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Statistical Sampling and Experimental Design Quiz

#1

In experimental design, what is the purpose of a control group?

To provide a baseline for comparison
Explanation

Establishes a reference point to assess the effect of the independent variable.

#2

What is the primary purpose of a pilot study in experimental research?

To gather preliminary data
Explanation

Tests feasibility and identifies potential issues before the main study.

#3

Which of the following is a key component of statistical sampling?

Randomization
Explanation

Ensures each element in the population has an equal chance of being selected.

#4

Which statistical sampling method involves dividing the population into subgroups and then randomly selecting samples from each subgroup?

Stratified random sampling
Explanation

Ensures representation from different subgroups for more accurate results.

#5

In statistical sampling, what does the term 'confidence level' represent?

The likelihood of obtaining a sample statistic within a certain range
Explanation

Expresses the degree of confidence that the sample parameter falls within a specified interval.

#6

Which type of experimental design involves studying the same group of participants over an extended period of time?

Longitudinal design
Explanation

Tracks changes in participants over time for a comprehensive understanding.

#7

In statistical sampling, what is the purpose of stratification?

To reduce variability within subgroups
Explanation

Increases precision by accounting for variations within distinct population subsets.

#8

Which of the following is an advantage of using systematic sampling in statistical research?

Reduced sampling bias
Explanation

Minimizes bias by selecting samples at regular intervals, providing a representative sample.

#9

What is the term for the systematic error in sampling that occurs when the sample is not representative of the population?

Bias
Explanation

Results in a consistent deviation from the true population value.

#10

What is the purpose of blinding in experimental design?

To eliminate biases
Explanation

Prevents participants or researchers from influencing the results consciously or unconsciously.

#11

What is the main advantage of using a completely randomized design in experiments?

Reduced chance of sampling bias
Explanation

Minimizes the likelihood of favoring a specific group during the assignment process.

#12

What is the term for the extent to which an experiment measures what it is intended to measure?

Validity
Explanation

Reflects the accuracy and relevance of the experiment in assessing the intended variables.

#13

In statistical sampling, what is the difference between simple random sampling and systematic sampling?

The order of selection
Explanation

Simple random sampling is entirely random, while systematic sampling follows a predetermined pattern.

#14

What is the purpose of statistical power analysis in experimental design?

To determine sample size
Explanation

Calculates the required sample size to detect a significant effect.

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