SlideShare a Scribd company logo
M A R I B E T H B . V I E R N E S , R C H / L P T
SAMPLING PROCEDURE
Sampling
Sampling means choosing from a large
population the respondents or subjects to
answer your research questions. The entire
population is involved but for your research
study, you choose only a part of the whole.
Important statistical terms
Population:
a technical term in research
which means a big group of
people from where you choose
the sample
Sample:
A subset of the population
Why sampling?
Get information about large populations
 Less costs
 Less field time
 It’s impossible to study the whole population
Groups of Sampling Methods
 Probability Sampling
This is a sampling method that makes you base
your selection of respondents on pure chance.
 Non-probability Sampling
Sampling techniques included in this category
are not chosen randomly, but purposefully.
Probability Sampling
 Simple random sampling
 Systematic sampling
 Cluster (area) sampling
 Stratified sampling
 Multistage sampling
Probability Sampling
 Simple-random sampling- choosing of respondents based on
pure chance
 Systematic sampling- Select a random starting point and
then select every kth subject in the population
 Stratified sampling- choosing a sample that will later on be
subdivided into strata, sub-groups, or sub-samples during the
stage of the data analysis.
 Cluster sampling- selecting respondents in clusters, rather than
in separate individuals such as choosing 5 classes of 40 students
each from a whole population of 5,000 students.
Multistage Sampling
• This technique, is essentially the process of taking random
samples of preceding random samples.
• An effective strategy because it banks on multiple
randomizations. As such, extremely useful.
• Multistage sampling used frequently when a complete list
of all members of the population not exists and is
inappropriate.
• Moreover, by avoiding the use of all sample units in all
selected clusters, multistage sampling avoids the large,
and perhaps unnecessary, costs associated with traditional
cluster sampling.
Multistage - researcher first samples groups
(clusters) obtains names of individuals within each
group (cluster) and then samples within the
cluster.
Difference Between Strata and Clusters
• Although strata and clusters are both non-
overlapping subsets of the population, they differ
in several ways.
• All strata are represented in the sample; but only a
subset of clusters are in the sample.
• With stratified sampling, the best survey results
occur when elements within strata are internally
homogeneous. However, with cluster sampling,
the best results occur when elements within
clusters are internally heterogeneous
List of clients
Simple Random Sampling
List of clients
Random subsample
Simple Random Sampling
Simple Random Sampling
Systematic Sampling
1 26 51 76
2 27 52 77
3 28 53 78
4 29 54 79
5 30 55 80
6 31 56 81
7 32 57 82
8 33 58 83
9 34 59 84
10 35 60 85
11 36 61 86
12 37 62 87
13 38 63 88
14 39 64 89
15 40 65 90
16 41 66 91
17 42 67 92
18 43 68 93
19 44 69 94
20 45 70 95
21 46 71 96
22 47 72 97
23 48 73 98
24 49 74 99
25 50 75 100
N = 100
Want n = 20
N/n = 5
Select a random number from 1-5: chose 4
1 26 51 76
2 27 52 77
3 28 53 78
4 29 54 79
5 30 55 80
6 31 56 81
7 32 57 82
8 33 58 83
9 34 59 84
10 35 60 85
11 36 61 86
12 37 62 87
13 38 63 88
14 39 64 89
15 40 65 90
16 41 66 91
17 42 67 92
18 43 68 93
19 44 69 94
20 45 70 95
21 46 71 96
22 47 72 97
23 48 73 98
24 49 74 99
25 50 75 100
N = 100
Want n = 20
N/n = 5
Select a random number from 1-5: chose 4
Start with #4 and take every 5th unit
Systematic Sampling
Systematic sampling
Systematic sampling
Stratified sampling
Draw a sample from each stratum
 Divide the population into at least two different groups with common
characteristic(s), then draw SOME subjects from each group (group is
called strata or stratum)
 Results in a more representative sample
Stratified Sampling
Objective: Population of N units divided into
nonoverlapping strata N1, N2, N3, ... Ni such
that N1 + N2 + ... + Ni = N; then do simple
random sample of n/N in each strata.
Stratified Sampling
List of clients
List of clients
Strata
African-American OthersHispanic-American
Stratified Sampling
Stratified Sampling
List of clients
Random subsamples of n/N
Strata
African-American OthersHispanic-American
Cluster sampling
Section 4
Section 5
Section 3
Section 2Section 1
 Cluster Sampling
 Divide the population into groups
(called clusters), randomly select
some of the groups, and then collect
data from ALL members of the
selected groups
Non-probability Sampling
 Quota sampling- choosing specific samples that you know
correspond to the population in terms of one, two, or more
characteristics.
For example, an interviewer may be told to sample 200
females and 300 males between the age of 45 and 60.
Interviewers might be tempted to interview those who look
most helpful. The problem is that these samples may be biased
because not everyone gets a chance of selection.
 Purposive sampling (judgemental)- The researcher chooses the
sample based on who they think would be appropriate for the
study. This is used primarily when there is a limited number of
people that have expertise in the area being researched
You chose who you think should be in the study
Non-probability Sampling
 Availability sampling-
 Snowball sampling- selecting samples from several
alternative samples like drug dependents, human
traffickers, street children.

