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Sampling and Data Collection

Description: This quiz covers the fundamental concepts of sampling and data collection methods used in statistical research.
Number of Questions: 15
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Tags: sampling data collection probability statistics
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What is the process of selecting a representative subset of a population to gather information about the entire population called?

  1. Sampling

  2. Data Collection

  3. Hypothesis Testing

  4. Estimation


Correct Option: A
Explanation:

Sampling is the process of selecting a representative subset of a population to gather information about the entire population.

Which sampling method involves selecting every kth element from a population?

  1. Simple Random Sampling

  2. Systematic Sampling

  3. Stratified Sampling

  4. Cluster Sampling


Correct Option: B
Explanation:

Systematic sampling involves selecting every kth element from a population, where k is a fixed interval determined by dividing the population size by the desired sample size.

In stratified sampling, the population is divided into homogeneous subgroups called:

  1. Clusters

  2. Strata

  3. Units

  4. Elements


Correct Option: B
Explanation:

In stratified sampling, the population is divided into homogeneous subgroups called strata, and a sample is selected from each stratum.

Which sampling method involves selecting a random sample of clusters from a population and then selecting all elements within the chosen clusters?

  1. Simple Random Sampling

  2. Systematic Sampling

  3. Stratified Sampling

  4. Cluster Sampling


Correct Option: D
Explanation:

Cluster sampling involves selecting a random sample of clusters from a population and then selecting all elements within the chosen clusters.

What is the probability of selecting a specific element from a population of size N using simple random sampling?

  1. 1/N

  2. N/1

  3. 1/(N-1)

  4. (N-1)/N


Correct Option: A
Explanation:

In simple random sampling, each element in the population has an equal chance of being selected, so the probability of selecting a specific element is 1/N.

Which sampling method involves selecting a sample based on the probability of each element being chosen?

  1. Simple Random Sampling

  2. Systematic Sampling

  3. Stratified Sampling

  4. Probability Sampling


Correct Option: D
Explanation:

Probability sampling involves selecting a sample based on the probability of each element being chosen, ensuring that every element in the population has a known chance of being included in the sample.

What is the difference between a population and a sample?

  1. A population is larger than a sample.

  2. A sample is larger than a population.

  3. A population is a subset of a sample.

  4. A sample is a subset of a population.


Correct Option: D
Explanation:

A sample is a subset of a population, selected to represent the characteristics of the entire population.

What is the main purpose of data collection in statistics?

  1. To gather information about a population.

  2. To test hypotheses.

  3. To make predictions.

  4. To draw conclusions.


Correct Option: A
Explanation:

The main purpose of data collection in statistics is to gather information about a population, such as its characteristics, trends, and patterns.

Which data collection method involves asking respondents a series of questions?

  1. Observation

  2. Interview

  3. Questionnaire

  4. Experiment


Correct Option: B
Explanation:

An interview is a data collection method that involves asking respondents a series of questions, either in person, over the phone, or through video conferencing.

What is the difference between a census and a sample survey?

  1. A census collects data from the entire population.

  2. A sample survey collects data from a subset of the population.

  3. A census is more accurate than a sample survey.

  4. A sample survey is more accurate than a census.


Correct Option: B
Explanation:

A sample survey collects data from a subset of the population, while a census collects data from the entire population.

What is the purpose of a pilot study?

  1. To test the feasibility of a research study.

  2. To collect data for analysis.

  3. To generate hypotheses.

  4. To draw conclusions.


Correct Option: A
Explanation:

A pilot study is conducted to test the feasibility of a research study, assess the effectiveness of data collection methods, and identify potential problems before conducting the main study.

Which data collection method involves observing and recording the behavior of individuals or groups?

  1. Observation

  2. Interview

  3. Questionnaire

  4. Experiment


Correct Option: A
Explanation:

Observation is a data collection method that involves observing and recording the behavior of individuals or groups in their natural settings.

What is the difference between primary and secondary data?

  1. Primary data is collected directly from the source.

  2. Secondary data is collected directly from the source.

  3. Primary data is more accurate than secondary data.

  4. Secondary data is more accurate than primary data.


Correct Option: A
Explanation:

Primary data is collected directly from the source, while secondary data is collected from existing sources, such as books, articles, and databases.

Which data collection method involves sending a set of questions to respondents to be answered in writing?

  1. Observation

  2. Interview

  3. Questionnaire

  4. Experiment


Correct Option: C
Explanation:

A questionnaire is a data collection method that involves sending a set of questions to respondents to be answered in writing.

What is the purpose of a sampling frame?

  1. To identify the population of interest.

  2. To select a representative sample.

  3. To collect data from the sample.

  4. To analyze the data.


Correct Option: A
Explanation:

A sampling frame is a list or database of all the elements in the population of interest, from which a sample can be selected.

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