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I need help with a Health & Medical question. All explanations and answers will be used to help me learn.

**IMPORTANT NOTE REGARDING WORD LIMIT REQUIREMENTS:**

**Please note that each and every assignment has its own word limit.**

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**Based on my observation there are four histograms, the second histogram is the distribution of means computed from the samples based on the first histogram. The third and fourth histogram allows me to specify what form of data and sample size I want to manipulate. Additionally, to observe the effect of increasing the sample size, I compared N=10, N=16, N=20, and N=25 with a reps of 5,000 each to maintain control. The trend I noticed was that the mean fluctuated by 1 digit, for example, ****N10****=16, ****N16****=15.99, ****N20****=16, and ****N25****=15.99. Whereas, the standard deviation decreases at a continuous trend, ****N10****=1.58, ****N16****=1.24, ****N20****=1.12, and ****N25****=1.01 (Rice virtual lab in statistic, 2020).**

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**The basis behind the central limit theorem is that the sampling distribution of the samples mean will approach normal distribution if the sample size is larger. Standard error is the measurement of statistical accuracy and the standard error is equals to the standard deviation of the sample mean. The relationship between the theorem and standard error is the larger the sample size, the smaller the standard error becomes resulting in a normal distribution. This is because the N (sample size) is the denominator for standard error and as the standard error decreases the N increases (Corty, 2016).**

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**Sampling error occurs due to statistical error where the sample does not represent the entire population. The relationship between standard error and sampling error is that standard error is part of the sampling error formula, therefore, the smaller the standard error the smaller the sampling error will be, and the larger the standard error the larger the sampling error (Corty, 2016).**

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**Reference**

**Corty, E. (2016). Using and interpreting statistics: A practical text for the behavioral, social, and health sciences (3rd ed.). New York, NY: Macmillan Learning.**

**Rice Virtual Lab in Statistic. (2020). Sampling Distribution. retrieved from http://onlinestatbook.com/stat_sim/sampling_dist/index.html**

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Respond to the bold paragraph **ABOVE **by using one of the option below… in APA format with **At least two references and a minimum of 200 words….. .**(The List of References should not be older than 2016 and should not be included in the word count.)

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**Ask a probing question.****Share an insight from having read your colleague’s posting.****Offer and support an opinion.**

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**Validate an idea with your own experience.****Make a suggestion.****Expand on your colleague’s posting.**

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*Be sure to support your postings and responses with specific references to the Learning Resources.*

**It is important that you cover all the topics identified in the assignment. Covering the topic does not mean mentioning the topic BUT presenting an explanation from the context of ethics and the readings for this class**

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**To get maximum points you need to follow the requirements listed for this assignments 1) look at the word/page limits 2) review and follow APA rules 3) create subheadings to identify the key sections you are presenting and 4) Free from typographical and sentence construction errors.**

**REMEMBER IN APA FORMAT JOURNAL TITLES AND VOLUME NUMBERS ARE ITALICIZED.**

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