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Quality Indicator Analysis

Quality Indicator Analysis

What is the Purpose of Quality Indicators?
Quality Indicators (QIs)are essential tools that help a reviewer evaluate and analyze different aspects of a study to decide the relevance and validity of the study in its study context. Quality Indicators inform the reviewer of the suitability of adopting a study in a specific investigation.

Quality Indicator: 1.0. Context and Setting

QI 1.0. Context and setting: “The study provides sufficient information regarding the critical features of the context or setting.”
Component “1.1. The study describes critical features of the context or setting relevant to the review; for example, type of program or classroom, type of school (e.g., public, private, charter, preschool), curriculum, geographic location, community setting, socioeconomic status, physical layout.”
Context and setting influence the attention and focus of the target audience on the subject addressed. The setting and context describe the specific issue an author researches in a particular study. A study context or setting provides the physical layout, geographic location, and background information. The abstract provides the setting and context of the study content, which briefs its audience on the information they expect to derive from the content presented. The study setting and context answer the what and where questions, which must fall within the parameters of the review (Cook et al., 2015). For instance, when evaluating the effectiveness of a specific instruction or practice in special education, I should provide details of the education level of special education students, for example, secondary school students with learning disability. Also, I should give precise details of the location where the student will be conducted. If the study does not address students with disabilities in secondary school, the reviewer does not adopt it in their review. The context and setting of a study inform educators and reviewers whether its content aligns with their investigation study.
After thoughtful consideration, what is one question regarding the implication of the context and setting quality indicator?
Does the context or setting of the study align with the subject under investigation? How does a researcher ensure the information provided in their setting informs its reviewers on the research subject?
Word count:_217_______

Quality Indicator: 2.0. Participants

QI 2.0. Participants: “The study provides sufficient information to identify the population of participants to which results may be generalized and to determine or confirm whether the participants demonstrated the disability or difficulty of focus.”
Component “2.1. The study describes participant demographics relevant to the review (e.g., gender, age/grade, race/ethnicity, socioeconomic status, language status).”

“2.2. The study describes disability or risk status of the participants (e.g., specific learning disability, autism spectrum disorder, behavior problem, at risk for reading failure) and method for determining status (e.g., identified by school using state IDEA criteria, teacher nomination, standardized intelligence test, curriculum-based measurement probes, rating scale).”

Participants are critical elements in a study. The participants volunteer to provide their information as subjects to the research. The participants offer information that helps a researcher to answer the study questions. The researcher also uses participants’ information to generalize the study’s findings. The variability of the participants is the most significant in research (Odom et al., 2005). The study should provide detailed demographic information for the participants, including their age, race, gender, socioeconomic status, and nationality. In special education research, the researcher must also identify the specific disability the participant has, which influences their instructional strategies. The participants’ risk status helps the reviewers evaluate the study content’s effectiveness. For instance, when examining the efficacy of a specific teaching practice among secondary students with autism disorder, I should determine where the research addresses students with that particular learning disability to fit in their review. The study should also identify the researcher’s criteria in determining the specified risk status to promote evidence-based practice. A study that does not provide detailed information about the participants’ risk status is not the participants’ quality indicator.
After thoughtful consideration, what is one question regarding the implication of the participants quality indicator?
When researching special education, what should the researcher incorporate in their study for the QI to align with the study review?
Word count:__202______

Quality Indicator: 3.0. Intervention Agent

QI 3.0. Intervention agent: “The study provides sufficient information regarding the critical features of the intervention agent.”
Component “3.1. The study describes the role of the intervention agent (e.g., teacher, researcher, paraprofessional, parent, volunteer, peer tutor, sibling, and technological device/computer) and, as relevant to the review, background variables (e.g., race/ethnicity, educational background/licensure).”

“3.2. The study describes any specific training (e.g., amount of training, training to a criterion) or qualifications (e.g., professional credential) required to implement the intervention, and indicates that the interventionist has achieved them.”

