Podcast
Questions and Answers
What is the interval for the data selection?
What is the interval for the data selection?
What is the first bottle selected in the sample?
What is the first bottle selected in the sample?
What is the formula for the sequence used to select the bottles in the sample?
What is the formula for the sequence used to select the bottles in the sample?
What is the reference number of the 10th bottle selected in the sample?
What is the reference number of the 10th bottle selected in the sample?
Signup and view all the answers
How many bottles are selected from the first 300 bottles?
How many bottles are selected from the first 300 bottles?
Signup and view all the answers
What is a major factor that influences the decision to use a non-probability sample?
What is a major factor that influences the decision to use a non-probability sample?
Signup and view all the answers
What is the primary purpose of a source list in sampling?
What is the primary purpose of a source list in sampling?
Signup and view all the answers
Which of the following is NOT a characteristic of a good source list?
Which of the following is NOT a characteristic of a good source list?
Signup and view all the answers
Which sampling technique is most susceptible to systematic bias?
Which sampling technique is most susceptible to systematic bias?
Signup and view all the answers
What is the relationship between sample size and the size of the population variance?
What is the relationship between sample size and the size of the population variance?
Signup and view all the answers
What is a major drawback of using a non-probability sample?
What is a major drawback of using a non-probability sample?
Signup and view all the answers
What is the primary difference between systematic bias and sampling error?
What is the primary difference between systematic bias and sampling error?
Signup and view all the answers
Which of the following is NOT a factor that can contribute to systematic bias?
Which of the following is NOT a factor that can contribute to systematic bias?
Signup and view all the answers
What is the key difference between a census inquiry and a sample survey?
What is the key difference between a census inquiry and a sample survey?
Signup and view all the answers
What is a sampling unit in the context of research?
What is a sampling unit in the context of research?
Signup and view all the answers
What is the primary purpose of a sample design?
What is the primary purpose of a sample design?
Signup and view all the answers
Which of the following is an example of a finite universe?
Which of the following is an example of a finite universe?
Signup and view all the answers
Which of the following is NOT a step involved in sample design?
Which of the following is NOT a step involved in sample design?
Signup and view all the answers
What is the primary objective of sampling?
What is the primary objective of sampling?
Signup and view all the answers
Why is a sample design crucial in research?
Why is a sample design crucial in research?
Signup and view all the answers
What is the relationship between sampling and generalizability?
What is the relationship between sampling and generalizability?
Signup and view all the answers
What is a key characteristic of nonprobability sampling?
What is a key characteristic of nonprobability sampling?
Signup and view all the answers
Which sampling technique involves selecting participants based on specific traits to mirror the population's characteristics?
Which sampling technique involves selecting participants based on specific traits to mirror the population's characteristics?
Signup and view all the answers
What is a potential drawback of Convenience Sampling?
What is a potential drawback of Convenience Sampling?
Signup and view all the answers
What is the primary reason for choosing Snowball Sampling?
What is the primary reason for choosing Snowball Sampling?
Signup and view all the answers
When is Purposive Sampling a suitable choice?
When is Purposive Sampling a suitable choice?
Signup and view all the answers
What is the main goal of random sampling in research?
What is the main goal of random sampling in research?
Signup and view all the answers
What is a key difference between nonprobability and probability sampling?
What is a key difference between nonprobability and probability sampling?
Signup and view all the answers
In the example given, why does Hayley associate each student with a unique reference number?
In the example given, why does Hayley associate each student with a unique reference number?
Signup and view all the answers
Which sampling method involves dividing the population into subgroups based on shared characteristics and then randomly selecting individuals from each subgroup?
Which sampling method involves dividing the population into subgroups based on shared characteristics and then randomly selecting individuals from each subgroup?
Signup and view all the answers
In a study of car owners in the Philippines, a researcher decides to first randomly select several provinces, then randomly select several cities within those provinces, and finally randomly select several car owners from each city. What type of sampling method is this?
In a study of car owners in the Philippines, a researcher decides to first randomly select several provinces, then randomly select several cities within those provinces, and finally randomly select several car owners from each city. What type of sampling method is this?
