://doi.org/10.3102/0091732X17690499

    Ohio Department of Education. (n.d.).
    _Ohio improvement process_. Retrieved from
    [https://education.ohio.gov/Topics/District-and-School-Continuous-Improvement/Ohio-](https://education.ohio.gov/Topics/District-and-School-Continuous-Improvement/Ohio-) Improvement-Process-OIP

    Simonsen, B., Freeman, J., Sugai, G., Dooley, K., & Putnam, R. (2015). Fidelity of implementation within a multi-tiered system of support (MTSS): Focusing on classroom support.
    _Preventing School Failure: Alternative Education for Children and Youth_,
    _59_(3), 129–135. https://doi.org/10.1353/hsj.2015.0009

    Thoughtful Learning. (2016).
    _Tips on how to write a SMART goal_ [Video]. YouTube.
    [https://www.youtube.com/watch?v=1-SvuFIQjK8](https://www.youtube.com/watch?v=1-SvuFIQjK8)

    **## MethodsAnalysisAssignmentWeek4.docx**

    2

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    ## Methods Analysis Assignment Week 4

    ### Methods Analysis Assignment In education, improving student behavior and addressing different levels of discipline in schools is very important. There have been several real-life examples of how behavioral expectations and differences in disciplinary methods can impact student performance, especially for students of color and those with special needs, over the years. Considering these issues, this research paper aims to implement Positive Behavior in classroom management. To ensure that this project would be evidence-based and demonstrate measurable results, thorough research had to be conducted about the sources of data that would help shape the project and track its progress. This methodology will explain how the sources were selected and reviewed, the rationale for using them, and how they relate directly to the project objectives. The first objective is quite simple; it is all about consistency: wanting to see at least 90% of the classrooms in my school consistently using core PBIS practices by May 2026. This will also be monitored using regular schoolwide audits and surveys of teachers whose identities are not disclosed. The second objective is equity: I hope that by the end of the 2025-2026 school year, there will be a 30 percent decrease in the total number of disciplinary referrals and a 50 percent decrease in racial and ethnical disparities of discipline. They are not merely wishful objectives but will be researched, data-driven, and will have data at every phase. To help achieve these objectives, different secondary data sources were used: peer-reviewed journal articles, national PBIS frameworks, and reports of trends in school discipline. Each of these choices was highly specific, emphasizing their credibility and timeliness, but also on how related they are to the fundamental principles of PBIS and my school's equity-oriented mission. The sources are categorized into three: empirical studies demonstrating the outcomes of PBIS implementation, frameworks of successful implementation, and studies concentrating on school discipline disparities. For example, Gregory, Skiba, and Mediratta's (2017) article is quite insightful. Their contributions were fundamental to the racial imbalance in school discipline and how PBIS offers solutions to this problem. The article draws on national data and various case studies, which is why it is comprehensive and applicable. The fact that it tied PBIS implementation with broader equity reforms was the most important section because it relates to the second SMART goal. Hannigan and Hannigan (2020) also provided another important source as they presented the idea of the PBIS Champion Model. The model decomposes, measurable benchmarks in PBIS practices into three levels of support. This was helpful, especially when working on the first SMART goal, which concerned implementation consistency. They have an evidence-based model that contains fidelity tools and staff, students, and family engagement strategies. This model has been published in an authoritative journal of school leadership whose contents are germane to my objectives; hence, this gives me a sense of security in terms of reliability. Pas et al. (2019) provided even more insights into the analysis. They conducted a longitudinal study on how PBIS fidelity affects academic and behavioral results. Their application of mediation analysis attracted attention when they demonstrated how staff training, leadership support, and standard application impacted student success. Their evidence supported the notion that it was necessary to consider implementing PBIS at the surface level as well, incorporate it into the school culture, and maintain support long-term. Furthermore, there is the work of Simonsen et al. (2015), who propose a schoolwide model that incorporates behavior and academic support. They focus on sustainability based on well-defined structures, training, and constant monitoring. Their implementation checklists and coaching approaches proved to be the most valuable. This helps to define how to carry out the audits and collect the teachers' feedback. Their work was also justified as representatives of the University of Connecticut and the Center on PBIS. Tyre and Feuerborn (2021) wrote an article that highlighted some challenges in implementing PBIS. They analyze typical challenges of PBIS implementation: staff burnout, poor leadership buy-in, and poor accountability. Early identification of these risks will help establish a sustainability plan that can be used to coach the team continually and share the leadership roles. All these sources can play a unique role in helping to achieve the two SMART goals. The Hannigan and Simonsen modules of baseline audit and PD modules need to be utilized to enhance implementation fidelity. The research by Pas et al. promotes professional learning and demonstrates the influence of the quality of implementation on student achievements. Concerning the demarcation of disciplinary disparities, Gregory et al. and Tyre & Feuerborn provide theory-based, practice-based, equity-based approaches to disciplinary disparities using real-life scenarios of schools. The sources also share some qualities that increase their credibility. They are all peer-reviewed, and their authors are experts in educational leadership, behavioral support, or equity. The majority use a large number of datasets or longitudinal data to conclude their findings, which makes them valid. Notably, their conclusions can be immediately applied to schools' current world problems and challenges. Some other factors that had to be considered to determine whether these sources were valid and reliable were as follows. The former was content fitting: each article focuses on either PBIS implementation, outcomes, or discipline equity—this close association with the project's objectives augurs content validity well. Furthermore, many are based on existing PBIS models or employ documents like the SWPBIS Tiered Fidelity Inventory, confirming their construct validity. Another attribute that these sources excel in is reliability. Strict statistical study methods, multi-site research, and the tested implementation frameworks strengthen their findings. To illustrate, Pas et al. have administered data over various years and school locations, contributing to the strength of generalizability. Simonsen et al. applied verified assessment tools that have become highly used by PBIS schools nationwide. Such an agreement will allow findings to be replicated and provide confidence. These data sources will be incorporated into the suggested PBIS plan. The PBIS Champion Model and the tools used by Simonsen will serve as the templates for the school audit and the staff self-assessments. The results of the research by Pas will influence the direction and content of further professional growth, so that the focus is not only on talking about the attitude but also mastering skills. The work presented by Gregory will inform policy review and help to evaluate the existing disciplinary procedures using an equity lens. The insights of Tyre & Feuerborn will come in handy during the design of a rollout strategy and coaching strategy that should foresee and counteract the feelings of implementation fatigue or resistance. There is nothing wrong with using secondary data, but it also has limits. Most of the studies are based on data collected at the national or regional level, so they might not depict the special features of my school or district. To overcome this, researchers should augment these statistics with some localized data from local audits and disciplinary records of the chosen school. Another limitation is that the studies do not provide disaggregate data according to race, gender, or the status of disabilities. Therefore, the current project will require the use and analysis of school-level disaggregated data to monitor disparities with greater accuracy. Other challenges may include the need to comply with FERPA in case of student-level data analysis, or an insufficient number of personnel in an attempt to coach and guide concurrent practice. **References** Gregory, A., Skiba, R. J., & Mediratta, K. (2017). Eliminating disparities in school discipline: A framework for intervention. _Review of Research in Education, 41_(1), 253–278. [https://doi.org/10.3102/0091732X17690499](https://doi.org/10.3102/0091732X17690499) Hannigan, J. D., & Hannigan, J. (2020). Best practice PBIS implementation: Evidence indicators in each tier of the PBIS champion model. _Journal of School Administration Research and Development, 5_(1), 36–43. [https://doi.org/10.32674/jsard.v5i1.2111](https://doi.org/10.32674/jsard.v5i1.2111) OSEP Technical Assistance Center on Positive Behavioral Interventions and Supports. (2021). _Positive behavioral interventions and supports implementation blueprint_. https://www.pbis.org/resource/pbis-implementation-blueprint Pas, E. T., Waasdorp, T. E., Bradshaw, C. P., & Ialongo, N. S. (2019). The impact of PBIS fidelity on student outcomes: Examining school-level mediators. _Prevention Science, 20_(7), 1043–1053. [https://doi.org/10.1007/s11121-019-01017-8](https://doi.org/10.1007/s11121-019-01017-8) Simonsen, B., Freeman, J., Sugai, G., Dooley, K., & Flannery, K. B. (2015). A schoolwide model for service delivery: Redefining and reorganizing academic and behavior supports. _Teaching Exceptional Children, 47_(6), 323–333. [https://doi.org/10.1177/0040059915580030](https://doi.org/10.1177/0040059915580030) Tyre, A. D., & Feuerborn, L. L. (2021). The top 10 implementation pitfalls of schoolwide PBIS: Recommendations for sustainable change. _Preventing School Failure: Alternative Education for Children and Youth, 65_(2), 148–155. [https://doi.org/10.1080/1045988X.2020.1817686](https://doi.org/10.1080/1045988X.2020.1817686) U.S. Department of Education, Office for Civil Rights. (2020). _Civil Rights Data Collection (CRDC): School discipline reports._ https://ocrdata.ed.gov