Intervention agents are supportive personnel who support the needs of people with disability. A study on the effectiveness of a specific practice among secondary students with learning disabilities should identify an intervention agent and their professionalism who supports the learners’ needs. A study that identifies the intervention agent whose information aligns with the setting details of the study content and participants makes it suitable for adoption in a specified review. The study should identify the role of the interventionist for it to be accepted for review. If the study does not infer how the intervention agent implements the specified practice among secondary students with learning disabilities, an educator or a reviewer does not adopt its allegations. The study should also outline the professionalism of the intervention agents (Cook et al., 2015). If the study does not identify the qualifications of the interventionists and advocate the need for training to implement the practice, the interventionist fails to attain the training. The study does not meet the criteria for review. However, if the study outlines a gap in professional qualification and the intervention agents acquire the training, the study meets the intervention agent quality indicator.
After thoughtful consideration, what is one question regarding the implication of the intervention quality indicator?
Do the intervention agents meet the professional qualification for implementing the specified practice to support the learning needs of secondary students with learning disabilities?
Word count:_217_______
Quality Indicator:  4.0. Description of Practice
QI 4.0. Description of practice: “The study provides sufficient information regarding the critical features of the practice (intervention), such that the practice is clearly understood and can be reasonably replicated.”
Component “4.1. The study describes detailed intervention procedures (e.g., intervention components, instructional behaviors, critical or active elements, manualized or scripted procedures, dosage) and intervention agents’ actions (e.g., prompts, verbalizations, physical behaviors, proximity), or cites one or more accessible sources that provide this information.”

“4.2. When relevant, the study describes materials (e.g., manipulatives, worksheets, timers, cues, toys), or cites one or more accessible sources providing this information.”

The description of the practice quality indicator explains how a specified intervention is implemented and the resources the intervention agent needs to implement the practices successfully. Students with learning needs should have access to supportive materials, which helps promote their participation in the learning activities and makes it easier for interventionists to integrate the practice into the learning activity. A researcher who identifies all the resources and materials, such as manipulatives and checklists, makes the study effective for review by educators and other targeted audiences. All details of practice are essential for the viability of the study since they increase understanding of how the intervention operates and make it easier to incorporate in a physical classroom (Cook et al., 2015). A study that outlines the interventionists’ specific actions in implementing the practice or provides a reference of how the practice is implemented makes it valuable for review and adoption. The researcher should not only mention the practice implemented among secondary students with learning disabilities but also describe how the intervention agent will implement the practice and all relevant resources required for the success of the practice. Also, the study should provide a clear description of how unfamiliar materials will be incorporated for it to meet QI 4.2.
After thoughtful consideration, what is one question regarding the implication of the description of practice quality indicator?
Does the study depict clear procedures on how the intervention will be implemented in the learning environment? Does the research clarify all details on how the unfamiliar materials will be incorporated?
Word count:_238_____
Quality Indicator: 5.0. Implementation Fidelity
5.0. Implementation fidelity: “The practice is implemented with fidelity.”
Component “5.1. The study assesses and reports implementation fidelity related to adherence using direct, reliable measures (e.g., observations using a checklist of critical elements of the practice).”

“5.2. The study assesses and reports implementation fidelity related to dosage or exposure using direct, reliable measures (e.g., observations or self-report of the duration, frequency, curriculum coverage of implementation).”

“5.3. As appropriate, the study assesses and reports implementation fidelity (a) regularly throughout implementation of the intervention (e.g., beginning, middle, end of the intervention period), and (b) for each interventionist, each setting, and each participant or other unit of analysis. If either adherence or dosage is assessed and reported, this item applies to the type of fidelity assessed. If neither adherence nor dosage is assessed and reported, this item is not applicable.”

