SlideShare a Scribd company logo
1 of 32
Presented by-




Ridwanul Mosrur
 ridwanul.mosrur@gmail.com
Random sampling methods

1. Simple random sampling
2. Stratified sampling
3. Cluster sampling
4. Systematic sampling




                            © Ridwanul Mosrur
1. Simple random sampling: the process
   of selecting a sample that allows
   individual in the defined population to
   have an equal and independent
   chance of being selected for the
   sample


                                  © Ridwanul Mosrur
Steps in random sampling...

1. Identify and define the population.
2. Determine the desired sample size.
3. List all members of the population.
4. Assign all individuals on the list a
   consecutive number from zero to the
   required number. Each individual
   must have the same number of digits
   as each other individual.
                                 © Ridwanul Mosrur
5. Select an arbitrary number in the table
   of random numbers.
6. For the selected number, look only at
   the number of digits assigned to each
   population member.



                                  © Ridwanul Mosrur
7. If the number corresponds to the
   number assigned to any of the
   individuals in the population, then that
   individual is included in the sample.
8. Go to the next number in the column
   and repeat step #7 until the desired
   number of individuals has been
   selected for the sample.
                                   © Ridwanul Mosrur
ADVANTAGES…

…easy to conduct
…strategy requires minimum knowledge
 of the population to be sampled




                             © Ridwanul Mosrur
DISADVANTAGES…

…need names of all population members
…may over- represent or under- estimate
 sample members
…there is difficulty in reaching all selected
 in the sample


                                   © Ridwanul Mosrur
2. Stratified sampling: the process of
   selecting a sample that allows
   identified subgroups in the defined
   population to be represented in the
   same proportion that they exist in the
   population
Steps in stratified sampling...

1. Identify and define the population.
2. Determine the desired sample size.
3. Identify the variable and subgroups
   (strata) for which you want to
   guarantee appropriate, equal
   representation.


                                  © Ridwanul Mosrur
4. Classify all members of the population
   as members of one identified
   subgroup.
5. Randomly select, using a table of
   random numbers) an “appropriate”
   number of individuals from each of
   the subgroups, appropriate meaning
   an equal number of individuals
                                 © Ridwanul Mosrur
ADVANTAGES…

…more precise sample
…can be used for both proportions and
 stratification sampling
…sample represents the desired strata



                               © Ridwanul Mosrur
DISADVANTAGES…

…need names of all population members
…there is difficulty in reaching all selected
 in the sample
…researcher must have names of all
 populations


                                   © Ridwanul Mosrur
3. Cluster sampling: the process of
   randomly selecting intact groups, not
   individuals, within the defined
   population sharing similar
   characteristics



                                 © Ridwanul Mosrur
Steps in cluster sampling...

1. Identify and define the population.
2. Determine the desired sample size.
3. Identify and define a logical cluster.
4. List all clusters (or obtain a list) that
   make up the population of clusters.
5. Estimate the average number of
   population members per cluster.

                                      © Ridwanul Mosrur
6. Determine the number of clusters
   needed by dividing the sample size by
   the estimated size of a cluster.
7. Randomly select the needed number
   of clusters by using a table of random
   numbers.
8. Include in your study all population
   members in each selected cluster.
                                  © Ridwanul Mosrur
ADVANTAGES…

…efficient
…researcher doesn’t need names of all
 population members
…reduces travel to site
…useful for educational research

                               © Ridwanul Mosrur
DISADVANTAGES…


…fewer sampling points make it less like
 that the sample is representative




                                © Ridwanul Mosrur
4. Systematic sampling: the process of
   selecting individuals within the
   defined population from a list by
   taking every Kth name.




                                © Ridwanul Mosrur
Steps in systematic sampling...

1. Identify and define the population.
2. Determine the desired sample size.
3. Obtain a list of the population.
4. Determine what K is equal to by
   dividing the size of the population by
   the desired sample size.


                                   © Ridwanul Mosrur
5. Start at some random place in the
   population list. Close you eyes and
   point your finger to a name.
6. Starting at that point, take every Kth
   name on the list until the desired
   sample size is reached.
7. If the end of the list is reached before
   the desired sample is reached, go
   back to the top of the list.
                                    © Ridwanul Mosrur
ADVANTAGES…

…sample selection is simple




                              © Ridwanul Mosrur
DISADVANTAGES…


…all members of the population do not
 have an equal chance of being selected
…the Kth person may be related to a
 periodical order in the population list,
 producing unrepresentativeness in the
 sample

                                 © Ridwanul Mosrur
Nonrandom sampling methods...