    **ImplementingPositiveBehaviourInterventionsandSupportsPBIStoEnhanceClassroomManagementinK12SchoolsWeek3.docx**

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    **## FinalAssignment.docx**

    Purpose: Due Aug 3, Topic: Implementing Positive Behavior Interventions and Supports (PBIS) to Enhance Classroom Management in K–12 Schools

    Synthesize information from performance data to design an Instructional Improvement Plan tailored to the needs of either a K-12 school district or a higher education institution.

    Overview

    This assignment involves analyzing performance data to identify areas requiring improvement within either a K-12 school district or a higher education institution. By examining various metrics such as academic achievement, student growth, graduation rates, and attendance records, the objective is to uncover deficiencies and inform the development of an Instructional Improvement Plan. This plan will outline strategies to enhance the overall performance of the educational entity.

    Tasks

    1. Gather Data

    · Obtain the most recent performance data for the educational entity.

    · For K-12: Locate Adequate Yearly Progress (AYP) data and demographic information, including data on NCLB sub-groups.

    · For Higher Education: Collect data on academic achievement, student retention, graduation rates, and any other relevant metrics.

    2. Analyze Data

    · Identify areas of deficiency in two academic areas based on the performance data.

    · For K-12: Analyze AYP data and demographic information to pinpoint areas where the district is not meeting goals or falling behind comparable districts.

    · For Higher Education: Examine performance data to identify areas where the institution's performance lags behind benchmarks or comparable institutions.

    3. Describe Findings

    · Provide a brief description of the findings and conclusions regarding curriculum/instruction deficit areas.

    · Support identified deficiencies with specific examples or evidence from the data.

    · Relate deficiencies to relevant benchmarks, targets, or standards.

    4. Compose Instructional Improvement Plan

    · Develop an Instructional Improvement Plan addressing the identified deficiencies.

    · For K-12: Propose strategies to improve curriculum and instruction in the deficient areas, considering the needs of diverse student populations.

    · For Higher Education: Outline strategies to enhance teaching and learning practices, curriculum development, and student support services to address identified deficiencies.

    5. Paper Formatting Requirements

    · Double-spaced, size 12 font, Times New Roman, APA style.

    · Ensure that the assignment is well-organized, coherent, and free from grammatical errors.

    Module 6: Methods – Finalized Education Improvement Plan Submission Due Aug 9

    Purpose

    Topic: Implementing Positive Behavior Interventions and Supports (PBIS) to Enhance Classroom Management in K–12 Schools

    To justify the necessity and efficacy of a school improvement project within either a K-12 school or a higher education institution.

    Overview

    This assignment entails preparing a comprehensive school improvement plan based on the analysis of actual demographic and test data from the educational entity. Additionally, you will design a curriculum framework aligned with standards and assessments to address identified areas of deficiency. By integrating current research-based strategies, this plan aims to strengthen curriculum delivery and enhance student performance.9

    Tasks

    **K-12 Track**

    1. Read the Overview.

    2. Provide a data analysis summary of curriculum/instruction deficit areas. Identify at least 3 problem areas.

    3. Locate 3 current research-based strategies (recent) that would help [i] target the identified deficit areas, and [ii] strengthen (and improve) the delivery of curriculum/instruction to improve future student performance in those areas.

    4. Finally, make recommendations to site-based leadership for improving curriculum/instruction.

    5. Include Modules 2 through 5 submissions, after correcting with instructor feedback, if necessary, to the finalized plan.

    6. Compose a paper responding to the above questions and using the structure below:

    a. Introduction:

    i. Overview of the current state of the school

    ii. Importance of creating a school improvement plan

    b. School Vision and Mission:

    i. Defining the vision statement for the school

    ii. Establishing the mission statement for the school

    c. Analysis of Current Performance:

    i. Identifying areas of strengths and weaknesses

    ii. Analyzing student achievement data

    iii. Reviewing feedback from staff, parents, and students

    iv. Conducting a needs assessment

    d. Goals and Objectives:

    i. Setting specific and measurable goal(s) aligned with the school's vision and mission

    ii. Defining objectives to achieve each goal

    e. Curriculum Framework:

    i. Conceptual Design

    ii. Design Overview

    iii. Professional Development Session

    f. Strategies and Action Steps:

    i. Developing strategies to address identified weaknesses and support strengths

    ii. Outlining action steps required to implement each strategy

    g. Recommendations:

    i. Identifying areas where staff members require additional training or support

    ii. Offering professional development opportunities to enhance instructional practices

    iii. Incorporating ongoing professional learning into the school improvement plan. Note: Think beyond just the first few weeks after the plan has been implemented. Example – semester 1 PD, semester 2 PD, year 2 semester 1 PD, year 2 semester 2 PD.

    h. Appendix:

    i. Supporting documents, such as data analysis reports, surveys, and research articles

    7. Proofread your paper before submission.

    a. Paper formatting requirements: Double-spaced, size 12 font, Times New Roman, APA style.

    b. Ensure that your assignment is well-organized, coherent, and free from grammatical errors.

    8. Submit the completed first draft of your assignment. Your work will automatically be checked by Turnitin.

    **## SmartGoalsforEducationImprovementProposalWeek2.docx**

    2

    2

    ### **Smart Goals for Education Improvement Proposal Week 2**

    **Smart Goals for Education Improvement Proposal**

    **Introduction**

    Effective school improvement begins with the establishment of clear and achievable goals. SMART goals—Specific, Measurable, Achievable, Relevant, and Time-bound — are seen as the backbone of strategic educational planning. This proposal includes two SMART goals that aim to improve the school climate, equity, and support systems for students. It involves the consistent use of Positive Behavioral Interventions and Supports (PBIS) in school classrooms and a decrease in the number of disciplinary referrals, especially for marginalized groups of students. The objectives are in synergy with the overall mission of establishing a safe, inclusive, and high-performing learning environment for all students at the K-12 levels.

    **SMART Goal #1: PBIS Implementation and Consistency Across Classrooms**

    Implement PBIS school-wide to promote consistency in classroom management strategies across all K–12 classrooms. By May 2026, the percentage of classrooms consistently using core PBIS practices—such as setting clear expectations, establishing proactive routines, and using positive reinforcement—will increase from baseline (identified via an initial audit) to 90%..