This QI deals with the evaluation of the effectiveness of the intervention implementation. In the research on the efficacy of an intervention for secondary students with learning disabilities, the researcher should assess and report the adherence and effectiveness of the practice (Cook et al., 2015). The QI identifies when the assessment was conducted, where it was carried out, and the individuals evaluated. The researcher should then report the findings separately for each identity. The qualifications for this QI also depict that the researcher states that the implementation fidelity was assessed and reported for all variables so that reviewers can utilize the study. The assessment and reporting of each element of the practice adherence characterizes implementation fidelity. A researcher assesses and reports the implementation fidelity using a checklist to ensure the evaluation of all variables. Also, the researcher should indicate the frequency of the evaluation process on the adherence to fidelity. Suppose the researcher does not report any adherence to the intervention throughout the implementation process. In that case, the practice is ineffective, and reviewers and educators cannot implement it in the learning environment. The essence of the implementation fidelity QI is to ensure that the intervention benefits and addresses the learning needs of the students with learning disabilities.
After thoughtful consideration, what is one question regarding the implication of the implementation fidelity quality indicator?
How effective is the implementation of the intervention to the study population?
Word count:__220______
Quality Indicator: 6.0. Internal Validity
QI 6.0. Internal Validity: “The independent variable is under the control of experimenter. The study describes the services provided in control and comparison conditions and phases. The research design provides sufficient evidence that the independent variable causes change in the dependent variable or variables. Participants stayed with the study, so attrition is not a significant threat to internal validity.”
Component “6.1. The researcher controls and systematically manipulates the independent variable.”

“6.2. The study describes baseline (single-subject studies) or control/comparison (group comparison studies) conditions, such as the curriculum, instruction, and interventions (e.g., definition, duration, length, frequency, and learner: instructor ratio).”

“6.3. Control/comparison-condition or baseline-condition participants have no or extremely limited access to the treatment intervention.”

“6.4. The study clearly describes assignment to groups, which involves participants (or classrooms, schools, or other unit of analysis) being assigned to groups in one of the following ways:

(a) randomly;

(b) nonrandomly, but the comparison groups are matched very closely to the intervention group (e.g., matched on prior test scores, demographics, a propensity score; see Song & Herman, 2010);

(c) nonrandomly, but techniques are used to measure differences and, if meaningful differences are identified—for example, statistically significant difference, difference greater than 5% of a standard deviation (What Works Clearinghouse, 2011)—to statistically control for any differences between groups on relevant pretest scores or demographic characteristics (e.g., statistically adjust for confounding variable through techniques such as ANCOVA or propensity score analysis); or

(d) nonrandomly on the basis of a reasonable cutoff point (regression discontinuity design).””

“6.5. The design provides at least three demonstrations of experimental effects at three different times.”

“6.6. For single-subject research designs with a baseline phase (alternating treatment designs do not require a baseline), all baseline phases include at least three data points (except when fewer are justified by study author due to reasons such as measuring severe or dangerous problem behaviors and zero baseline behaviors with no likelihood of improvement without intervention) and establish a pattern that predicts undesirable future performance (e.g., increasing trend in problem behavior, consistently infrequent exhibition of appropriate behavior, highly variable behavior).”

“6.7. The design controls for common threats to internal validity (e.g., ambiguous temporal precedence, history, maturation, diffusion) so plausible, alternative explanations for findings can be reasonably ruled out. Commonly accepted designs such as reversal (ABAB), multiple-baseline, changing criterion, and alternating treatment address this quality indicator when properly designed and executed, although other approaches can be accepted if study authors justify how they ruled out alternative explanations for findings or control for common threats to internal validity.”

“6.8. Overall attrition is low across groups (e.g., <30% in a 1-year study).”

“6.9. Differential attrition (between groups) is low (e.g., ≤10%) or is controlled for by adjusting for noncompleters (e.g., conducting intent-to-treat analysis).”

