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Selection of Appropriate Statistics
and Tools
Dr. Suresh Kumar Murugesan PhD
About the Presenter
● Dr.Suresh Kumar Murugesan is a passionate Professor, researcher and
Mental Health Practitioner from Madurai, Tamil Nadu, India
● At present he is Heading the department of Psychology, The
American College, Madurai and Adjunct Professor of School of
Behavioural Sciences and Education at TAU
● He is the State President of World Congress of Psychologists (WCOP)
and he is very keen in learning new research studies in behavioural
Sciences and open to learn.
● His ultimate aim is to make impression in the field of Knowledge
● His area of specializations are Psychometry, Counselling &
Psychotherapy, Positive Psychology, Education Psychology.
Disclaimer
This presentation is prepared for
learning purpose only and all the
images and pictures used in this
presentation are taken from
google image search.
Due recognition was given to all
the material collected from the
various sources.
Any name or reference is missed
kindly bring it to the notice of the
presenter for inclusion.
Email -
sureshkumar800@yahoo.com
Thank you
WHICH LIST CORRECT? WHY?
LIST - A
1. 1, ii, 3, four, v, 6…..
2. I, 2, III, iv, 5, six….
3. 1, 2, 3, 4, v, 6….
4. i, ii, 3, 4, v, VI….
LIST - B
1. 1, 2, 3, 4, 5, 6 ……
2. i, ii, iii, iv, v, vi……
3. I, II, III, IV, V, VI…..
4. ONE, TWO, THREE, FOUR,
FIVE,….
WHAT IS TOOL?
List 1 List 2
NAME SOME OF THE STATISTICAL
TOOLS
WHAT IS STATISTICAL TOOL?
STATISTICAL TOOLS AND
TECHNIQUES
1. Parametric
2. Non- Parametric
WHY STATISTICS IN
RESEARCH?
1. Statistical methods involved in carrying out a study
include planning, designing, collecting data, analysing,
drawing meaningful interpretation and reporting of the
research findings.
Statistics
Planning
Designing
Collecting Data
Analyzing
Drawing Meaningful
Interpretation
Reporting
WHY STATISTICS IN
RESEARCH?
1. The statistical analysis gives meaning to the meaningless
numbers, thereby breathing life into a lifeless data.
2. The results and inferences are precise only if proper
statistical tests are used.
FEW MORE QUESTIONS ?????
(VARIABLE)
Which statistical technique will you use? Why?
1. To find out the influence of one variable on other variable
2. To find out the association between variables
3. To find our the relationship between two variables?
4. To find out the level of study variable
FEW MORE QUESTIONS ?????
(SAMPLE)
Which statistical technique will you use? Why?
1. If the sample size is less than 10
2. For random sample
3. Non random sample
4. Homogeneous sample and heterogeneous sample
FEW MORE QUESTIONS ?????
(SCALES)
Which statistical technique will you use? Why?
1. For ratio scale data
2. For interval scale data
3. For ordinal scale data
4. For nominal scale data
What is Statistics?
WHAT IS STATISTICS?
Population Vs Sample
Parameter Vs Statistics
Parametric Vs Nonparametric
When to Use
Parametric
1. When the distribution is normal
2. Large Sample
3. Interval and Ratio distributions
4. Random sampling
5. When decided to make an
assumptions
Nonparametric
1. when the distribution is not
normal
2. Small Sample
3. Nominal and ordinal distribution
4. Non Random sampling
5. When it is not make an
assumptions
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Types of Data
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
NPC
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Scales of Measurement
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
TYPES OF STATISTICAL
ANALYSIS
Dr. Suresh Kumar
Murugesan PhD
+91 7904865059
sureshkumar800@yahoo.co
m
Madurai, Tamil Nadu, India
Madurai, Meenakshi Amman Temple
LEARNING OUTCOME
At the end of the session the learners will be able to understand and apply in
their field
1. Types of statistical Analysis
�Descriptive Data Analysis
�Inferential Statistical Analysis
�Difference Statistical Analysis
�Association Statistical Analysis
�Predictive Statistical Analysis
2. When to use parametric and non parametric?
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Types of Statistical Analysis
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
TYPES OF STATISTICAL
ANALYSIS
Types
of
Statistical
Analysis
Descriptive What are the characteristics of the respondents?
Inferential What are the characteristics of the population?
Differences Are two are more groups same or different?
Association Are two or more variables related in a systematic way?
Predictive
Can we predict one variable if we know one or more
other variables in the study?