1. Convenience sampling
2. Purposive sampling
3. Quota sampling




                          © Ridwanul Mosrur
1. Convenience sampling: the process
   of including whoever happens to be
   available at the time
    …called “accidental” or “haphazard”
       sampling



                                © Ridwanul Mosrur
DISADVANTAGES…

…difficulty in determining how much of
 the effect (dependent variable) results
 from the cause (independent variable)




                                 © Ridwanul Mosrur
2. Purposive sampling: the process
   whereby the researcher selects a
   sample based on experience or
   knowledge of the group to be sampled
   …called “judgment” sampling



                                © Ridwanul Mosrur
DISADVANTAGES…

…potential for inaccuracy in the
 researcher’s criteria and resulting
 sample selections




                                 © Ridwanul Mosrur
3. Quota sampling: the process whereby
   a researcher gathers data from
   individuals possessing identified
   characteristics and quotas




                               © Ridwanul Mosrur
DISADVANTAGES…

…people who are less accessible (more
 difficult to contact, more reluctant to
 participate) are under-represented




                                 © Ridwanul Mosrur
© Ridwanul Mosrur

More Related Content

What's hot

Sample and sampling techniques
Sample and sampling techniquesSample and sampling techniques
Sample and sampling techniques
Anupam Ghosh
 

What's hot (20)

Hypothesis in educational research
Hypothesis in educational researchHypothesis in educational research
Hypothesis in educational research
 
Probability sampling
Probability samplingProbability sampling
Probability sampling
 
Probability Sampling and Its Techniques with Examples.
Probability Sampling and Its Techniques with Examples.Probability Sampling and Its Techniques with Examples.
Probability Sampling and Its Techniques with Examples.
 
Survey Resaerch
Survey ResaerchSurvey Resaerch
Survey Resaerch
 
Meaning, definitions & need of educational research.
Meaning, definitions & need of educational research.Meaning, definitions & need of educational research.
Meaning, definitions & need of educational research.
 
Concept of Sample & Universe
Concept of Sample & UniverseConcept of Sample & Universe
Concept of Sample & Universe
 
sampling simple random sampling
sampling simple random samplingsampling simple random sampling
sampling simple random sampling
 
Sampling methods PPT
Sampling methods PPTSampling methods PPT
Sampling methods PPT
 
Survey research
Survey researchSurvey research
Survey research
 
Research in education
Research in educationResearch in education
Research in education
 
Educational research
Educational researchEducational research
Educational research
 
Sample and sampling techniques
Sample and sampling techniquesSample and sampling techniques
Sample and sampling techniques
 
Sampling
Sampling Sampling
Sampling
 
The basic of educational research sampling
The basic of educational research samplingThe basic of educational research sampling
The basic of educational research sampling
 
Sampling techniques Systematic & Purposive sampling
Sampling techniques  Systematic & Purposive samplingSampling techniques  Systematic & Purposive sampling
Sampling techniques Systematic & Purposive sampling
 
Systematic ranom sampling for slide share
Systematic ranom sampling for slide shareSystematic ranom sampling for slide share
Systematic ranom sampling for slide share
 
variable in research
variable in researchvariable in research
variable in research
 
Non probability sampling
Non probability samplingNon probability sampling
Non probability sampling
 
Probability Sampling and Types by Selbin Babu
Probability Sampling and Types by Selbin BabuProbability Sampling and Types by Selbin Babu
Probability Sampling and Types by Selbin Babu
 
Survey method.
Survey method.Survey method.
Survey method.
 