This QI helps reviews to understand the strategies incorporated to compare reported information between different groups. The researcher has control over the implementation process of a practice (Cook et al., 2015). Natural experiments fail to meet the internal validity QI since the three researchers have no control over aspects of the experiment. The researcher should provide a clear understanding of the comparison condition. However, if the researcher states that the comparison conditions are “business as usual, ” the study is unacceptable for review and reference. Control- or baseline-conditions participants cannot intervene in the intervention. Hence, if the intervention is not compared for groups, the researcher reports its inability to compare without drawing further remarks. The researcher must show the limitations available to ensure the result’s validity since the effect of the practice may be influenced by varying instruction in different study environments. A study should outline the procedures utilized in a random study. However, the study remains valid if the researcher states that the participants were assigned randomly without stating the specific procedures followed. Non-random studies that do not show how the groups were assigned make the study invalid and unsuitable for review.
After thoughtful consideration, what is one question regarding the implication of the internal validity quality indicator?
Has the researcher controlled independent variables that may influence the validity of the practice implementation?
Word count:___207_____
Quality Indicator: 7.0. Outcome Measures/Dependent Variables
QI 7.0. Outcome measures/dependent variables: “Outcome measures are applied appropriately to gauge the effect of the practice on study outcomes. Outcome measures demonstrate adequate psychometrics.”
Component “7.1. Outcomes are socially important (e.g., they constitute or are theoretically or empirically linked to improved quality of life, an important developmental/learning outcome, or both).”

“7.2. The study clearly defines and describes measurement of the dependent variables.”

“7.3. The study reports the effects of the intervention on all measures of the outcome targeted by the review (p levels and effect sizes or data from which effect sizes can be calculated for group comparison studies; graphed data for single-subject studies), not just those for which a positive effect is found.”

“7.4. Frequency and timing of outcome measures are appropriate. For most single-subject studies, a minimum of three data points per phase is necessary if a given phase is to be considered as part of a possible demonstration of experimental effect (except when fewer are justified by study author due to reasons such as measuring severe or dangerous problem behaviors and zero baseline behaviors with no likelihood of improvement without intervention). For alternating treatment designs, at least four repetitions of the alternating sequence are required (e.g., ABABABAB; see Kratochwill et al., 2013).”

“7.5. The study provides evidence of adequate internal reliability, interobserver reliability, test-retest reliability, or parallel-form reliability, as relevant (e.g., score reliability coefficient ≥ .80, interobserver agreement ≥ 80%, kappa ≥ 60%).”

“7.6. The study provides adequate evidence of validity, such as content, construct, criterion (concurrent or predictive), or social validity.”

The study outcomes should promote and improve the participants’ quality of life. The outcomes of the implemented practice should be beneficial to secondary students with learning disabilities by supporting an effective learning environment and addressing their learning needs. The researcher should outline the social validity of implementing the practice by stating the outcomes in the study report. The researcher should report all the findings of the study and the outcomes that relate to their review to eradicate all biases that may affect the validity and relevance of the outcome. The outcomes should provide the reliability of implementing the practice to support the learning needs of learners with special learning needs. The study should provide a description and procedures for administering the measure, which helps the reviewers to replicate the procedures and understand their validity. The researcher should cite and reference external sources that justify the validity and reliability of the outcomes to ensure that this QI is met (Cook et al., 2015). The study may provide different outcomes. Hence, the reviewers should focus on outcomes that align with their review. The researcher should report the coefficient level for the acceptance reliability, which will guide the reviewer based on understanding the validity of the outcome.
After thoughtful consideration, what is one question regarding the implication of the outcome measures/dependent variables quality indicator?
Which typical criteria should the researcher incorporate to evaluate the reliability and social validity of the outcomes of implementing an intervention?
Word count:___225_____
Quality Indicator: 8.0. Data Analysis
QI 8.0. Data Analysis: “Data analysis is conducted appropriately. The study reports information on effect size.”
Component “8.1. Data analysis techniques are appropriate for comparing change in performance of two or more groups (e.g., t tests, ANOVAs / MANOVAs, ANCOVAs / MANCOVAs, hierarchical linear modeling, structural equation modeling). If atypical procedures are used, the study provides a rationale justifying the data analysis techniques.”

