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Management
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Essay
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English (U.S.)
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Topic:

Developing a Plan for Sampling and Data Collection

Essay Instructions:
Although a sample dataset has been provided, it is important to understand how participants would be sampled and data would be collected in an actual study. In this assignment, you will describe a hypothetical population for your chosen scenario as well as hypothetical sampling techniques assuming you would collect the data that have been provided. The paper should be 3 to 5 pages and conform to APA format. Step 1. Identify Identify the target population. From where, or whom, will the data be collected? A database? A machine? People? Based on your chosen scenario, hypothetically describe your target population in detail. Step 2. Defend Defend the extent to which the sampling technique should be probability sampling or non-probability sampling and choose a relevant approach such as stratified or cluster sampling for probability sampling or snowball sampling or “sample of the whole” for non-probability sampling. Is the sample size sufficient to use parametric procedures? How can you know? Step 3. Develop In three brief paragraphs, explain three steps you can take to execute your sampling procedure for data collection. Consider participant consent or permission to use archival data. Step 4. Submit Ensure your essay uses APA format and contains at least three scholarly citations. Include a reference page for your sources. Be sure to include a sound introduction and conclusion. Submit your essay.
Essay Sample Content Preview:
Developing a Plan for Sampling and Data Collection Student’s Name Institution Course # and Name Professor’s Name Submission Date Developing a Plan for Sampling and Data Collection Sampling ensures that the research is plausible and effective since it is a subset that represents the population when collecting data. Sampling techniques ensure that a researcher selects a sample that aligns with the research objectives and purpose. This paper aims to identify the target population in the research. It analyzes how the researcher will collect data and the means they will use. The essay also examines the rationale behind selecting between probability and non-probability methods. It evaluates whether the sample size will be sufficient for parametric procedures. Therefore, the essay analyzes the rationale for selecting the sample and the steps in executing data collection. Target Population Identification The target population in the study includes students in grades 7-12 in the urban district school. The target population's specific attributes are relevant to the research inquiry; hence, one can use the findings to understand the reasons for the decline in standardized test scores. The researcher focuses on a specific segment that is significant to the research and provides insights. The target population aligns with the scope and objectives of the research as it enables one to tailor their methods and approaches in the research (Willie, 2024). Thus, the target population enhances the applicability and relevance of the research findings and conclusion. The research will include male and female students to ensure the data is inclusive. The data will include the students' mathematics, English, and geography performance. The archival data will be kept within two years to ensure the data is comprehensive, current, and relevant. The research intends to collect archival data through online databases and physically after obtaining permission from the relevant authority. The data will entail external factors like funding reports, curriculum implementation, and teaching methods and compare them with the student's performance. The researcher will collect the data from the urban district school. The data will entail the performance of the grades 7-12 students in standardized test scores. Therefore, the inclusive target population supports the findings' generalizability, as it would be possible to replicate the inferences in future studies conducted in similar settings. Sampling Technique The researcher will...
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