Viewers also liked

Lesson 10 research methods sampling and experimental design 2013
Lesson 10 research methods sampling and experimental design 2013Lesson 10 research methods sampling and experimental design 2013
Lesson 10 research methods sampling and experimental design 2013
Crystal Delosa
 
Stratified Random Sampling
Stratified Random SamplingStratified Random Sampling
Stratified Random Sampling
kinnari raval
 
Sampling methods theory and practice
Sampling methods theory and practice Sampling methods theory and practice
Sampling methods theory and practice
Ravindra Sharma
 
Simple random sampling
Simple random samplingSimple random sampling
Simple random sampling
suncil0071
 
2 sampling design (1)
2 sampling design (1)2 sampling design (1)
2 sampling design (1)
Vinay Jeengar
 
Stratified sampling
Stratified samplingStratified sampling
Stratified sampling
suncil0071
 

Viewers also liked (20)

RESEARCH METHOD - SAMPLING
RESEARCH METHOD - SAMPLINGRESEARCH METHOD - SAMPLING
RESEARCH METHOD - SAMPLING
 
Sampling Methods in Qualitative and Quantitative Research
Sampling Methods in Qualitative and Quantitative ResearchSampling Methods in Qualitative and Quantitative Research
Sampling Methods in Qualitative and Quantitative Research
 
Sampling and Sample Types
Sampling  and Sample TypesSampling  and Sample Types
Sampling and Sample Types
 
Chapter 8-SAMPLE & SAMPLING TECHNIQUES
Chapter 8-SAMPLE & SAMPLING TECHNIQUESChapter 8-SAMPLE & SAMPLING TECHNIQUES
Chapter 8-SAMPLE & SAMPLING TECHNIQUES
 
Lesson 10 research methods sampling and experimental design 2013
Lesson 10 research methods sampling and experimental design 2013Lesson 10 research methods sampling and experimental design 2013
Lesson 10 research methods sampling and experimental design 2013
 
Stratified random sampling
Stratified random samplingStratified random sampling
Stratified random sampling
 
Stratified Random Sampling
Stratified Random SamplingStratified Random Sampling
Stratified Random Sampling
 
Sampling methods theory and practice
Sampling methods theory and practice Sampling methods theory and practice
Sampling methods theory and practice
 
Simple random sampling
Simple random samplingSimple random sampling
Simple random sampling
 
Presentation on stratified sampling
Presentation on stratified samplingPresentation on stratified sampling
Presentation on stratified sampling
 
2 sampling design (1)
2 sampling design (1)2 sampling design (1)
2 sampling design (1)
 
Sampling
SamplingSampling
Sampling
 
Stratified sampling
Stratified samplingStratified sampling
Stratified sampling
 
Sampling and Sampling Distributions
Sampling and Sampling DistributionsSampling and Sampling Distributions
Sampling and Sampling Distributions
 
SAMPLING METHODS
SAMPLING METHODS SAMPLING METHODS
SAMPLING METHODS
 
Sampling
SamplingSampling
Sampling
 
sampling ppt
sampling pptsampling ppt
sampling ppt
 
Types of Research
Types of ResearchTypes of Research
Types of Research
 
sampling methods...
sampling methods...sampling methods...
sampling methods...
 
Sampling Methods
Sampling MethodsSampling Methods
Sampling Methods
 

Similar to Sampling methods in educational research

Sampling in educational research (part 1)
Sampling in educational research (part 1)Sampling in educational research (part 1)
Sampling in educational research (part 1)
Ridwanul Mosrur
 
The basic of educational research sampling
The basic of educational research samplingThe basic of educational research sampling
The basic of educational research sampling
Mimiey Abdul Halim
 
The basic of educational research sampling
The basic of educational research samplingThe basic of educational research sampling
The basic of educational research sampling
Azlinda Ashaary
 
Sampling For Multivariate Data Analysis
Sampling  For Multivariate Data AnalysisSampling  For Multivariate Data Analysis
Sampling For Multivariate Data Analysis
Qasim Raza
 
Lesson 6 Sampling Techniques practical research 2.pptx
Lesson 6 Sampling Techniques practical research 2.pptxLesson 6 Sampling Techniques practical research 2.pptx
Lesson 6 Sampling Techniques practical research 2.pptx
ays040889
 

Similar to Sampling methods in educational research (20)

Sampling in educational research (part 1)
Sampling in educational research (part 1)Sampling in educational research (part 1)
Sampling in educational research (part 1)
 
The basic of educational research sampling
The basic of educational research samplingThe basic of educational research sampling
The basic of educational research sampling
 
Chapter 6 sampling
Chapter 6 samplingChapter 6 sampling
Chapter 6 sampling
 
Brm group 3(sampling)
Brm group 3(sampling)Brm group 3(sampling)
Brm group 3(sampling)
 
