Which Research Method Requires That A Representative Sample Be Selected?

by | Last updated on January 24, 2024

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Using

stratified

, researchers must identify characteristics, divide the population into strata, and proportionally choose individuals for the representative sample.

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How is a representative sample selected?

A representative sample is a group or set chosen from a larger statistical population or group of factors or instances that

adequately replicates the larger group according

to whatever characteristic or quality is under study.

Which type of study design requires a representative sample?


Descriptive research

aims to accurately estimate and describe the frequency of health outcomes and health-related exposures in the population; this requires a representative sample.

What are the 4 representative sampling methods?

  • Simple random sampling. In a simple random sample, every member of the population has an equal chance of being selected. …
  • Systematic sampling. …
  • Stratified sampling. …
  • Cluster sampling.

Which sampling method is the most representative?


Random samples

are the best method of selecting your sample from the population of interest. The advantages are that your sample should represent the target population and eliminate sampling bias.

Which method gathers information from a representative sample population?

Understanding Representative Sample

Representative samples are one type of sampling method. This method uses

stratified random sampling

to help identify its components. Other methods can include random sampling and systematic sampling.

Which is also known as representative sample?

The correct solution is “

Non-Probability Sampling

“.

What is an example of quota sampling?

Quota sampling is where you take a very tailored sample that's in proportion to some characteristic or trait of a population. … For example, if your

population consists of 45% female and 55% male

, your sample should reflect those percentages.

What differentiates a representative sample from a non representative sample?

a subset of individuals drawn from the entire group of individuals relevant to your research. What differentiates a representative sample from a non-representative sample? …

Representative samples shares the essential characteristics of the population from which it was drawn whereas non-representative samples do not

.

Is the method of getting samples?

  • Simple random sampling. …
  • Systematic sampling. …
  • Stratified sampling. …
  • Clustered sampling. …
  • Convenience sampling. …
  • Quota sampling. …
  • Judgement (or Purposive) Sampling. …
  • Snowball sampling.

What are the methods in research?

Research methods refers

to the tools that one uses to do research

. These can either be qualitative or quantitative or mixed. Quantitative methods examines numerical data and often requires the use of statistical tools to analyse data collected.

What is representative sample in analytical chemistry?

A representative sample is

a small quantity (subset) of material that reflects the same properties that exist in a larger population

.

What are the 4 types of non probability sampling?

In a non-probability sample, some members of the population, compared to other members, have a greater but unknown chance of selection. There are five main types of non-probability sample:

convenience, purposive, quota, snowball, and self-selection

.

How do you determine representative sample size?

A good maximum sample size is usually

around 10% of the population

, as long as this does not exceed 1000. For example, in a population of 5000, 10% would be 500. In a population of 200,000, 10% would be 20,000. This exceeds 1000, so in this case the maximum would be 1000.

Why is obtaining a representative sample important?

Representative samples are important

as they ensure that all relevant types of people are included in your sample and that the right mix of people are interviewed

. If your sample isn't representative it will be subject to bias. … This survey also showed that large sample sizes don't guarantee accurate survey results.

What is a representative sample quizlet?

Representative sample.

A sample having essentially the same characteristics as the population

. Haphazard selection or a random-based selection method can be expected to produce a sample that is representative of the population. Route.

Why is obtaining a representative sample important quizlet?

Why is obtaining a representative sample important?

The sample must be representative in order to use inferential statistics to draw conclusions about the entire population

.

How do you obtain a representative sample in analytical chemistry?

To get a representative sample, you would need to

take the same amount of samples proportional to the amount of each area

, called a composite sample. For example, you could take 60 samples from the siliceous dirt and then 40 samples from the clay dirt to get a representative sample.

What are the sampling methods in qualitative research?

The two most popular sampling techniques are

purposeful and convenience sampling

because they align the best across nearly all qualitative research designs. Sampling techniques can be used in conjunction with one another very easily or can be used alone within a qualitative dissertation.

What is quantitative research method?

Quantitative Research Definition

Quantitative research methods

emphasize objective measurements and the statistical, mathematical, or numerical analysis of data collected through polls, questionnaires, and surveys

, or by manipulating pre-existing statistical data using computational techniques.