    **Rationale and Relevance**

    Studies have demonstrated that in schools where PBIS is used rigorously, there are fewer behavior issues, better academic achievement, and more discipline equity (Simonsen et al., 2015). Uneven classroom management may be misleading to students and reinforce injustice. This aim achieves this by making all the teachers focus on a common behavioral framework, therefore, providing the students with wise counsel that is both consistent and supportive and culturally sensitive.

    **Implementation Strategies**

    First, the school will carry out a baseline audit to get to know the current PBIS practices in classrooms. According to the results, a PBIS toolkit will be compiled and disseminated. The toolkit will entail an expectation teaching lesson sample, a behavior matrix template, as well as frequency examples. Every three months, professional development will be centered around central practices in PBIS, behavioral data utilization, and culturally responsive teaching. Continuing teacher development will be facilitated by behavior specialists in the field through an in-class monthly coaching session. PBIS grade-level teams will promote collaboration, tell success stories, and problem-solve implementation challenges.

    **Monitoring and Evaluation**

    The implementation of PBIS will be monitored with the help of the Tiered Fidelity Inventory (TFI), which will be applied every 2 months. The teacher feedback surveys and classroom observations will allow obtaining qualitative as well as quantitative observations. The school will also monitor the behavioral referral patterns, attendance rates, and teacher response-specific feedback of PBIS in order to quantify a change in the long run.

    **Challenges and Opportunities**

    The possible barriers are diverse teacher buy-in, time restraints to PD and coaching, and logistics of gathering data. Nonetheless, the given objective has a great potential to bring the staff on a single basis, reinforce classroom culture, and establish a consistent set of behavior expectations more beneficial to all students.

    **SMART Goal #2: Reducing Disciplinary Referrals and Behavioural Disparities**

    Reduce the number of disciplinary referrals and address disparities in behavioral consequences among students of marginalized backgrounds through restorative and proactive PBIS practices. By the end of the 2025–2026 school year, overall disciplinary referrals will decrease by 30%, and racial/ethnic disparities in discipline will decline by 50%, based on disaggregated incident data.

    **Rationale and Relevance**

    The national data indicates that the racial/ethnic groups of color, especially Black and Latino students, are overrepresented when it comes to discipline, and they can be punished simply because they do nothing more than others (Gregory et al., 2017). This continues patterns of disengagement, academic failure, and poor school experiences. This is necessary if we are to enhance educational parity, suppress implicit bias, and uphold equality and dignity for all students.

    **Implementation Strategies**

    At the start of the implementation phase, an equity audit will be done to determine discipline trends and gaps. Sections of results will guide specific professional learning in culturally responsive classroom management and restorative justice. Every quarter, employees will undergo the training devoted to such aspects as implicit biases, equitable discipline, and relationship building with students. Equity liaisons and discipline equity teams will also be established to assist teachers and monitor the data trends. Also, the school will collaborate with families and the community-based organizations that will augment the behavioral interventions outside the classroom.

    **Monitoring and Evaluation**

    Data on discipline will also be disaggregated quarterly on the basis of race and gender, plus special education status. Changes in instructional and disciplinary practices will be captured in the teacher coaching logs and self-assessment reflections, as well as in the comments of peer learning groups. An annual comparison between the rate of suspension and expulsion received will be made by the school to measure the effect. The evaluation process will also be guided by student focus groups and feedback from parents.

    **Challenges and Opportunities**

    The unwillingness to change pre-existing disciplinary behavior or to raise the issue of equity may be an impediment. Nevertheless, this is an essential goal since it is a chance to change the school culture, minimize prejudice, and empower marginalized voices. Real change can be realized with the characteristics of strong leadership, communication, and accountability.

    **Conclusion**

    The following SMART goals cover urgent demands of the school system: consistency in behavioral expectations and betterment of unfair disciplining practices. These aspirations can have a sustainable effect on school climate and student achievement through the means of focused training, data-based monitoring, and collaborative implementation. Following the mission of the school, that is based on equity, inclusivity, and excellence, they will make the learning process safer and support the needs of all students.

    **References**

    Gregory, A., Skiba, R. J., & Mediratta, K. (2017). Eliminating disparities in school discipline: A framework for intervention.
    _Review of Research in Education_,
    _41_(1), 253–278. https://doi.org/10.3102/0091732X17690499

    Ohio Department of Education. (n.d.).
    _Ohio improvement process_. Retrieved from
    [https://education.ohio.gov/Topics/District-and-School-Continuous-Improvement/Ohio-](https://education.ohio.gov/Topics/District-and-School-Continuous-Improvement/Ohio-) Improvement-Process-OIP

    Simonsen, B., Freeman, J., Sugai, G., Dooley, K., & Putnam, R. (2015). Fidelity of implementation within a multi-tiered system of support (MTSS): Focusing on classroom support.
    _Preventing School Failure: Alternative Education for Children and Youth_,
    _59_(3), 129–135. https://doi.org/10.1353/hsj.2015.0009

    Thoughtful Learning. (2016).
    _Tips on how to write a SMART goal_ [Video]. YouTube.
    [https://www.youtube.com/watch?v=1-SvuFIQjK8](https://www.youtube.com/watch?v=1-SvuFIQjK8)