The basic of educational research sampling
The basic of educational research samplingThe basic of educational research sampling
The basic of educational research sampling
 
Sampling
SamplingSampling
Sampling
 
Sampling For Multivariate Data Analysis
Sampling  For Multivariate Data AnalysisSampling  For Multivariate Data Analysis
Sampling For Multivariate Data Analysis
 
DOC-20230327-WA0002..pptx
DOC-20230327-WA0002..pptxDOC-20230327-WA0002..pptx
DOC-20230327-WA0002..pptx
 
sampling.ppt
sampling.pptsampling.ppt
sampling.ppt
 
Sampling by dr najeeb memon
Sampling  by dr najeeb memonSampling  by dr najeeb memon
Sampling by dr najeeb memon
 
1research ppt.pptx
1research ppt.pptx1research ppt.pptx
1research ppt.pptx
 
Lesson 6 Sampling Techniques practical research 2.pptx
Lesson 6 Sampling Techniques practical research 2.pptxLesson 6 Sampling Techniques practical research 2.pptx
Lesson 6 Sampling Techniques practical research 2.pptx
 
Sampling ,types ,advantages and disadvantages of the sampling
Sampling ,types ,advantages and disadvantages of the samplingSampling ,types ,advantages and disadvantages of the sampling
Sampling ,types ,advantages and disadvantages of the sampling
 
Sampling
SamplingSampling
Sampling
 
sampling.pptx
sampling.pptxsampling.pptx
sampling.pptx
 
types of sampling methods.pptx
types of sampling methods.pptxtypes of sampling methods.pptx
types of sampling methods.pptx
 
research (3) (1).pptx
research (3) (1).pptxresearch (3) (1).pptx
research (3) (1).pptx
 
sampling.pptx
sampling.pptxsampling.pptx
sampling.pptx
 
Seminar sampling methods
Seminar sampling methodsSeminar sampling methods
Seminar sampling methods
 
SAMPLING METHODS &TYPES, & TECHNIQUES & EXAMPLES.pptx
SAMPLING METHODS &TYPES, & TECHNIQUES & EXAMPLES.pptxSAMPLING METHODS &TYPES, & TECHNIQUES & EXAMPLES.pptx
SAMPLING METHODS &TYPES, & TECHNIQUES & EXAMPLES.pptx
 

More from Ridwanul Mosrur

Presentation on child right posters
Presentation on child right postersPresentation on child right posters
Presentation on child right posters
Ridwanul Mosrur
 
Final welcome to our presentation on supervision in nfe
Final welcome to our presentation on supervision in nfeFinal welcome to our presentation on supervision in nfe
Final welcome to our presentation on supervision in nfe
Ridwanul Mosrur
 
Nonformal & continuing education
Nonformal & continuing educationNonformal & continuing education
Nonformal & continuing education
Ridwanul Mosrur
 
Introducing slums the pseudo heavens by ridwanul mosrur
Introducing slums the pseudo heavens by ridwanul mosrurIntroducing slums the pseudo heavens by ridwanul mosrur
Introducing slums the pseudo heavens by ridwanul mosrur
Ridwanul Mosrur
 
Future edcators by_ridwanul_mosrur-1
Future edcators by_ridwanul_mosrur-1Future edcators by_ridwanul_mosrur-1
Future edcators by_ridwanul_mosrur-1
Ridwanul Mosrur
 
Demography of bangladesh 2011
Demography of bangladesh 2011Demography of bangladesh 2011
Demography of bangladesh 2011
Ridwanul Mosrur
 
Teacher: a meta analysis of possible consequences
Teacher: a meta analysis of possible consequencesTeacher: a meta analysis of possible consequences
Teacher: a meta analysis of possible consequences
Ridwanul Mosrur
 
Educational research qualitative sampling
Educational research  qualitative samplingEducational research  qualitative sampling
Educational research qualitative sampling
Ridwanul Mosrur
 
Private universities in bangladesh categories based on economic features
Private universities in bangladesh categories based on economic featuresPrivate universities in bangladesh categories based on economic features
Private universities in bangladesh categories based on economic features
Ridwanul Mosrur
 