More Related Content

What's hot

Sampling techniques
Sampling techniquesSampling techniques
Sampling techniques
Dr. Adrija Roy
 
Longitudinal Study.pptx
Longitudinal Study.pptxLongitudinal Study.pptx
Longitudinal Study.pptx
JulielynMAmano
 
Survival Analysis Using SPSS
Survival Analysis Using SPSSSurvival Analysis Using SPSS
Survival Analysis Using SPSS
Nermin Osman
 
Sampling Methods
Sampling MethodsSampling Methods
Sampling Methods
Abdulazim N.Elaati
 
Quota Sampling
Quota SamplingQuota Sampling
Quota Sampling
SUMANTO SHARAN
 
Types of random sampling
Types of random samplingTypes of random sampling
Types of random sampling
Studying
 
Systematic Sampling
Systematic SamplingSystematic Sampling
Systematic Sampling
Fersie Ann Malacas
 
Multistage random sampling
Multistage random samplingMultistage random sampling
Multistage random sampling
UE
 
Types of Sampling
Types of SamplingTypes of Sampling
The Nature of Qualitative Interviews
The Nature of Qualitative InterviewsThe Nature of Qualitative Interviews
The Nature of Qualitative Interviews
Clive McGoun
 
Cross sectional study
Cross sectional studyCross sectional study
Cross sectional study
Dr Lipilekha Patnaik
 
SAMPLING
SAMPLINGSAMPLING
SAMPLING
Malvika Bansal
 
Case control study
Case control studyCase control study
Case control study
Dr. Adrija Roy
 
biostatistics
biostatisticsbiostatistics
biostatistics
Mehul Shinde
 
sampling methods
sampling methodssampling methods
sampling methods
DanieBekele1
 
Experimental Research Design (True, Quasi and Pre Experimental Design)
Experimental Research Design (True, Quasi and Pre Experimental Design)Experimental Research Design (True, Quasi and Pre Experimental Design)
Experimental Research Design (True, Quasi and Pre Experimental Design)
Alam Nuzhathalam
 
Meta analysis
Meta analysisMeta analysis
Meta analysis
JunaidAKG
 
Sampling and sampling distribution
Sampling and sampling distributionSampling and sampling distribution
Sampling and sampling distribution
Ali Raza
 
Sampling techniques
Sampling techniques  Sampling techniques
Sampling techniques
Dr. Ankita Chaturvedi
 
Cross sectional research
Cross sectional researchCross sectional research
Cross sectional research
Sublaxmi Gupta
 

What's hot (20)

Sampling techniques
Sampling techniquesSampling techniques
Sampling techniques
 
Longitudinal Study.pptx
Longitudinal Study.pptxLongitudinal Study.pptx
Longitudinal Study.pptx
 
Survival Analysis Using SPSS
Survival Analysis Using SPSSSurvival Analysis Using SPSS
Survival Analysis Using SPSS
 
Sampling Methods
Sampling MethodsSampling Methods
Sampling Methods
 
Quota Sampling
Quota SamplingQuota Sampling
Quota Sampling
 
Types of random sampling
Types of random samplingTypes of random sampling
Types of random sampling
 
Systematic Sampling
Systematic SamplingSystematic Sampling
Systematic Sampling
 
Multistage random sampling
Multistage random samplingMultistage random sampling
Multistage random sampling
 
Types of Sampling
Types of SamplingTypes of Sampling
Types of Sampling
 
The Nature of Qualitative Interviews
The Nature of Qualitative InterviewsThe Nature of Qualitative Interviews
The Nature of Qualitative Interviews
 
Cross sectional study
Cross sectional studyCross sectional study
Cross sectional study
 