    **## MethodsAnalysisAssignmentWeek4.docx**

    2

    2

    ## Methods Analysis Assignment Week 4

    ### Methods Analysis Assignment In education, improving student behavior and addressing different levels of discipline in schools is very important. There have been several real-life examples of how behavioral expectations and differences in disciplinary methods can impact student performance, especially for students of color and those with special needs, over the years. Considering these issues, this research paper aims to implement Positive Behavior in classroom management. To ensure that this project would be evidence-based and demonstrate measurable results, thorough research had to be conducted about the sources of data that would help shape the project and track its progress. This methodology will explain how the sources were selected and reviewed, the rationale for using them, and how they relate directly to the project objectives. The first objective is quite simple; it is all about consistency: wanting to see at least 90% of the classrooms in my school consistently using core PBIS practices by May 2026. This will also be monitored using regular schoolwide audits and surveys of teachers whose identities are not disclosed. The second objective is equity: I hope that by the end of the 2025-2026 school year, there will be a 30 percent decrease in the total number of disciplinary referrals and a 50 percent decrease in racial and ethnical disparities of discipline. They are not merely wishful objectives but will be researched, data-driven, and will have data at every phase. To help achieve these objectives, different secondary data sources were used: peer-reviewed journal articles, national PBIS frameworks, and reports of trends in school discipline. Each of these choices was highly specific, emphasizing their credibility and timeliness, but also on how related they are to the fundamental principles of PBIS and my school's equity-oriented mission. The sources are categorized into three: empirical studies demonstrating the outcomes of PBIS implementation, frameworks of successful implementation, and studies concentrating on school discipline disparities. For example, Gregory, Skiba, and Mediratta's (2017) article is quite insightful. Their contributions were fundamental to the racial imbalance in school discipline and how PBIS offers solutions to this problem. The article draws on national data and various case studies, which is why it is comprehensive and applicable. The fact that it tied PBIS implementation with broader equity reforms was the most important section because it relates to the second SMART goal. Hannigan and Hannigan (2020) also provided another important source as they presented the idea of the PBIS Champion Model. The model decomposes, measurable benchmarks in PBIS practices into three levels of support. This was helpful, especially when working on the first SMART goal, which concerned implementation consistency. They have an evidence-based model that contains fidelity tools and staff, students, and family engagement strategies. This model has been published in an authoritative journal of school leadership whose contents are germane to my objectives; hence, this gives me a sense of security in terms of reliability. Pas et al. (2019) provided even more insights into the analysis. They conducted a longitudinal study on how PBIS fidelity affects academic and behavioral results. Their application of mediation analysis attracted attention when they demonstrated how staff training, leadership support, and standard application impacted student success. Their evidence supported the notion that it was necessary to consider implementing PBIS at the surface level as well, incorporate it into the school culture, and maintain support long-term. Furthermore, there is the work of Simonsen et al. (2015), who propose a schoolwide model that incorporates behavior and academic support. They focus on sustainability based on well-defined structures, training, and constant monitoring. Their implementation checklists and coaching approaches proved to be the most valuable. This helps to define how to carry out the audits and collect the teachers' feedback. Their work was also justified as representatives of the University of Connecticut and the Center on PBIS. Tyre and Feuerborn (2021) wrote an article that highlighted some challenges in implementing PBIS. They analyze typical challenges of PBIS implementation: staff burnout, poor leadership buy-in, and poor accountability. Early identification of these risks will help establish a sustainability plan that can be used to coach the team continually and share the leadership roles. All these sources can play a unique role in helping to achieve the two SMART goals. The Hannigan and Simonsen modules of baseline audit and PD modules need to be utilized to enhance implementation fidelity. The research by Pas et al. promotes professional learning and demonstrates the influence of the quality of implementation on student achievements. Concerning the demarcation of disciplinary disparities, Gregory et al. and Tyre & Feuerborn provide theory-based, practice-based, equity-based approaches to disciplinary disparities using real-life scenarios of schools. The sources also share some qualities that increase their credibility. They are all peer-reviewed, and their authors are experts in educational leadership, behavioral support, or equity. The majority use a large number of datasets or longitudinal data to conclude their findings, which makes them valid. Notably, their conclusions can be immediately applied to schools' current world problems and challenges. Some other factors that had to be considered to determine whether these sources were valid and reliable were as follows. The former was content fitting: each article focuses on either PBIS implementation, outcomes, or discipline equity—this close association with the project's objectives augurs content validity well. Furthermore, many are based on existing PBIS models or employ documents like the SWPBIS Tiered Fidelity Inventory, confirming their construct validity. Another attribute that these sources excel in is reliability. Strict statistical study methods, multi-site research, and the tested implementation frameworks strengthen their findings. To illustrate, Pas et al. have administered data over various years and school locations, contributing to the strength of generalizability. Simonsen et al. applied verified assessment tools that have become highly used by PBIS schools nationwide. Such an agreement will allow findings to be replicated and provide confidence. These data sources will be incorporated into the suggested PBIS plan. The PBIS Champion Model and the tools used by Simonsen will serve as the templates for the school audit and the staff self-assessments. The results of the research by Pas will influence the direction and content of further professional growth, so that the focus is not only on talking about the attitude but also mastering skills. The work presented by Gregory will inform policy review and help to evaluate the existing disciplinary procedures using an equity lens. The insights of Tyre & Feuerborn will come in handy during the design of a rollout strategy and coaching strategy that should foresee and counteract the feelings of implementation fatigue or resistance. There is nothing wrong with using secondary data, but it also has limits. Most of the studies are based on data collected at the national or regional level, so they might not depict the special features of my school or district. To overcome this, researchers should augment these statistics with some localized data from local audits and disciplinary records of the chosen school. Another limitation is that the studies do not provide disaggregate data according to race, gender, or the status of disabilities. Therefore, the current project will require the use and analysis of school-level disaggregated data to monitor disparities with greater accuracy. Other challenges may include the need to comply with FERPA in case of student-level data analysis, or an insufficient number of personnel in an attempt to coach and guide concurrent practice. **References** Gregory, A., Skiba, R. J., & Mediratta, K. (2017). Eliminating disparities in school discipline: A framework for intervention. _Review of Research in Education, 41_(1), 253–278. [https://doi.org/10.3102/0091732X17690499](https://doi.org/10.3102/0091732X17690499) Hannigan, J. D., & Hannigan, J. (2020). Best practice PBIS implementation: Evidence indicators in each tier of the PBIS champion model. _Journal of School Administration Research and Development, 5_(1), 36–43. [https://doi.org/10.32674/jsard.v5i1.2111](https://doi.org/10.32674/jsard.v5i1.2111) OSEP Technical Assistance Center on Positive Behavioral Interventions and Supports. (2021). _Positive behavioral interventions and supports implementation blueprint_. https://www.pbis.org/resource/pbis-implementation-blueprint Pas, E. T., Waasdorp, T. E., Bradshaw, C. P., & Ialongo, N. S. (2019). The impact of PBIS fidelity on student outcomes: Examining school-level mediators. _Prevention Science, 20_(7), 1043–1053. [https://doi.org/10.1007/s11121-019-01017-8](https://doi.org/10.1007/s11121-019-01017-8) Simonsen, B., Freeman, J., Sugai, G., Dooley, K., & Flannery, K. B. (2015). A schoolwide model for service delivery: Redefining and reorganizing academic and behavior supports. _Teaching Exceptional Children, 47_(6), 323–333. [https://doi.org/10.1177/0040059915580030](https://doi.org/10.1177/0040059915580030) Tyre, A. D., & Feuerborn, L. L. (2021). The top 10 implementation pitfalls of schoolwide PBIS: Recommendations for sustainable change. _Preventing School Failure: Alternative Education for Children and Youth, 65_(2), 148–155. [https://doi.org/10.1080/1045988X.2020.1817686](https://doi.org/10.1080/1045988X.2020.1817686) U.S. Department of Education, Office for Civil Rights. (2020). _Civil Rights Data Collection (CRDC): School discipline reports._ https://ocrdata.ed.gov

    **ImplementingPositiveBehaviourInterventionsandSupportsPBIStoEnhanceClassroomManagementinK12SchoolsWeek3.docx**

    This file is too large to display. [View in new window](https://www.sweetstudy.com/files/implementingpositivebehaviourinterventionsandsupportspbistoenhanceclassroommanagementink12schoolsweek3-docx)

    **## FinalAssignment.docx**

    Purpose: Due Aug 3, Topic: Implementing Positive Behavior Interventions and Supports (PBIS) to Enhance Classroom Management in K–12 Schools

    Synthesize information from performance data to design an Instructional Improvement Plan tailored to the needs of either a K-12 school district or a higher education institution.

    Overview

    This assignment involves analyzing performance data to identify areas requiring improvement within either a K-12 school district or a higher education institution. By examining various metrics such as academic achievement, student growth, graduation rates, and attendance records, the objective is to uncover deficiencies and inform the development of an Instructional Improvement Plan. This plan will outline strategies to enhance the overall performance of the educational entity.

    Tasks

    1. Gather Data

    · Obtain the most recent performance data for the educational entity.

    · For K-12: Locate Adequate Yearly Progress (AYP) data and demographic information, including data on NCLB sub-groups.

    · For Higher Education: Collect data on academic achievement, student retention, graduation rates, and any other relevant metrics.

    2. Analyze Data

    · Identify areas of deficiency in two academic areas based on the performance data.

    · For K-12: Analyze AYP data and demographic information to pinpoint areas where the district is not meeting goals or falling behind comparable districts.

    · For Higher Education: Examine performance data to identify areas where the institution's performance lags behind benchmarks or comparable institutions.

    3. Describe Findings

    · Provide a brief description of the findings and conclusions regarding curriculum/instruction deficit areas.

    · Support identified deficiencies with specific examples or evidence from the data.