Conditions for temporary permission for establishing a private university in ...
Conditions for temporary permission for establishing a private university in ...Conditions for temporary permission for establishing a private university in ...
Conditions for temporary permission for establishing a private university in ...
Ridwanul Mosrur
 

More from Ridwanul Mosrur (20)

Donor aided development in Education in Bangladesh: Analyzing Current Donor P...
Donor aided development in Education in Bangladesh: Analyzing Current Donor P...Donor aided development in Education in Bangladesh: Analyzing Current Donor P...
Donor aided development in Education in Bangladesh: Analyzing Current Donor P...
 
the Rise of Development Educationists
the Rise of Development Educationists the Rise of Development Educationists
the Rise of Development Educationists
 
Photography for nonprofit
Photography for nonprofitPhotography for nonprofit
Photography for nonprofit
 
Can’t find motivation to study !!
Can’t find motivation to study !!Can’t find motivation to study !!
Can’t find motivation to study !!
 
Are you connected
Are you connectedAre you connected
Are you connected
 
Are you connected
Are you connectedAre you connected
Are you connected
 
Presentation on environment education
Presentation on environment educationPresentation on environment education
Presentation on environment education
 
Presentation on child right posters
Presentation on child right postersPresentation on child right posters
Presentation on child right posters
 
Final welcome to our presentation on supervision in nfe
Final welcome to our presentation on supervision in nfeFinal welcome to our presentation on supervision in nfe
Final welcome to our presentation on supervision in nfe
 
Nonformal & continuing education
Nonformal & continuing educationNonformal & continuing education
Nonformal & continuing education
 
What is sex education
What is sex educationWhat is sex education
What is sex education
 
Story of fyi
Story of fyiStory of fyi
Story of fyi
 
Introducing slums the pseudo heavens by ridwanul mosrur
Introducing slums the pseudo heavens by ridwanul mosrurIntroducing slums the pseudo heavens by ridwanul mosrur
Introducing slums the pseudo heavens by ridwanul mosrur
 
Future edcators by_ridwanul_mosrur-1
Future edcators by_ridwanul_mosrur-1Future edcators by_ridwanul_mosrur-1
Future edcators by_ridwanul_mosrur-1
 
Demography of bangladesh 2011
Demography of bangladesh 2011Demography of bangladesh 2011
Demography of bangladesh 2011
 
NFE & CE in UK
NFE & CE in UKNFE & CE in UK
NFE & CE in UK
 
Teacher: a meta analysis of possible consequences
Teacher: a meta analysis of possible consequencesTeacher: a meta analysis of possible consequences
Teacher: a meta analysis of possible consequences
 
Educational research qualitative sampling
Educational research  qualitative samplingEducational research  qualitative sampling
Educational research qualitative sampling
 
Private universities in bangladesh categories based on economic features
Private universities in bangladesh categories based on economic featuresPrivate universities in bangladesh categories based on economic features
Private universities in bangladesh categories based on economic features
 
Conditions for temporary permission for establishing a private university in ...
Conditions for temporary permission for establishing a private university in ...Conditions for temporary permission for establishing a private university in ...
Conditions for temporary permission for establishing a private university in ...
 

Recently uploaded

Recently uploaded (20)

Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
Evaluating the top large language models.pdf
Evaluating the top large language models.pdfEvaluating the top large language models.pdf
Evaluating the top large language models.pdf
 