SAMPLING
SAMPLINGSAMPLING
SAMPLING
 
Case control study
Case control studyCase control study
Case control study
 
biostatistics
biostatisticsbiostatistics
biostatistics
 
sampling methods
sampling methodssampling methods
sampling methods
 
Experimental Research Design (True, Quasi and Pre Experimental Design)
Experimental Research Design (True, Quasi and Pre Experimental Design)Experimental Research Design (True, Quasi and Pre Experimental Design)
Experimental Research Design (True, Quasi and Pre Experimental Design)
 
Meta analysis
Meta analysisMeta analysis
Meta analysis
 
Sampling and sampling distribution
Sampling and sampling distributionSampling and sampling distribution
Sampling and sampling distribution
 
Sampling techniques
Sampling techniques  Sampling techniques
Sampling techniques
 
Cross sectional research
Cross sectional researchCross sectional research
Cross sectional research
 

Similar to Sampling procedure

samplingdesignppt.pdf
samplingdesignppt.pdfsamplingdesignppt.pdf
samplingdesignppt.pdf
Diksha Vashisht
 
BRM Unit 2 Sampling.ppt
BRM Unit 2 Sampling.pptBRM Unit 2 Sampling.ppt
BRM Unit 2 Sampling.ppt
VikasRai405977
 
Sampling design ppt
Sampling design pptSampling design ppt
Sampling design ppt
Shilpi Panchal
 
SAMPLING METHODS ( PROBABILITY SAMPLING).pptx
SAMPLING METHODS ( PROBABILITY SAMPLING).pptxSAMPLING METHODS ( PROBABILITY SAMPLING).pptx
SAMPLING METHODS ( PROBABILITY SAMPLING).pptx
PoojaSen20
 
POPULATION AND SAMPLING.pptx
POPULATION AND SAMPLING.pptxPOPULATION AND SAMPLING.pptx
POPULATION AND SAMPLING.pptx
MartMantilla1
 
Sampling techniques new
Sampling techniques newSampling techniques new
Sampling techniques new
Geeta80373
 
Sampling techniques new
Sampling techniques newSampling techniques new
Sampling techniques new
babita jangra
 
Sampling design
Sampling designSampling design
Sampling design
Jayaprakash CR
 
what is sampling typer of sampling (1).ppt
what is sampling typer of sampling (1).pptwhat is sampling typer of sampling (1).ppt
what is sampling typer of sampling (1).ppt
momenGondal
 
Sampling Design
Sampling DesignSampling Design
Sampling Design
Roqui Malijan
 
samplingtechniques-150603065427-lva1-app6891.pptx
samplingtechniques-150603065427-lva1-app6891.pptxsamplingtechniques-150603065427-lva1-app6891.pptx
samplingtechniques-150603065427-lva1-app6891.pptx
LeaCamillePacle
 
Sampling research method
Sampling research methodSampling research method
Sampling research method
Shahzaib Khan
 
Kamrizzaman sir 4, 5 & 6 chapter, 5011
Kamrizzaman sir 4, 5 & 6 chapter, 5011Kamrizzaman sir 4, 5 & 6 chapter, 5011
Kamrizzaman sir 4, 5 & 6 chapter, 5011
S. M. Mainul Islam (Nutritionist, Agriculturist)
 
4 Sampling Methods(1).pptx
4 Sampling Methods(1).pptx4 Sampling Methods(1).pptx
4 Sampling Methods(1).pptx
Fatima117039
 
SAMPLING_ used for resrnheg AND_ITS_TYPE.pptx
SAMPLING_ used for resrnheg AND_ITS_TYPE.pptxSAMPLING_ used for resrnheg AND_ITS_TYPE.pptx
SAMPLING_ used for resrnheg AND_ITS_TYPE.pptx
RaghavThakur33
 
Sampling techniques
Sampling techniquesSampling techniques
Sampling techniques
Jagdish Powar
 
Sampling techniques
Sampling techniquesSampling techniques
Sampling techniques
Bharat Paul
 
Statr sessions 11 to 12
Statr sessions 11 to 12Statr sessions 11 to 12
Statr sessions 11 to 12
Ruru Chowdhury
 
Sampling
SamplingSampling
Sampling
Baljinder Singh
 
Probability Sampling Method- Concept - Types
Probability Sampling Method- Concept - Types Probability Sampling Method- Concept - Types
Probability Sampling Method- Concept - Types
Sundar B N
 

Similar to Sampling procedure (20)

samplingdesignppt.pdf
samplingdesignppt.pdfsamplingdesignppt.pdf
samplingdesignppt.pdf
 