    · Relate deficiencies to relevant benchmarks, targets, or standards.

    4. Compose Instructional Improvement Plan

    · Develop an Instructional Improvement Plan addressing the identified deficiencies.

    · For K-12: Propose strategies to improve curriculum and instruction in the deficient areas, considering the needs of diverse student populations.

    · For Higher Education: Outline strategies to enhance teaching and learning practices, curriculum development, and student support services to address identified deficiencies.

    5. Paper Formatting Requirements

    · Double-spaced, size 12 font, Times New Roman, APA style.

    · Ensure that the assignment is well-organized, coherent, and free from grammatical errors.

    Module 6: Methods – Finalized Education Improvement Plan Submission Due Aug 9

    Purpose

    Topic: Implementing Positive Behavior Interventions and Supports (PBIS) to Enhance Classroom Management in K–12 Schools

    To justify the necessity and efficacy of a school improvement project within either a K-12 school or a higher education institution.

    Overview

    This assignment entails preparing a comprehensive school improvement plan based on the analysis of actual demographic and test data from the educational entity. Additionally, you will design a curriculum framework aligned with standards and assessments to address identified areas of deficiency. By integrating current research-based strategies, this plan aims to strengthen curriculum delivery and enhance student performance.9

    Tasks

    **K-12 Track**

    1. Read the Overview.

    2. Provide a data analysis summary of curriculum/instruction deficit areas. Identify at least 3 problem areas.

    3. Locate 3 current research-based strategies (recent) that would help [i] target the identified deficit areas, and [ii] strengthen (and improve) the delivery of curriculum/instruction to improve future student performance in those areas.

    4. Finally, make recommendations to site-based leadership for improving curriculum/instruction.

    5. Include Modules 2 through 5 submissions, after correcting with instructor feedback, if necessary, to the finalized plan.

    6. Compose a paper responding to the above questions and using the structure below:

    a. Introduction:

    i. Overview of the current state of the school

    ii. Importance of creating a school improvement plan

    b. School Vision and Mission:

    i. Defining the vision statement for the school

    ii. Establishing the mission statement for the school

    c. Analysis of Current Performance:

    i. Identifying areas of strengths and weaknesses

    ii. Analyzing student achievement data

    iii. Reviewing feedback from staff, parents, and students

    iv. Conducting a needs assessment

    d. Goals and Objectives:

    i. Setting specific and measurable goal(s) aligned with the school's vision and mission

    ii. Defining objectives to achieve each goal

    e. Curriculum Framework:

    i. Conceptual Design

    ii. Design Overview

    iii. Professional Development Session

    f. Strategies and Action Steps:

    i. Developing strategies to address identified weaknesses and support strengths

    ii. Outlining action steps required to implement each strategy

    g. Recommendations:

    i. Identifying areas where staff members require additional training or support

    ii. Offering professional development opportunities to enhance instructional practices

    iii. Incorporating ongoing professional learning into the school improvement plan. Note: Think beyond just the first few weeks after the plan has been implemented. Example – semester 1 PD, semester 2 PD, year 2 semester 1 PD, year 2 semester 2 PD.

    h. Appendix:

    i. Supporting documents, such as data analysis reports, surveys, and research articles

    7. Proofread your paper before submission.

    a. Paper formatting requirements: Double-spaced, size 12 font, Times New Roman, APA style.

    b. Ensure that your assignment is well-organized, coherent, and free from grammatical errors.

    8. Submit the completed first draft of your assignment. Your work will automatically be checked by Turnitin.

    **## SmartGoalsforEducationImprovementProposalWeek2.docx**

    2

    2

    ### **Smart Goals for Education Improvement Proposal Week 2**

    **Smart Goals for Education Improvement Proposal**

    **Introduction**

    Effective school improvement begins with the establishment of clear and achievable goals. SMART goals—Specific, Measurable, Achievable, Relevant, and Time-bound — are seen as the backbone of strategic educational planning. This proposal includes two SMART goals that aim to improve the school climate, equity, and support systems for students. It involves the consistent use of Positive Behavioral Interventions and Supports (PBIS) in school classrooms and a decrease in the number of disciplinary referrals, especially for marginalized groups of students. The objectives are in synergy with the overall mission of establishing a safe, inclusive, and high-performing learning environment for all students at the K-12 levels.

    **SMART Goal #1: PBIS Implementation and Consistency Across Classrooms**

    Implement PBIS school-wide to promote consistency in classroom management strategies across all K–12 classrooms. By May 2026, the percentage of classrooms consistently using core PBIS practices—such as setting clear expectations, establishing proactive routines, and using positive reinforcement—will increase from baseline (identified via an initial audit) to 90%..

    **Rationale and Relevance**

    Studies have demonstrated that in schools where PBIS is used rigorously, there are fewer behavior issues, better academic achievement, and more discipline equity (Simonsen et al., 2015). Uneven classroom management may be misleading to students and reinforce injustice. This aim achieves this by making all the teachers focus on a common behavioral framework, therefore, providing the students with wise counsel that is both consistent and supportive and culturally sensitive.

    **Implementation Strategies**

    First, the school will carry out a baseline audit to get to know the current PBIS practices in classrooms. According to the results, a PBIS toolkit will be compiled and disseminated. The toolkit will entail an expectation teaching lesson sample, a behavior matrix template, as well as frequency examples. Every three months, professional development will be centered around central practices in PBIS, behavioral data utilization, and culturally responsive teaching. Continuing teacher development will be facilitated by behavior specialists in the field through an in-class monthly coaching session. PBIS grade-level teams will promote collaboration, tell success stories, and problem-solve implementation challenges.

    **Monitoring and Evaluation**

    The implementation of PBIS will be monitored with the help of the Tiered Fidelity Inventory (TFI), which will be applied every 2 months. The teacher feedback surveys and classroom observations will allow obtaining qualitative as well as quantitative observations. The school will also monitor the behavioral referral patterns, attendance rates, and teacher response-specific feedback of PBIS in order to quantify a change in the long run.

    **Challenges and Opportunities**

    The possible barriers are diverse teacher buy-in, time restraints to PD and coaching, and logistics of gathering data. Nonetheless, the given objective has a great potential to bring the staff on a single basis, reinforce classroom culture, and establish a consistent set of behavior expectations more beneficial to all students.

    **SMART Goal #2: Reducing Disciplinary Referrals and Behavioural Disparities**

    Reduce the number of disciplinary referrals and address disparities in behavioral consequences among students of marginalized backgrounds through restorative and proactive PBIS practices. By the end of the 2025–2026 school year, overall disciplinary referrals will decrease by 30%, and racial/ethnic disparities in discipline will decline by 50%, based on disaggregated incident data.

    **Rationale and Relevance**

    The national data indicates that the racial/ethnic groups of color, especially Black and Latino students, are overrepresented when it comes to discipline, and they can be punished simply because they do nothing more than others (Gregory et al., 2017). This continues patterns of disengagement, academic failure, and poor school experiences. This is necessary if we are to enhance educational parity, suppress implicit bias, and uphold equality and dignity for all students.

    **Implementation Strategies**

    At the start of the implementation phase, an equity audit will be done to determine discipline trends and gaps. Sections of results will guide specific professional learning in culturally responsive classroom management and restorative justice. Every quarter, employees will undergo the training devoted to such aspects as implicit biases, equitable discipline, and relationship building with students. Equity liaisons and discipline equity teams will also be established to assist teachers and monitor the data trends. Also, the school will collaborate with families and the community-based organizations that will augment the behavioral interventions outside the classroom.