“8.2. The study provides a single-subject graph clearly representing outcome data across all study phases for each unit of analysis (e.g., individual, classroom, other group of individuals) to enable determination of the effects of the practice. Regardless of whether the study report includes visual or other analyses of data, graphs depicting all relevant dependent variables targeted by the review should be clear enough for reviewers to draw basic conclusions about experimental control using traditional visual analysis techniques (i.e., analysis of mean, level, trend, overlap, consistency of data patterns across phases).”

“8.3. The study reports one or more appropriate effect size statistic (e.g., Cohen’s d, Hedge’s G, Glass’s ∆, η^2) for all outcomes relevant to the review being conducted, even if the outcome is not statistically significant, or provides data from which appropriate effect sizes can be calculated.”

Data analysis QI helps the researcher evaluate, process, and draw conclusions and insights from the study findings. Data analysis provides a clear understanding of the effectiveness of an intervention for the targeted population. The study’s reviewers derived insights about a specific practice and influenced their decision to implement the intervention to support students with special learning needs. For the study to meet this QI, the researcher should utilize appropriate and acceptable statistical techniques in the data analysis process (cook et al., 2015). Some statistical techniques that effectively analyze the study’s findings include t-tests and ANOVAs. The research should provide supporting information where the analyses utilize atypical procedures. Failure to justify results from atypical procedures makes the study unsuitable for review. Data analysis may also use visualized data presentation. Hence, a researcher should present all data of each study variable for the reviewers to draw basic conclusions on the effectiveness of the intervention to the study population. The reviewers can effectively replicate the implementation process of the practice if the outcomes align with the expected impact of the practice.
After thoughtful consideration, what is one question regarding the implication of the data analysis quality indicator?
How effective are the statistical techniques incorporated in data analysis? Has the researcher addressed all factors that may cause ambiguity in the results, such as using atypical procedures without explanation?
Word count:____208____

References

Cook, B. G., Buysse, V., Klingner, J., Landrum, T. J., McWilliam, R. A., Tankersley, M., & Test, D. W. (2015). CEC’s standards for classifying the evidence base of practices in special education. Remedial and Special Education, 36(4), 220–234. https://doi.org/10.1177/0741932514557271

Odom, S. L., Brantlinger, E., Gersten, R., Horner, R. H., Thompson, B., & Harris, K R. (2005). Research in special education: Scientific methods and evidence-based practices. Exceptional Children, 71(2), 137–148.

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Question 


Overview

For this assignment, you will read and analyze the quality indicators presented by the Council for Exceptional Children in 2014 in the two articles provided in the Learn section. The two articles you will need to use to complete this assignment are:

Quality Indicator Analysis

Quality Indicator Analysis

Cook, B. G., Buysse, V., Klingner, J., Landrum, T. J., McWilliam, R. A., Tankersley, M., & Test, D. W. (2015). CEC’s standards for classifying the evidence base of practices in special education. Remedial and Special Education, 36(4), 220–234.  doi:10.1177/0741932514557271

Odom, S. L., Brantlinger, E., Gersten, R., Horner, R. H., Thompson, B., & Harris, K R. (2005). Research in special education: Scientific methods and evidence-based practices. Exceptional Children, 71(2), 137-148.

 Instructions

After reading the assigned chapters and scholarly journals, you will complete the provided Quality Indicator Analysis Template.  You must include a title page and a reference page that adheres to current APA standards.

For each section of the template, you must:

  1. Clearly summarize the quality indicator
  2. Include quality indicator characteristics
  3. Propose one question about the implementation of the quality indicator

Each quality indicator section of the template should:

  1. Contain 200 words
  2. Incorporate at least one citation from a scholarly journal
  3. Include a word count

Note: On the template, the green highlighted text deals with group design, and the sapphire blue highlighted text deals with single-subject designs.

Note: Your assignment will be checked for originality via the Turnitin plagiarism tool.