BRM Unit 2 Sampling.ppt
BRM Unit 2 Sampling.pptBRM Unit 2 Sampling.ppt
BRM Unit 2 Sampling.ppt
 
Sampling design ppt
Sampling design pptSampling design ppt
Sampling design ppt
 
SAMPLING METHODS ( PROBABILITY SAMPLING).pptx
SAMPLING METHODS ( PROBABILITY SAMPLING).pptxSAMPLING METHODS ( PROBABILITY SAMPLING).pptx
SAMPLING METHODS ( PROBABILITY SAMPLING).pptx
 
POPULATION AND SAMPLING.pptx
POPULATION AND SAMPLING.pptxPOPULATION AND SAMPLING.pptx
POPULATION AND SAMPLING.pptx
 
Sampling techniques new
Sampling techniques newSampling techniques new
Sampling techniques new
 
Sampling techniques new
Sampling techniques newSampling techniques new
Sampling techniques new
 
Sampling design
Sampling designSampling design
Sampling design
 
what is sampling typer of sampling (1).ppt
what is sampling typer of sampling (1).pptwhat is sampling typer of sampling (1).ppt
what is sampling typer of sampling (1).ppt
 
Sampling Design
Sampling DesignSampling Design
Sampling Design
 
samplingtechniques-150603065427-lva1-app6891.pptx
samplingtechniques-150603065427-lva1-app6891.pptxsamplingtechniques-150603065427-lva1-app6891.pptx
samplingtechniques-150603065427-lva1-app6891.pptx
 
Sampling research method
Sampling research methodSampling research method
Sampling research method
 
Kamrizzaman sir 4, 5 & 6 chapter, 5011
Kamrizzaman sir 4, 5 & 6 chapter, 5011Kamrizzaman sir 4, 5 & 6 chapter, 5011
Kamrizzaman sir 4, 5 & 6 chapter, 5011
 
4 Sampling Methods(1).pptx
4 Sampling Methods(1).pptx4 Sampling Methods(1).pptx
4 Sampling Methods(1).pptx
 
SAMPLING_ used for resrnheg AND_ITS_TYPE.pptx
SAMPLING_ used for resrnheg AND_ITS_TYPE.pptxSAMPLING_ used for resrnheg AND_ITS_TYPE.pptx
SAMPLING_ used for resrnheg AND_ITS_TYPE.pptx
 
Sampling techniques
Sampling techniquesSampling techniques
Sampling techniques
 
Sampling techniques
Sampling techniquesSampling techniques
Sampling techniques
 
Statr sessions 11 to 12
Statr sessions 11 to 12Statr sessions 11 to 12
Statr sessions 11 to 12
 
Sampling
SamplingSampling
Sampling
 
Probability Sampling Method- Concept - Types
Probability Sampling Method- Concept - Types Probability Sampling Method- Concept - Types
Probability Sampling Method- Concept - Types
 

Recently uploaded

A Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdfA Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdf
Jean Carlos Nunes Paixão
 
World environment day ppt For 5 June 2024
World environment day ppt For 5 June 2024World environment day ppt For 5 June 2024
World environment day ppt For 5 June 2024
ak6969907
 
How to Fix the Import Error in the Odoo 17
How to Fix the Import Error in the Odoo 17How to Fix the Import Error in the Odoo 17
How to Fix the Import Error in the Odoo 17
Celine George
 
RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3
RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3
RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3
IreneSebastianRueco1
 
Introduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp NetworkIntroduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp Network
TechSoup
 
Life upper-Intermediate B2 Workbook for student
Life upper-Intermediate B2 Workbook for studentLife upper-Intermediate B2 Workbook for student
Life upper-Intermediate B2 Workbook for student
NgcHiNguyn25
 
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Dr. Vinod Kumar Kanvaria
 
clinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdfclinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdf
Priyankaranawat4
 
CACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdfCACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdf
camakaiclarkmusic
 
The History of Stoke Newington Street Names
The History of Stoke Newington Street NamesThe History of Stoke Newington Street Names
The History of Stoke Newington Street Names
History of Stoke Newington
 
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama UniversityNatural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Akanksha trivedi rama nursing college kanpur.
 