Signup and view all the answers
A researcher wants to study student opinions on a new curriculum. They decide to select every 10th student from a list of all registered students. What type of sampling method is this?
A researcher wants to study student opinions on a new curriculum. They decide to select every 10th student from a list of all registered students. What type of sampling method is this?
Signup and view all the answers
A survey is conducted on customer satisfaction in a large retail chain. The researchers divide the customers into groups based on their purchase history (frequent buyers, occasional buyers, first-time buyers) and then randomly select customers from each group. What type of sampling method is this?
A survey is conducted on customer satisfaction in a large retail chain. The researchers divide the customers into groups based on their purchase history (frequent buyers, occasional buyers, first-time buyers) and then randomly select customers from each group. What type of sampling method is this?
Signup and view all the answers
Which sampling method is most likely to be used when a researcher wants to get a representative sample from a geographically dispersed population, but doesn't have the resources to reach everyone?
Which sampling method is most likely to be used when a researcher wants to get a representative sample from a geographically dispersed population, but doesn't have the resources to reach everyone?
Signup and view all the answers
A researcher wants to study the effectiveness of a new teaching method in a school district. They randomly select 5 schools from the district and then include all students in those 5 schools in their study. What type of sampling method is this?
A researcher wants to study the effectiveness of a new teaching method in a school district. They randomly select 5 schools from the district and then include all students in those 5 schools in their study. What type of sampling method is this?
Signup and view all the answers
What is one of the main challenges associated with using observation in qualitative research?
What is one of the main challenges associated with using observation in qualitative research?
Signup and view all the answers
When would a researcher choose to use cluster sampling?
When would a researcher choose to use cluster sampling?
Signup and view all the answers
Which sampling method relies entirely on chance for selecting participants?
Which sampling method relies entirely on chance for selecting participants?
Signup and view all the answers
Why is natural bias in the reporting of data a concern in research?
Why is natural bias in the reporting of data a concern in research?
Signup and view all the answers
What is the primary goal of a good sample design?
What is the primary goal of a good sample design?
Signup and view all the answers
Which of the following is NOT a characteristic of a good sample design?
Which of the following is NOT a characteristic of a good sample design?
Signup and view all the answers
What is the key advantage of probability sampling?
What is the key advantage of probability sampling?
Signup and view all the answers
Why might probability sampling be considered less appropriate for some qualitative research studies?
Why might probability sampling be considered less appropriate for some qualitative research studies?
Signup and view all the answers
Which of the following is a characteristic of qualitative research?
Which of the following is a characteristic of qualitative research?
Signup and view all the answers
Flashcards
Population
Population
The entire group of units the study focuses on.
Census Inquiry
Census Inquiry
A data gathering where all members of the population are included.
Sample Survey
Sample Survey
A data gathering method using a representative subset of the population.
Sample Design
Sample Design
Signup and view all the flashcards
Finite Universe
Finite Universe
Signup and view all the flashcards
Infinite Universe
Infinite Universe
Signup and view all the flashcards
Sampling Unit
Sampling Unit
Signup and view all the flashcards
Generalization from Sample
Generalization from Sample
Signup and view all the flashcards
Random Number Generator
Random Number Generator
Signup and view all the flashcards
Systematic Sampling
Systematic Sampling
Signup and view all the flashcards
Stratified Random Sampling
Stratified Random Sampling
Signup and view all the flashcards
Stratum
Stratum
Signup and view all the flashcards
Cluster Sampling
Cluster Sampling
Signup and view all the flashcards
Multi-stage Sampling
Multi-stage Sampling
Signup and view all the flashcards
Geographical Regions in Sampling
Geographical Regions in Sampling
Signup and view all the flashcards
Population Proportions
Population Proportions
Signup and view all the flashcards
Indeterminacy principle
Indeterminacy principle
Signup and view all the flashcards
Natural bias in reporting
Natural bias in reporting
Signup and view all the flashcards
Sampling error
Sampling error
Signup and view all the flashcards
Characteristics of a Good Sample Design
