Which of the following is an advantage of using the statistical method of sampling over the non 2021

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Imagine you have a population of 100 people. In this scenario, every person would have odds of 1 in 100 for getting selected. Probability sampling gives you the best chance to create a sample representative of the population. From the responses received, management will now be able to know whether employees in that organization are happy or not about the amendment. Let’s talk about probability sampling.




  • What is probability sampling?

  • What are the types of probability sampling?

  • Example of probability sampling

  • What are the steps involved

    in probability sampling?

  • When to use probability sampling?

  • Advantages of probability sampling

  • What is the difference between

    probability and non-probability sampling?

  • Which of the following is an advantage of using statistical sampling instead of non

  • Which of the following is an advantage of statistical sampling?

  • Which of the following is advantage of sampling method method over census?

  • What are the 4 main advantages of using probability sampling over non


What is probability sampling?


Probability sampling is a

technique in which the researcher chooses samples from a larger population using a method based on probability theory. For a participant to be considered as a probability sample, he/she must be selected using a random selection.


The most critical requirement of probability sampling is that everyone in your population has a known and equal chance of getting selected.


Select your respondents


Probability sampling uses statistical theory to randomly select a small group of people (sample) from an existing large population and then predict that all their responses will match the overall population.


What are the types of probability sampling?


Simple random sampling, as the name suggests, is an entirely random method of selecting the sample. This sampling method is as easy as assigning numbers to the individuals (sample) and then randomly choosing from those numbers through an automated process. Finally, the numbers that are chosen

are the members that are included in the sample. 


There are two ways in which researchers choose the samples in this method of sampling: The lottery system and using number generating software/ random number table. This sampling technique usually works around a large population and has its fair share of advantages and disadvantages.



Which of the following is an advantage of using the statistical method of sampling over the non


Stratified random

sampling
 involves a method where the researcher divides a more extensive population into smaller groups that usually don’t overlap but represent the entire population. While sampling, organize these groups and then draw a sample from each group separately.


A standard method is to arrange or classify by sex, age, ethnicity, and similar ways. Splitting subjects into mutually exclusive groups

and then using simple random sampling to choose members from groups.




Members of these groups should be distinct so that every thành viên of all groups get equal opportunity to be selected using simple probability. This sampling method is also called “random quota sampling.”



Which of the following is an advantage of using the statistical method of sampling over the non

Random cluster sampling is a way to select participants randomly that are spread out geographically. For example, if you wanted to choose 100 participants from the entire population of the U.S., it is likely impossible to get a complete

list of everyone. Instead, the researcher randomly selects areas (i.e., cities or counties) and randomly selects from within those boundaries. 


Cluster sampling usually analyzes a particular population in which the sample consists of more than a few elements, for example, city, family, university, etc. Researchers then select the clusters by dividing the population into various smaller

sections.


Which of the following is an advantage of using the statistical method of sampling over the non

Systematic sampling is when you choose every “nth” individual to be a part of the sample. For example, you can select every 5th person to be in the sample. Systematic sampling is an extended implementation of the same old probability

technique in which each thành viên of the group is selected at regular periods to form a
sample. There’s an equal opportunity for every thành viên of a population to be selected using this sampling technique.


Which of the following is an advantage of using the statistical method of sampling over the non

Example of probability sampling


Let us take an

example to understand this sampling technique. The population of the US alone is 330 million. It is practically impossible to send a 
survey to every individual to gather information. Use probability sampling to collect data, even if you collect it from a smaller population.


For example, an organization has 500,000 employees sitting at different geographic locations. The organization wishes to make certain amendments in its human resource policy, but before they roll out the change, they want to know if the employees will be happy with the change or not. However, reaching out to all 500,000 employees is a tedious task. This is where probability sampling comes handy. A sample from the larger population i.e., from 500,000 employees, is

chosen. This sample will represent the population. Deploy a survey now to the sample.


From the responses received, management will now be able to know whether employees in that organization are happy or not about the amendment.