    **Monitoring and Evaluation**

    Data on discipline will also be disaggregated quarterly on the basis of race and gender, plus special education status. Changes in instructional and disciplinary practices will be captured in the teacher coaching logs and self-assessment reflections, as well as in the comments of peer learning groups. An annual comparison between the rate of suspension and expulsion received will be made by the school to measure the effect. The evaluation process will also be guided by student focus groups and feedback from parents.

    **Challenges and Opportunities**

    The unwillingness to change pre-existing disciplinary behavior or to raise the issue of equity may be an impediment. Nevertheless, this is an essential goal since it is a chance to change the school culture, minimize prejudice, and empower marginalized voices. Real change can be realized with the characteristics of strong leadership, communication, and accountability.

    **Conclusion**

    The following SMART goals cover urgent demands of the school system: consistency in behavioral expectations and betterment of unfair disciplining practices. These aspirations can have a sustainable effect on school climate and student achievement through the means of focused training, data-based monitoring, and collaborative implementation. Following the mission of the school, that is based on equity, inclusivity, and excellence, they will make the learning process safer and support the needs of all students.

    **References**

    Gregory, A., Skiba, R. J., & Mediratta, K. (2017). Eliminating disparities in school discipline: A framework for intervention.
    _Review of Research in Education_,
    _41_(1), 253–278. https://doi.org/10.3102/0091732X17690499

    Ohio Department of Education. (n.d.).
    _Ohio improvement process_. Retrieved from
    [https://education.ohio.gov/Topics/District-and-School-Continuous-Improvement/Ohio-](https://education.ohio.gov/Topics/District-and-School-Continuous-Improvement/Ohio-) Improvement-Process-OIP

    Simonsen, B., Freeman, J., Sugai, G., Dooley, K., & Putnam, R. (2015). Fidelity of implementation within a multi-tiered system of support (MTSS): Focusing on classroom support.
    _Preventing School Failure: Alternative Education for Children and Youth_,
    _59_(3), 129–135. https://doi.org/10.1353/hsj.2015.0009

    Thoughtful Learning. (2016).
    _Tips on how to write a SMART goal_ [Video]. YouTube.
    [https://www.youtube.com/watch?v=1-SvuFIQjK8](https://www.youtube.com/watch?v=1-SvuFIQjK8)

    **## MethodsAnalysisAssignmentWeek4.docx**

    2

    2

    ## Methods Analysis Assignment Week 4

    ### Methods Analysis Assignment In education, improving student behavior and addressing different levels of discipline in schools is very important. There have been several real-life examples of how behavioral expectations and differences in disciplinary methods can impact student performance, especially for students of color and those with special needs, over the years. Considering these issues, this research paper aims to implement Positive Behavior in classroom management. To ensure that this project would be evidence-based and demonstrate measurable results, thorough research had to be conducted about the sources of data that would help shape the project and track its progress. This methodology will explain how the sources were selected and reviewed, the rationale for using them, and how they relate directly to the project objectives. The first objective is quite simple; it is all about consistency: wanting to see at least 90% of the classrooms in my school consistently using core PBIS practices by May 2026. This will also be monitored using regular schoolwide audits and surveys of teachers whose identities are not disclosed. The second objective is equity: I hope that by the end of the 2025-2026 school year, there will be a 30 percent decrease in the total number of disciplinary referrals and a 50 percent decrease in racial and ethnical disparities of discipline. They are not merely wishful objectives but will be researched, data-driven, and will have data at every phase. To help achieve these objectives, different secondary data sources were used: peer-reviewed journal articles, national PBIS frameworks, and reports of trends in school discipline. Each of these choices was highly specific, emphasizing their credibility and timeliness, but also on how related they are to the fundamental principles of PBIS and my school's equity-oriented mission. The sources are categorized into three: empirical studies demonstrating the outcomes of PBIS implementation, frameworks of successful implementation, and studies concentrating on school discipline disparities. For example, Gregory, Skiba, and Mediratta's (2017) article is quite insightful. Their contributions were fundamental to the racial imbalance in school discipline and how PBIS offers solutions to this problem. The article draws on national data and various case studies, which is why it is comprehensive and applicable. The fact that it tied PBIS implementation with broader equity reforms was the most important section because it relates to the second SMART goal. Hannigan and Hannigan (2020) also provided another important source as they presented the idea of the PBIS Champion Model. The model decomposes, measurable benchmarks in PBIS practices into three levels of support. This was helpful, especially when working on the first SMART goal, which concerned implementation consistency. They have an evidence-based model that contains fidelity tools and staff, students, and family engagement strategies. This model has been published in an authoritative journal of school leadership whose contents are germane to my objectives; hence, this gives me a sense of security in terms of reliability. Pas et al. (2019) provided even more insights into the analysis. They conducted a longitudinal study on how PBIS fidelity affects academic and behavioral results. Their application of mediation analysis attracted attention when they demonstrated how staff training, leadership support, and standard application impacted student success. Their evidence supported the notion that it was necessary to consider implementing PBIS at the surface level as well, incorporate it into the school culture, and maintain support long-term. Furthermore, there is the work of Simonsen et al. (2015), who propose a schoolwide model that incorporates behavior and academic support. They focus on sustainability based on well-defined structures, training, and constant monitoring. Their implementation checklists and coaching approaches proved to be the most valuable. This helps to define how to carry out the audits and collect the teachers' feedback. Their work was also justified as representatives of the University of Connecticut and the Center on PBIS. Tyre and Feuerborn (2021) wrote an article that highlighted some challenges in implementing PBIS. They analyze typical challenges of PBIS implementation: staff burnout, poor leadership buy-in, and poor accountability. Early identification of these risks will help establish a sustainability plan that can be used to coach the team continually and share the leadership roles. All these sources can play a unique role in helping to achieve the two SMART goals. The Hannigan and Simonsen modules of baseline audit and PD modules need to be utilized to enhance implementation fidelity. The research by Pas et al. promotes professional learning and demonstrates the influence of the quality of implementation on student achievements. Concerning the demarcation of disciplinary disparities, Gregory et al. and Tyre & Feuerborn provide theory-based, practice-based, equity-based approaches to disciplinary disparities using real-life scenarios of schools. The sources also share some qualities that increase their credibility. They are all peer-reviewed, and their authors are experts in educational leadership, behavioral support, or equity. The majority use a large number of datasets or longitudinal data to conclude their findings, which makes them valid. Notably, their conclusions can be immediately applied to schools' current world problems and challenges. Some other factors that had to be considered to determine whether these sources were valid and reliable were as follows. The former was content fitting: each article focuses on either PBIS implementation, outcomes, or discipline equity—this close association with the project's objectives augurs content validity well. Furthermore, many are based on existing PBIS models or employ documents like the SWPBIS Tiered Fidelity Inventory, confirming their construct validity. Another attribute that these sources excel in is reliability. Strict statistical study methods, multi-site research, and the tested implementation frameworks strengthen their findings. To illustrate, Pas et al. have administered data over various years and school locations, contributing to the strength of generalizability. Simonsen et al. applied verified assessment tools that have become highly used by PBIS schools nationwide. Such an agreement will allow findings to be replicated and provide confidence. These data sources will be incorporated into the suggested PBIS plan. The PBIS Champion Model and the tools used by Simonsen will serve as the templates for the school audit and the staff self-assessments. The results of the research by Pas will influence the direction and content of further professional growth, so that the focus is not only on talking about the attitude but also mastering skills. The work presented by Gregory will inform policy review and help to evaluate the existing disciplinary procedures using an equity lens. The insights of Tyre & Feuerborn will come in handy during the design of a rollout strategy and coaching strategy that should foresee and counteract the feelings of implementation fatigue or resistance. There is nothing wrong with using secondary data, but it also has limits. Most of the studies are based on data collected at the national or regional level, so they might not depict the special features of my school or district. To overcome this, researchers should augment these statistics with some localized data from local audits and disciplinary records of the chosen school. Another limitation is that the studies do not provide disaggregate data according to race, gender, or the status of disabilities. Therefore, the current project will require the use and analysis of school-level disaggregated data to monitor disparities with greater accuracy. Other challenges may include the need to comply with FERPA in case of student-level data analysis, or an insufficient number of personnel in an attempt to coach and guide concurrent practice. **References** Gregory, A., Skiba, R. J., & Mediratta, K. (2017). Eliminating disparities in school discipline: A framework for intervention. _Review of Research in Education, 41_(1), 253–278. [https://doi.org/10.3102/0091732X17690499](https://doi.org/10.3102/0091732X17690499) Hannigan, J. D., & Hannigan, J. (2020). Best practice PBIS implementation: Evidence indicators in each tier of the PBIS champion model. _Journal of School Administration Research and Development, 5_(1), 36–43. [https://doi.org/10.32674/jsard.v5i1.2111](https://doi.org/10.32674/jsard.v5i1.2111) OSEP Technical Assistance Center on Positive Behavioral Interventions and Supports. (2021). _Positive behavioral interventions and supports implementation blueprint_. https://www.pbis.org/resource/pbis-implementation-blueprint Pas, E. T., Waasdorp, T. E., Bradshaw, C. P., & Ialongo, N. S. (2019). The impact of PBIS fidelity on student outcomes: Examining school-level mediators. _Prevention Science, 20_(7), 1043–1053. [https://doi.org/10.1007/s11121-019-01017-8](https://doi.org/10.1007/s11121-019-01017-8) Simonsen, B., Freeman, J., Sugai, G., Dooley, K., & Flannery, K. B. (2015). A schoolwide model for service delivery: Redefining and reorganizing academic and behavior supports. _Teaching Exceptional Children, 47_(6), 323–333. [https://doi.org/10.1177/0040059915580030](https://doi.org/10.1177/0040059915580030) Tyre, A. D., & Feuerborn, L. L. (2021). The top 10 implementation pitfalls of schoolwide PBIS: Recommendations for sustainable change. _Preventing School Failure: Alternative Education for Children and Youth, 65_(2), 148–155. [https://doi.org/10.1080/1045988X.2020.1817686](https://doi.org/10.1080/1045988X.2020.1817686) U.S. Department of Education, Office for Civil Rights. (2020). _Civil Rights Data Collection (CRDC): School discipline reports._ https://ocrdata.ed.gov