Sampling methods in educational research

  • 1.
  • 2. Presented by- Ridwanul Mosrur ridwanul.mosrur@gmail.com
  • 3. Random sampling methods 1. Simple random sampling 2. Stratified sampling 3. Cluster sampling 4. Systematic sampling © Ridwanul Mosrur
  • 4. 1. Simple random sampling: the process of selecting a sample that allows individual in the defined population to have an equal and independent chance of being selected for the sample © Ridwanul Mosrur
  • 5. Steps in random sampling... 1. Identify and define the population. 2. Determine the desired sample size. 3. List all members of the population. 4. Assign all individuals on the list a consecutive number from zero to the required number. Each individual must have the same number of digits as each other individual. © Ridwanul Mosrur
  • 6. 5. Select an arbitrary number in the table of random numbers. 6. For the selected number, look only at the number of digits assigned to each population member. © Ridwanul Mosrur
  • 7. 7. If the number corresponds to the number assigned to any of the individuals in the population, then that individual is included in the sample. 8. Go to the next number in the column and repeat step #7 until the desired number of individuals has been selected for the sample. © Ridwanul Mosrur
  • 8. ADVANTAGES… …easy to conduct …strategy requires minimum knowledge of the population to be sampled © Ridwanul Mosrur
  • 9. DISADVANTAGES… …need names of all population members …may over- represent or under- estimate sample members …there is difficulty in reaching all selected in the sample © Ridwanul Mosrur
  • 10. 2. Stratified sampling: the process of selecting a sample that allows identified subgroups in the defined population to be represented in the same proportion that they exist in the population
  • 11. Steps in stratified sampling... 1. Identify and define the population. 2. Determine the desired sample size. 3. Identify the variable and subgroups (strata) for which you want to guarantee appropriate, equal representation. © Ridwanul Mosrur
  • 12. 4. Classify all members of the population as members of one identified subgroup. 5. Randomly select, using a table of random numbers) an “appropriate” number of individuals from each of the subgroups, appropriate meaning an equal number of individuals © Ridwanul Mosrur
  • 13. ADVANTAGES… …more precise sample …can be used for both proportions and stratification sampling …sample represents the desired strata © Ridwanul Mosrur
  • 14. DISADVANTAGES… …need names of all population members …there is difficulty in reaching all selected in the sample …researcher must have names of all populations © Ridwanul Mosrur
  • 15. 3. Cluster sampling: the process of randomly selecting intact groups, not individuals, within the defined population sharing similar characteristics © Ridwanul Mosrur
  • 16. Steps in cluster sampling... 1. Identify and define the population. 2. Determine the desired sample size. 3. Identify and define a logical cluster. 4. List all clusters (or obtain a list) that make up the population of clusters. 5. Estimate the average number of population members per cluster. © Ridwanul Mosrur
  • 17. 6. Determine the number of clusters needed by dividing the sample size by the estimated size of a cluster. 7. Randomly select the needed number of clusters by using a table of random numbers. 8. Include in your study all population members in each selected cluster. © Ridwanul Mosrur
  • 18. ADVANTAGES… …efficient …researcher doesn’t need names of all population members …reduces travel to site …useful for educational research © Ridwanul Mosrur
  • 19. DISADVANTAGES… …fewer sampling points make it less like that the sample is representative © Ridwanul Mosrur
  • 20. 4. Systematic sampling: the process of selecting individuals within the defined population from a list by taking every Kth name. © Ridwanul Mosrur
  • 21. Steps in systematic sampling... 1. Identify and define the population. 2. Determine the desired sample size. 3. Obtain a list of the population. 4. Determine what K is equal to by dividing the size of the population by the desired sample size. © Ridwanul Mosrur
  • 22. 5. Start at some random place in the population list. Close you eyes and point your finger to a name. 6. Starting at that point, take every Kth name on the list until the desired sample size is reached. 7. If the end of the list is reached before the desired sample is reached, go back to the top of the list. © Ridwanul Mosrur
  • 23. ADVANTAGES… …sample selection is simple © Ridwanul Mosrur
  • 24. DISADVANTAGES… …all members of the population do not have an equal chance of being selected …the Kth person may be related to a periodical order in the population list, producing unrepresentativeness in the sample © Ridwanul Mosrur
  • 25. Nonrandom sampling methods... 1. Convenience sampling 2. Purposive sampling 3. Quota sampling © Ridwanul Mosrur
  • 26. 1. Convenience sampling: the process of including whoever happens to be available at the time …called “accidental” or “haphazard” sampling © Ridwanul Mosrur
  • 27. DISADVANTAGES… …difficulty in determining how much of the effect (dependent variable) results from the cause (independent variable) © Ridwanul Mosrur
  • 28. 2. Purposive sampling: the process whereby the researcher selects a sample based on experience or knowledge of the group to be sampled …called “judgment” sampling © Ridwanul Mosrur
  • 29. DISADVANTAGES… …potential for inaccuracy in the researcher’s criteria and resulting sample selections © Ridwanul Mosrur
  • 30. 3. Quota sampling: the process whereby a researcher gathers data from individuals possessing identified characteristics and quotas © Ridwanul Mosrur
  • 31. DISADVANTAGES… …people who are less accessible (more difficult to contact, more reluctant to participate) are under-represented © Ridwanul Mosrur