Is representative a random sample?

The myth: “A random sample will be

representative of the population

“. In fact, this statement is false — a random sample might, by chance, turn out to be anything but representative.

How do researchers avoid unrepresentative sample?


Use Stratified Random Sampling

Another method that can be used to avoid sampling bias is stratified random sampling. Stratified random sampling allows researchers to examine the population that they will be working with in their study, and comprise an accurately representative sample accordingly.

Is quota a sampling representative?

Quota sampling achieves

a representative age distribution

, but it isn't a random sample, because the sampling frame is unknown. Therefore, the sample may not be representative of the population.

Which method of sampling is best?


Simple random sampling

: One of the best probability sampling techniques that helps in saving time and resources, is the Simple Random Sampling method. It is a reliable method of obtaining information where every single member of a population is chosen randomly, merely by chance.

What is a quota sampling method?

Quota sampling is

a type of non-probability sampling method

. This means that elements from the population are chosen on a non-random basis and all members of the population do not have an equal chance of being selected to be a part of the sample group.

What is an example of a non random sampling method?

A sample in which the selection of units is based on factors other than random chance, e.g. convenience, prior experience, or the judgement of the researcher. Examples of non-probability samples are:

convenience, judgmental, quota, and snowball

.

Why does Social research require sampling?

Sampling is important in social science research because

it helps you to generalize to the population of interest and ensure high external validity

. … Choosing a ‘correct' sample means making sure that your sample is large enough and representative of the population.

What are types of sampling?

There are five types of sampling:

Random, Systematic, Convenience, Cluster, and Stratified

. Random sampling is analogous to putting everyone's name into a hat and drawing out several names. Each element in the population has an equal chance of occuring.

What kind of sampling method is a survey?

Survey sampling is

selecting members from a target population to be in a sample for a

sample survey. Usually the survey is some type of questionnaire (i.e. in-person, phone or internet survey). Census taking in The Netherlands, c. 1925.

What is a non representative sample?

population. ➢ Nonprobability (Non-Representative) ❖

A sample that is not selected in such a way as to be representative of the

.

population

.

What is representative sample in psychology?

In psychology, a representative sample is

a selected segment of a group that closely parallels the population as a whole in terms of the key variables under examination

. … Random sampling is often used to obtain a representative sample from a larger group.

What are the two types of sampling methods Mcq?

There are various methods of sampling, which are broadly categorised as

random sampling and non-random sampling

.

What are the 4 types of research methods?

Data may be grouped into four main types based on methods for collection:

observational, experimental, simulation, and derived

.

What are the 3 types of research methods?

Most research can be divided into three different categories:

exploratory, descriptive and causal

.

What are the 6 research methods?

In conducting research, sociologists choose between six research methods:

(1) survey, (2) participant observation, (3), secondary analysis, (4) documents, (5) unobtrusive measures, and (6) experiments

.

What is a representative sample chegg?

Representative Samples Definition

When

a data set of samples represents a large group of the population based on its specific characteristics

, it is known as a representative sample.

How do you determine a research sample?

  1. Determine the population size (if known).
  2. Determine the confidence interval.
  3. Determine the confidence level.
  4. Determine the standard deviation (a standard deviation of 0.5 is a safe choice where the figure is unknown)
  5. Convert the confidence level into a Z-Score.

How do you determine sample size in quantitative research?

  1. Choose an appropriate significance level (alpha value). An alpha value of p = . …
  2. Select the power level. Typically a power level of . …
  3. Estimate the effect size. …
  4. Organize your existing data. …
  5. Things You'll Need.

How do you determine sample size for qualitative research?

Our general recommendation for in-depth interviews is to have a sample size

of 20-30

, if we're building similar segments within the population. In some cases, a minimum of 10 is acceptable – assuming the population integrity in recruiting.

Charlene Dyck
Author
Charlene Dyck
Charlene is a software developer and technology expert with a degree in computer science. She has worked for major tech companies and has a keen understanding of how computers and electronics work. Sarah is also an advocate for digital privacy and security.