DRUGS AND ITS classification slide share
DRUGS AND ITS classification slide shareDRUGS AND ITS classification slide share
DRUGS AND ITS classification slide share
taiba qazi
 
Top five deadliest dog breeds in America
Top five deadliest dog breeds in AmericaTop five deadliest dog breeds in America
Top five deadliest dog breeds in America
Bisnar Chase Personal Injury Attorneys
 
writing about opinions about Australia the movie
writing about opinions about Australia the moviewriting about opinions about Australia the movie
writing about opinions about Australia the movie
Nicholas Montgomery
 
Main Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docxMain Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docx
adhitya5119
 
Digital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments UnitDigital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments Unit
chanes7
 
PCOS corelations and management through Ayurveda.
PCOS corelations and management through Ayurveda.PCOS corelations and management through Ayurveda.
PCOS corelations and management through Ayurveda.
Dr. Shivangi Singh Parihar
 
The basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptxThe basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptx
heathfieldcps1
 
Types of Herbal Cosmetics its standardization.
Types of Herbal Cosmetics its standardization.Types of Herbal Cosmetics its standardization.
Types of Herbal Cosmetics its standardization.
Ashokrao Mane college of Pharmacy Peth-Vadgaon
 
Your Skill Boost Masterclass: Strategies for Effective Upskilling
Your Skill Boost Masterclass: Strategies for Effective UpskillingYour Skill Boost Masterclass: Strategies for Effective Upskilling
Your Skill Boost Masterclass: Strategies for Effective Upskilling
Excellence Foundation for South Sudan
 

Recently uploaded (20)

A Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdfA Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdf
 
World environment day ppt For 5 June 2024
World environment day ppt For 5 June 2024World environment day ppt For 5 June 2024
World environment day ppt For 5 June 2024
 
How to Fix the Import Error in the Odoo 17
How to Fix the Import Error in the Odoo 17How to Fix the Import Error in the Odoo 17
How to Fix the Import Error in the Odoo 17
 
RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3
RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3
RPMS TEMPLATE FOR SCHOOL YEAR 2023-2024 FOR TEACHER 1 TO TEACHER 3
 
Introduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp NetworkIntroduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp Network
 
Life upper-Intermediate B2 Workbook for student
Life upper-Intermediate B2 Workbook for studentLife upper-Intermediate B2 Workbook for student
Life upper-Intermediate B2 Workbook for student
 
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
 
clinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdfclinical examination of hip joint (1).pdf
clinical examination of hip joint (1).pdf
 
CACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdfCACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdf
 
The History of Stoke Newington Street Names
The History of Stoke Newington Street NamesThe History of Stoke Newington Street Names
The History of Stoke Newington Street Names
 
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama UniversityNatural birth techniques - Mrs.Akanksha Trivedi Rama University
Natural birth techniques - Mrs.Akanksha Trivedi Rama University
 
DRUGS AND ITS classification slide share
DRUGS AND ITS classification slide shareDRUGS AND ITS classification slide share
DRUGS AND ITS classification slide share
 
Top five deadliest dog breeds in America
Top five deadliest dog breeds in AmericaTop five deadliest dog breeds in America
Top five deadliest dog breeds in America
 
writing about opinions about Australia the movie
writing about opinions about Australia the moviewriting about opinions about Australia the movie
writing about opinions about Australia the movie
 
Main Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docxMain Java[All of the Base Concepts}.docx
Main Java[All of the Base Concepts}.docx
 
Digital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments UnitDigital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments Unit
 
PCOS corelations and management through Ayurveda.
PCOS corelations and management through Ayurveda.PCOS corelations and management through Ayurveda.
PCOS corelations and management through Ayurveda.
 
The basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptxThe basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptx
 
Types of Herbal Cosmetics its standardization.
Types of Herbal Cosmetics its standardization.Types of Herbal Cosmetics its standardization.
Types of Herbal Cosmetics its standardization.
 
Your Skill Boost Masterclass: Strategies for Effective Upskilling
Your Skill Boost Masterclass: Strategies for Effective UpskillingYour Skill Boost Masterclass: Strategies for Effective Upskilling
Your Skill Boost Masterclass: Strategies for Effective Upskilling
 