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  • [Solved] PRESCRIBING FOR OLDER ADULTS AND PREGNANT WOMEN peer answers

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    **Respond** to **two** of your colleagues who selected different disorders. Propose an alternative on-label, off-label, or nonpharmacological treatment for the disorders. Justify your suggestions with at least two references to the literature. Peer 1 Gina Ruggerio Treating Depression in Pregnancy Wh…

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    **Respond** to **two** of your colleagues who selected different disorders. Propose an alternative on-label, off-label, or nonpharmacological treatment for the disorders. Justify your suggestions with at least two references to the literature.
    Peer 1  Gina Ruggerio
    Treating Depression in Pregnancy
    When treating depression in pregnancy, the clinician balances managing maternal mental health while minimizing potential fetal risks. Evidence-based recommendations and clinical guidelines support a combination of pharmacological and nonpharmacological interventions, depending on the severity of the symptoms.
    FDA-Approved Pharmacologic Intervention
    Sertraline, or Zoloft, is a selective serotonin reuptake inhibitor (SSRI) that is used as a first-line pharmacologic treatment for moderate to severe depression during pregnancy (Yonkers et al., 2020). While there are potential risks, including neonatal adaptation syndrome and a small increased risk of persistent pulmonary hypertension of the newborn (PPHN) when used in the third trimester, it is FDA-approved for major depressive disorder and has a favorable safety profile in pregnant populations (Yonkers et al., 2020). Untreated depression during pregnancy can lead to suicide, poor prenatal care, and adverse birth outcomes, which outweighs the potential harms (Yonkers et al., 2020).
    Off-Label and Adjuncts: Mirtazapine & Omegas
    Mirtazapine (Remeron), though not FDA-approved specifically for use in pregnancy, is an effective off-label option, especially in cases where patients have poor appetite and insomnia (Berard et al., 2017). It is a noradrenergic and specific serotonergic antidepressant (NaSSA) that is has not been shown to increase the risk of major congenital anomalies, though it is associated with sedation and weight gain. However, it can be an appropriate choice for patients that cannot tolerate SSRIs or who need an alternative due to side effects such as sexual dysfunction or insomnia (Berard et al., 2017).
    Of additional note, omega-3 fatty acids have been shown to have mild antidepressant effects and are not only safe to take during pregnancy, they contribute positively to fetal brain development (Freeman et al., 2022). Although not considered a solo treatment option for depression, it can be a helpful adjunct to other pharmacological therapy.
    Interpersonal Psychotherapy (IPT)
    Interpersonal Psychotherapy (IPT) is an evidence-based, first-line treatment for mild to moderate depression in pregnancy (Sockol, 2018). IPT focuses on role transitions and interpersonal conflict, both of which are relevant for pregnant women. IPT has shown to be highly effective in reducing depressive symptoms in perinatal populations and may be offered individually or in group settings (Sockol, 2018).
    Clinical Guidelines
    Clinical practice guidelines from the American College of Obstetricians and Gynecologists (ACOG) and the American Psychiatric Association (APA) support SSRIs like sertraline as first-line pharmacologic treatment during pregnancy, especially when symptoms are moderate to severe (ACOG Practice Bulletin No. 235, 2023). They also endorse psychotherapy as the first-line intervention for mild to moderate depression. In clinical practice, I would use the Edinburgh Postnatal Depression Scale (EPDS) or PHQ-9 to assess symptom severity (ACOG Practice Bulletin No. 235, 2023).
    Summary
    An integrated treatment plan for depression in pregnancy could include an SSRI such as sertraline, or an off-label medication like mirtazapine if poor appetite and insomnia are part of the patient’s symptom profile. However, psychotherapy is the first-line treatment for mild to moderate depression, and interpersonal psychotherapy has been proven effective in treating symptoms of depression in perinatal women. By implementing an evidence-based approach supported by current guidelines and literature, we can responsibly treat maternal depression while minimizing fetal risk.
    References
    Berard, A., et al. (2017). Antidepressant use during pregnancy and the risk of major congenital malformations: An updated analysis of the Quebec Pregnancy Cohort. BMJ Open, 7(1), e013372. https://doi.org/10.1136/bmjopen-2016-013372
    Freeman, M. P., et al. (2022). Omega-3 fatty acids for perinatal depression: A systematic review and meta-analysis. Journal of Clinical Psychiatry, 83(1), 21r14119. https://doi.org/10.4088/JCP.21r14119
    Sockol, L. E. (2018). A systematic review of the efficacy of cognitive-behavioral therapy and interpersonal psychotherapy for pregnant women: Treatment of antenatal depression. Journal of Affective Disorders, 232, 85–100. https://doi.org/10.1016/j.jad.2018.02.004
    Yonkers, K. A., et al. (2020). The management of depression during pregnancy: A report from the American Psychiatric Association and the American College of Obstetricians and Gynecologists. Obstetrics & Gynecology, 135(3), 703–713. https://doi.org/10.1097/AOG.0000000000003703
    ACOG Practice Bulletin No. 235. (2023). Screening for Perinatal Depression. American College of Obstetricians and Gynecologists.
    – Expand discussion thread from Gina Ruggerio **2 Replies, 2 Unread2 Replies, 2 Unread**
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    ### Peer 2 Maurice Mccormick
    **Generalized Anxiety Disorder (GAD) in Pregnant Women**
    When treating a pregnant woman with GAD, it is important to find a balance between effective symptom relief and safety for both the mother and fetus. Sertraline is considered a good first-line treatment option and is an FDA approved drug commonly used to treat anxiety and depression.  It is often considered one of the safest antidepressants during pregnancy, especially when compared to others like paroxetine, which carry higher risks (Muzik et al., 2021). Buspar is another off-label option that is sometimes used. It is an anxiety medication that does not have the same sedating or addictive properties as benzodiazepines and has shown a relatively safe in treating pregnant women with anxiety (Andrade, 2020). Cognitive Behavioral Therapy (CBT) is a good nonpharmacological option. It has proven to have good results for treatment of GAD, works just as well as medication in some cases, and has no risks to the unborn fetus (Arch et. al., 2019). For many pregnant patients, especially those with mild or moderate symptoms, CBT is often the first step for treating pregnant patients, especially if their symptoms are mild to moderate.
    **Risk Assessment**
    It is important to weigh the risks and benefits before starting any treatment regime. This involves considering how severe a patient’s anxiety is, how far along they are in pregnancy, and how much anxiety is affecting their daily life. We also look at whether pharmacological treatment might affect fetal development or cause complications during or after delivery. Sertraline has a good safety record, but it is not completely risk-free. There is a small chance it could lead to neonatal adaptation syndrome and possibly a slight increase in the risk of persistent pulmonary hypertension of the newborn (Muzik et al., 2021). Yet, the benefits of reducing the mother’s anxiety symptoms often outweigh these risks. Buspirone, while used off-label, has not shown any known harmful effects and is not associated with withdrawal symptoms in newborns, however, since it is not well studied in pregnant populations, it is used more cautiously (Andrade, 2020). CBT does not come with any of these medical risks, which makes it a really good option when available.
    **Clinical Guidelines**
    There are clinical practice guidelines to help inform treatment, and the American College of Obstetricians and Gynecologists (ACOG) and the American Psychiatric Association (APA)recommend sertraline as a first-line treatment for moderate to severe anxiety and depression during pregnancy. They also highlight the importance of CBT alone or paired with medication, depending on how severe the symptoms are. These guidelines support using medications like sertraline when the benefits clearly outweigh the risks. Buspirone is not specifically endorsed in most guidelines due to limited data, but it is still used when SSRIs cannot be tolerated or are not effective (APA & ACOG, 2016). When no guidelines specifically address a medication, clinicians have to rely on current research, case studies, and risk assessments to personalize care for each patient on a case-by-case basis.
    **References**
    American Psychiatric Association & American College of Obstetricians and Gynecologists. (2016). _The American Psychiatric Association Practice Guideline on Psychiatric Evaluation of Adults_. Arlington, VA: American Psychiatric Association Publishing. https://www.psychiatry.org/psychiatrists/practice/clinical-practice-guidelines
    Andrade, C. (2020). Use of buspirone during pregnancy and lactation. _The Journal of Clinical Psychiatry, 81_(2), 20f13294. https://doi.org/10.4088/JCP.20f13294
    Arch, J. J., Dimidjian, S., Chessick, C. A., & Kendall, P. C. (2019). CBT for perinatal anxiety: A meta-analysis. _Journal of Anxiety Disorders, 68_, 102148. https://doi.org/10.1016/j.janxdis.2019.102148
    Muzik, M., DiPietro, J. A., & Rosenblum, K. L. (2021). Sertraline for perinatal depression and anxiety: A review. _Archives of Women’s Mental Health, 24_(2), 173–183. https://doi.org/10.1007/s00737-020-01074-1