Select your respondents


What are the steps involved

in probability sampling?


Follow these steps to conduct probability sampling:




1. Choose your population of interest carefully: Carefully think and choose from the population, people you believe whose opinions should be collected and then include them in the sample. 


2. Determine a suitable sample frame: Your frame should consist of a sample from your population of interest and no one from outside to collect accurate data. 


3. Select your sample and start your survey: It can sometimes be challenging to find the proper sample and determine a suitable sample frame. Even if all factors are in your favor, there still might be unforeseen issues like cost factor,

quality of respondents, and quickness to respond. Getting a sample to respond accurately to a probability survey might be difficult but not impossible.


But, in most cases, drawing a probability sample will save you time, money, and a lot of frustration. You probably can’t send surveys to everyone, but you can always give everyone a chance to participate. This is what a probability sample is all about.


When to use probability sampling?


Use probability sampling in these instances:



Which of the following is an advantage of using the statistical method of sampling over the non

1. When you want to reduce the sampling bias: This sampling method is used when the bias has to be minimum. The

sample selection largely determines the quality of the research’s inference. How researchers select their sample largely determines the quality of a researcher’s findings. Probability sampling leads to higher quality findings because it provides an unbiased population representation.


2. When the population is usually diverse: Researchers use this method extensively as it helps them

create samples that fully represent the population. Say we want to find out how many people prefer medical tourism over getting treated in their own country. This sampling method will help pick samples from various socio-economic strata, background, etc. to represent the broader population. 


3. To create an accurate sample: Probability sampling help researchers create accurate

samples of their population. Researchers use proven statistical methods to draw a precise sample size to obtained well-defined data. 


Advantages of probability sampling


Here are the advantages of probability sampling:




1. It’s Cost-effective: This process is both cost and time effective, and a larger sample

can also be chosen based on numbers assigned to the samples and then choosing random numbers from the more significant sample.


2. It’s simple and straightforward: Probability sampling is an easy way of sampling as it does not involve a complicated process. It’s quick and saves time. The time saved can thus be used to analyze the data and draw conclusions.


3. It is non-technical: This method of sampling doesn’t require any technical knowledge because of its simplicity. It doesn’t require intricate expertise and is not at all lengthy.


Select your respondents


What is the difference between

probability and non-probability sampling?


Here’s how you differentiate probability sampling from non-probability sampling,

















Probability sampling



Non-probability sampling


The samples are randomly selected.
Samples are selected on the basis of the researcher’s subjective judgment.
Everyone in the population has an equal chance of getting selected.
Not everyone has an equal chance to participate.
Researchers use this technique when they want to keep a tab on sampling bias.
Sampling bias is not a concern for the researcher.
Useful in an environment having a diverse population.
Useful in an environment that shares similar traits.
Used when the researcher wants to create accurate samples.
This method does not help in representing the population accurately.
Finding the correct audience is not simple.
Finding an audience is very simple.

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Which of the following is an advantage of using statistical sampling instead of non


The primary advantage of using a statistical sampling approach is that risk is objectively determined. Using statistical tables, the auditor might reach this conclusion in a substantive test: at 5 percent risk, the amount of error in the population is between $5,000 and $9,000.

Which of the following is an advantage of statistical sampling?


One benefit of sampling is the relatively low cost of gathering information. In addition, when sampling is done correctly, conclusions drawn from the sample have a scientifically-supported basis, and many courts recognize the validity of those results.

Which of the following is advantage of sampling method method over census?


Advantages of Sample Surveys compared with Censuses: Reduces cost – both in monetary terms and staffing requirements. Reduces time needed to collect and process the data and produce results as it requires a smaller scale of operation. (Because of the above reasons) enables more detailed questions to be asked.

What are the 4 main advantages of using probability sampling over non



Advantages of Probability Sampling.

The absence of systematic error and sampling bias..

Higher level of reliability of research findings..

Increased accuracy of sampling error estimation..

The possibility to make inferences about the population. … .

Cost-effectiveness..

Simple and straightforward in application..


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