Characteristics of a Good Sample Design
Signup and view all the flashcards
Probability Sampling
Probability Sampling
Signup and view all the flashcards
Simple Random Sampling
Simple Random Sampling
Signup and view all the flashcards
Non-probability sampling
Non-probability sampling
Signup and view all the flashcards
Systematic bias
Systematic bias
Signup and view all the flashcards
Source List
Source List
Signup and view all the flashcards
Optimum Sample
Optimum Sample
Signup and view all the flashcards
Parameters of Interest
Parameters of Interest
Signup and view all the flashcards
Budgetary Constraint
Budgetary Constraint
Signup and view all the flashcards
Sampling Procedure
Sampling Procedure
Signup and view all the flashcards
Inappropriate Sampling Frame
Inappropriate Sampling Frame
Signup and view all the flashcards
Non-respondents
Non-respondents
Signup and view all the flashcards
Sampling Bias
Sampling Bias
Signup and view all the flashcards
Quota Sampling
Quota Sampling
Signup and view all the flashcards
Snowball Sampling
Snowball Sampling
Signup and view all the flashcards
Convenience Sampling
Convenience Sampling
Signup and view all the flashcards
Purposive Sampling
Purposive Sampling
Signup and view all the flashcards
Random Sampling Method
Random Sampling Method
Signup and view all the flashcards
Unique Reference Number
Unique Reference Number
Signup and view all the flashcards
Reference Number
Reference Number
Signup and view all the flashcards
Sampling Interval
Sampling Interval
Signup and view all the flashcards
Sample Selection Sequence
Sample Selection Sequence
Signup and view all the flashcards
Study Notes
Sampling
- Research involves studying a universe or population, which represents the entire group being studied (e.g., people in a community, or items in an organization)
- A census involves collecting data from every member of the population, while a sample survey uses a selected group of representatives
- A sample design is a plan for selecting a sample from a population; it determines the technique for selecting sample items for accurate results
- Steps in sample design:
- Define the population (finite or infinite)
- Determine the sampling unit (e.g., geographic area, individual)
- Create a source list (sampling frame) of population members
- Decide sample size (optimum balance between size, representativeness, reliability, & flexibility)
- Determining parameters of interest (characteristics of the population that need to be studied)
- Budgetary constraints influence sample size and type
- Systematic bias in sampling errors can be caused by inappropriate sampling frames, defective measuring devices, non-respondents, or natural biases in reporting, but these cannot be reduced via increased sample size; methods must be applied to correct the issue.
- Sampling errors are random variations in estimations around true population parameters. This error reduces with increasing sample size/observations
- Good sample design includes representativeness, small sampling error, and cost-effectiveness, with proper control of systematic biases
- Sampling techniques:
- Probability sampling (every member of population has an equal chance of selection)
- Simple random sampling (equal chance; e.g., using random number generator)
- Systematic sampling (select members at regular intervals)
- Stratified random sampling (dividing the population into subgroups and randomly selecting participants from each stratum)
- Cluster sampling (Dividing population into clusters, randomly selecting clusters instead of individuals)
- Multi-stage sampling (combination of cluster and random sampling techniques)
- Non-probability sampling (not all members have an equal chance of selection; less expensive & faster)
- Quota sampling (ensuring the population characteristics match the sample)
- Snowball sampling (using initial respondents to recruit additional participants)
- Convenience sampling (using readily available participants)
- Purposive/judgmental sampling (selecting specific participants for particular reasons)
- Probability sampling (every member of population has an equal chance of selection)
- Sample procedures:
- Random sampling:
- Listing all population members, assigning each a number, generating random numbers to select sample members
- Systematic sampling:
- Determining the interval (the number of participants in population/sample size); a random starting point, then selecting every nth participant; using a unique numbered population
- Random sampling:
- Methods are available to ensure accurate research across all sampling techniques.
Studying That Suits You
Use AI to generate personalized quizzes and flashcards to suit your learning preferences.
Related Documents
Description
This quiz explores the essential concepts of sampling methods and design in research. It covers the differences between a census and a sample survey, and outlines the steps involved in creating a sample design for accurate data collection. Perfect for students and professionals looking to enhance their understanding of sampling techniques.