Sampling procedure

  • 1. M A R I B E T H B . V I E R N E S , R C H / L P T SAMPLING PROCEDURE
  • 2. Sampling Sampling means choosing from a large population the respondents or subjects to answer your research questions. The entire population is involved but for your research study, you choose only a part of the whole.
  • 3. Important statistical terms Population: a technical term in research which means a big group of people from where you choose the sample Sample: A subset of the population
  • 4. Why sampling? Get information about large populations  Less costs  Less field time  It’s impossible to study the whole population
  • 5. Groups of Sampling Methods  Probability Sampling This is a sampling method that makes you base your selection of respondents on pure chance.  Non-probability Sampling Sampling techniques included in this category are not chosen randomly, but purposefully.
  • 6. Probability Sampling  Simple random sampling  Systematic sampling  Cluster (area) sampling  Stratified sampling  Multistage sampling
  • 7. Probability Sampling  Simple-random sampling- choosing of respondents based on pure chance  Systematic sampling- Select a random starting point and then select every kth subject in the population  Stratified sampling- choosing a sample that will later on be subdivided into strata, sub-groups, or sub-samples during the stage of the data analysis.  Cluster sampling- selecting respondents in clusters, rather than in separate individuals such as choosing 5 classes of 40 students each from a whole population of 5,000 students.
  • 8. Multistage Sampling • This technique, is essentially the process of taking random samples of preceding random samples. • An effective strategy because it banks on multiple randomizations. As such, extremely useful. • Multistage sampling used frequently when a complete list of all members of the population not exists and is inappropriate. • Moreover, by avoiding the use of all sample units in all selected clusters, multistage sampling avoids the large, and perhaps unnecessary, costs associated with traditional cluster sampling.
  • 9. Multistage - researcher first samples groups (clusters) obtains names of individuals within each group (cluster) and then samples within the cluster.
  • 10. Difference Between Strata and Clusters • Although strata and clusters are both non- overlapping subsets of the population, they differ in several ways. • All strata are represented in the sample; but only a subset of clusters are in the sample. • With stratified sampling, the best survey results occur when elements within strata are internally homogeneous. However, with cluster sampling, the best results occur when elements within clusters are internally heterogeneous
  • 11. List of clients Simple Random Sampling
  • 12. List of clients Random subsample Simple Random Sampling
  • 14. Systematic Sampling 1 26 51 76 2 27 52 77 3 28 53 78 4 29 54 79 5 30 55 80 6 31 56 81 7 32 57 82 8 33 58 83 9 34 59 84 10 35 60 85 11 36 61 86 12 37 62 87 13 38 63 88 14 39 64 89 15 40 65 90 16 41 66 91 17 42 67 92 18 43 68 93 19 44 69 94 20 45 70 95 21 46 71 96 22 47 72 97 23 48 73 98 24 49 74 99 25 50 75 100 N = 100 Want n = 20 N/n = 5 Select a random number from 1-5: chose 4
  • 15. 1 26 51 76 2 27 52 77 3 28 53 78 4 29 54 79 5 30 55 80 6 31 56 81 7 32 57 82 8 33 58 83 9 34 59 84 10 35 60 85 11 36 61 86 12 37 62 87 13 38 63 88 14 39 64 89 15 40 65 90 16 41 66 91 17 42 67 92 18 43 68 93 19 44 69 94 20 45 70 95 21 46 71 96 22 47 72 97 23 48 73 98 24 49 74 99 25 50 75 100 N = 100 Want n = 20 N/n = 5 Select a random number from 1-5: chose 4 Start with #4 and take every 5th unit Systematic Sampling
  • 18. Stratified sampling Draw a sample from each stratum  Divide the population into at least two different groups with common characteristic(s), then draw SOME subjects from each group (group is called strata or stratum)  Results in a more representative sample
  • 19. Stratified Sampling Objective: Population of N units divided into nonoverlapping strata N1, N2, N3, ... Ni such that N1 + N2 + ... + Ni = N; then do simple random sample of n/N in each strata.
  • 21. List of clients Strata African-American OthersHispanic-American Stratified Sampling
  • 22. Stratified Sampling List of clients Random subsamples of n/N Strata African-American OthersHispanic-American
  • 23. Cluster sampling Section 4 Section 5 Section 3 Section 2Section 1
  • 24.  Cluster Sampling  Divide the population into groups (called clusters), randomly select some of the groups, and then collect data from ALL members of the selected groups
  • 25. Non-probability Sampling  Quota sampling- choosing specific samples that you know correspond to the population in terms of one, two, or more characteristics. For example, an interviewer may be told to sample 200 females and 300 males between the age of 45 and 60. Interviewers might be tempted to interview those who look most helpful. The problem is that these samples may be biased because not everyone gets a chance of selection.  Purposive sampling (judgemental)- The researcher chooses the sample based on who they think would be appropriate for the study. This is used primarily when there is a limited number of people that have expertise in the area being researched You chose who you think should be in the study
  • 26. Non-probability Sampling  Availability sampling-  Snowball sampling- selecting samples from several alternative samples like drug dependents, human traffickers, street children.