  • [Solved] Cost of Treating Disease

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    Please respond to the following: – Using online resources or the Strayer Library, research the cost of treating infectious diseases in the United States compared to the cost in the United Kingdom. – Evaluate the cost of treating infectious diseases in the United States compared to the United Kingdom…

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    – Using online resources or the Strayer Library, research the cost of treating infectious diseases in the United States compared to the cost in the United Kingdom.
    – Evaluate the cost of treating infectious diseases in the United States compared to the United Kingdom in terms of person, time, and place.
    – Discuss the specifics of your findings, determining whether the economic cost is justified.
    – Be sure to respond to at least one of your classmates' posts.

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  • [Solved] Discussion replies

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    175 words each Discussion post 1: HI Class, Math has always been something I try to avoid but here we go again. So I gathered I need to take the data of chocolate chips from Chips Amor cookies verses local grocery store cookies to compare and see which business has better cookies than the other. In …

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    175 words each
    Discussion post 1:
    HI Class, Math has always been something I try to avoid but here we go again. So I gathered I need to take the data of chocolate chips from Chips Amor cookies verses local grocery store cookies to compare and see which business has better cookies than the other. In order to do that I need to use the data to create a histogram and explain my findings on whether what parameter are being compared, writing a null hypothesis and alternative hypothesis, showing what populations the samples came from, whether my hypothesis is one-tailed or two-tailed and if the samples are random or independent of each other. That is a ton of information so I hope I touch on it all. The parameters that are being compared are the Chips Amor and the local grocery store. The null hypothesis measured the significant difference between the two companies with null meaning there is no significant difference as it relates to the companies, while alternative hypothesis is the contradiction of null hypothesis. The population that the samples came from was pop A-Chips Amor cookies and pop B- local grocery store cookies and this was done via the one-tailed test. I believe the samples are both random and independent of each other. For some reason i'm not able to attach my histogram here , sorry about that.
    discussion 2:
    Chocolate Chip Comparison: Hypothesis Testing for Chips Amore
    Since I am Chips Amore product manager, I have been tasked with determining if our cookies really contain more chocolate chips than those found in a local supermarket store brand. To put this claim to the test, I conducted a taste test of 30 subjects. Each subject was given a Chips Amore cookie (Cookie A) and a local store-brand cookie (Cookie B) and asked to enumerate the chocolate chips on both.
    The test parameter is the mean number of chips in a chocolate cookie. Since each subject tested both brands, samples are dependent (paired). The design is ideal for a paired sample t-test applied to examine the difference between the means of two related samples.
    The test hypotheses are:
    Null Hypothesis (H₀): μ₁ = μ₂ (There is no variation in the average number of chips.)
    Alternative Hypothesis (H₁): μ₁ > μ₂ (Chips Amore has more chips on average.)
    This is a one-tailed test because the hypothesis is directional.
    Results
    Mean (Chips Amore – Cookie A): 23.33 chips
    Mean (Store Brand – Cookie B): 21.57 chips
    Mean Difference: 1.77 chips
    t-statistic: 4.55
    p-value: 0.000089
    Because the p-value is less than 0.05, I reject the null hypothesis, confirming the assertion that Chips Amore cookies have much more chocolate chips.
    As a product manager, these results are compelling evidence for branding and marketing. They validate the relative competitive merit of our product numerically. For functional purposes, these tests can be applied in quality testing, taste preference testing, and product development. I have seen these data analysis being used in pharmaceuticals (relative drug performance), education (test score improvement), and customer satisfaction (before-and-after surveys).
    References
    American Psychological Association. (2020). Publication manual of the American Psychological Association (7th ed.). American Psychological Association.