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
Descriptive Analysis
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
Descriptive
Statistical
Analysis
Tables Frequency Distribution
Graphs
Bar Diagram
Pie Diagram
Line Graph
Histogram
Numbers
Centre Mean, Median, Mode
Important Points
Median, Quartiles,
Deciles, Percentiles
Variation
Range, Variance,
Standard Deviation
Distribution
Skewness and
Kurtosis
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
Descriptive Analysis - Tables
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
EXAMPLE -1
Simple Table Crosstabulation
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
EXAMPLE -2
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
Descriptive Analysis - Graphs
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
GRAPHS – EXAMPLE 1
Bar Diagram Histogram Diagram
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
GRAPHS – EXAMPLE 2
Line Graph Pie Diagram
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
Descriptive Analysis – Numbers (Centre)
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
EXAMPLE – MEAN, MEDIAN
AND MODE
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
Descriptive Analysis – Numbers (Important
Points)
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
EXAMPLE MEDIAN AND
QUARTILE
Median Quartile
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
EXAMPLE FOR PERCENTILE
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
EXAMPLE FOR PERCENTILE
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
EXAMPLE FOR DECILE
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
Descriptive Analysis – Numbers (Variance)
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
Example of samples from two populations with the same mean but different dispersion.
The blue population is much more dispersed than the red population.
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
EXAMPLE - RANGE
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
EXAMPLE – STANDARD
DEVIATION
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
EXAMPLE – VARIANCE
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
Descriptive Analysis – Numbers
(Distribution)
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
EXAMPLE FOR SKEWNESS
AND KURTOSIS
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
Skewness Kurtosis
Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
What is Inferential Statistics?
INFERENTIAL STATISTICS
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Population
Sample
Conclusion
based on
Sample
Hypothesis
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Descriptive Vs inferential Statistics
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Differences Statistical Analysis
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Differences Statistical Analysis
Parametric
Paired ‘t’ Test
Unpaired ‘t’ Test
‘F’ Test
Non- Para metric
Wilcoxon Rank sum
test
Mann-Whitney U test
Kruskal Wallis Test
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Association Statistical Analysis
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Association Statistical Analysis
Parametric
Product moment Order
Correlation
Non- Para metric
Rank Order Correlation
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Predictive Statistical Analysis
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Predictive
Statistical
Analysis
Parametric/ Non-
Para metric
Regression
Analysis
Discriminant
Function
Analysis
When to Use Parametric or Non parametric
Statistics?
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
WHEN TO USE?
Parametric
1. Decided to make assumption about
the Population
2. Probabilistic distribution is normal
3. Sampling is based on probability or
randomness
4. Data collected on the scale of
interval or ratio
5. Large Sample size
6. Homogeneous data
7. Independent data set
Non Parametric
1. Don’t make assumption but describe
2. Distribution is arbitrary or not normal
3. Sampling is non probability or non
randomness
4. Data collected on the scale of
nominal or interval
5. Small Sample size
6. Homogeneous and Heterogeneous
data
7. Any data set
UNDERSTANDING THE TERMS IN
STATISTICS
Thank you
Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
Contact Dr. Suresh Kumar Murugesan PhD
sureshkumar@americancollege.edu.in
7, Vivekananda Street,
New Vilangudi,
Madurai, Tamil Nadu, India
+91 9750 406463

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Selection of appropriate statistics and tools

  • 1. Selection of Appropriate Statistics and Tools Dr. Suresh Kumar Murugesan PhD
  • 2. About the Presenter ● Dr.Suresh Kumar Murugesan is a passionate Professor, researcher and Mental Health Practitioner from Madurai, Tamil Nadu, India ● At present he is Heading the department of Psychology, The American College, Madurai and Adjunct Professor of School of Behavioural Sciences and Education at TAU ● He is the State President of World Congress of Psychologists (WCOP) and he is very keen in learning new research studies in behavioural Sciences and open to learn. ● His ultimate aim is to make impression in the field of Knowledge ● His area of specializations are Psychometry, Counselling & Psychotherapy, Positive Psychology, Education Psychology.
  • 3. Disclaimer This presentation is prepared for learning purpose only and all the images and pictures used in this presentation are taken from google image search. Due recognition was given to all the material collected from the various sources. Any name or reference is missed kindly bring it to the notice of the presenter for inclusion. Email - sureshkumar800@yahoo.com Thank you
  • 4. WHICH LIST CORRECT? WHY? LIST - A 1. 1, ii, 3, four, v, 6….. 2. I, 2, III, iv, 5, six…. 3. 1, 2, 3, 4, v, 6…. 4. i, ii, 3, 4, v, VI…. LIST - B 1. 1, 2, 3, 4, 5, 6 …… 2. i, ii, iii, iv, v, vi…… 3. I, II, III, IV, V, VI….. 4. ONE, TWO, THREE, FOUR, FIVE,….
  • 6. NAME SOME OF THE STATISTICAL TOOLS
  • 8. STATISTICAL TOOLS AND TECHNIQUES 1. Parametric 2. Non- Parametric
  • 9. WHY STATISTICS IN RESEARCH? 1. Statistical methods involved in carrying out a study include planning, designing, collecting data, analysing, drawing meaningful interpretation and reporting of the research findings. Statistics Planning Designing Collecting Data Analyzing Drawing Meaningful Interpretation Reporting
  • 10. WHY STATISTICS IN RESEARCH? 1. The statistical analysis gives meaning to the meaningless numbers, thereby breathing life into a lifeless data. 2. The results and inferences are precise only if proper statistical tests are used.
  • 11. FEW MORE QUESTIONS ????? (VARIABLE) Which statistical technique will you use? Why? 1. To find out the influence of one variable on other variable 2. To find out the association between variables 3. To find our the relationship between two variables? 4. To find out the level of study variable
  • 12. FEW MORE QUESTIONS ????? (SAMPLE) Which statistical technique will you use? Why? 1. If the sample size is less than 10 2. For random sample 3. Non random sample 4. Homogeneous sample and heterogeneous sample
  • 13. FEW MORE QUESTIONS ????? (SCALES) Which statistical technique will you use? Why? 1. For ratio scale data 2. For interval scale data 3. For ordinal scale data 4. For nominal scale data
  • 17.
  • 19.
  • 20.
  • 22. When to Use Parametric 1. When the distribution is normal 2. Large Sample 3. Interval and Ratio distributions 4. Random sampling 5. When decided to make an assumptions Nonparametric 1. when the distribution is not normal 2. Small Sample 3. Nominal and ordinal distribution 4. Non Random sampling 5. When it is not make an assumptions Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 23. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 24. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 25. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 26. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 27. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 28. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 29. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 30. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 31. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 32. Types of Data Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 33. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 34. NPC Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 35. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 36. Scales of Measurement Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 37. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 38. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 39. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 40. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 41. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 42. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 43. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 44. TYPES OF STATISTICAL ANALYSIS Dr. Suresh Kumar Murugesan PhD +91 7904865059 sureshkumar800@yahoo.co m Madurai, Tamil Nadu, India Madurai, Meenakshi Amman Temple
  • 45. LEARNING OUTCOME At the end of the session the learners will be able to understand and apply in their field 1. Types of statistical Analysis �Descriptive Data Analysis �Inferential Statistical Analysis �Difference Statistical Analysis �Association Statistical Analysis �Predictive Statistical Analysis 2. When to use parametric and non parametric? Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 46. Types of Statistical Analysis Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 47. TYPES OF STATISTICAL ANALYSIS Types of Statistical Analysis Descriptive What are the characteristics of the respondents? Inferential What are the characteristics of the population? Differences Are two are more groups same or different? Association Are two or more variables related in a systematic way? Predictive Can we predict one variable if we know one or more other variables in the study? Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 48. Descriptive Analysis Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 49. Descriptive Statistical Analysis Tables Frequency Distribution Graphs Bar Diagram Pie Diagram Line Graph Histogram Numbers Centre Mean, Median, Mode Important Points Median, Quartiles, Deciles, Percentiles Variation Range, Variance, Standard Deviation Distribution Skewness and Kurtosis Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 50. Descriptive Analysis - Tables Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 51. EXAMPLE -1 Simple Table Crosstabulation Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 52. EXAMPLE -2 Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 53. Descriptive Analysis - Graphs Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 54. Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 55. GRAPHS – EXAMPLE 1 Bar Diagram Histogram Diagram Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 56. GRAPHS – EXAMPLE 2 Line Graph Pie Diagram Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 57. Descriptive Analysis – Numbers (Centre) Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 58. EXAMPLE – MEAN, MEDIAN AND MODE Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 59. Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 60. Descriptive Analysis – Numbers (Important Points) Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 61. EXAMPLE MEDIAN AND QUARTILE Median Quartile Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 62. EXAMPLE FOR PERCENTILE Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 63. EXAMPLE FOR PERCENTILE Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 64. EXAMPLE FOR DECILE Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 65. Descriptive Analysis – Numbers (Variance) Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 66. Example of samples from two populations with the same mean but different dispersion. The blue population is much more dispersed than the red population. Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 67. EXAMPLE - RANGE Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 68. EXAMPLE – STANDARD DEVIATION Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 69. EXAMPLE – VARIANCE Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 70. Descriptive Analysis – Numbers (Distribution) Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 71. EXAMPLE FOR SKEWNESS AND KURTOSIS Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 72. Skewness Kurtosis Dr. Suresh Kumar Murugesan PhD +91 790486 5059 sureshkumar800@yahoo.com
  • 73. What is Inferential Statistics?
  • 74. INFERENTIAL STATISTICS Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 75. Population Sample Conclusion based on Sample Hypothesis Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 76. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 78. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 79. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 80. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 81. Differences Statistical Analysis Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 82. Differences Statistical Analysis Parametric Paired ‘t’ Test Unpaired ‘t’ Test ‘F’ Test Non- Para metric Wilcoxon Rank sum test Mann-Whitney U test Kruskal Wallis Test Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 83. Association Statistical Analysis Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 84. Association Statistical Analysis Parametric Product moment Order Correlation Non- Para metric Rank Order Correlation Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 85. Predictive Statistical Analysis Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 87. When to Use Parametric or Non parametric Statistics? Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 88. Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 89.
  • 90. WHEN TO USE? Parametric 1. Decided to make assumption about the Population 2. Probabilistic distribution is normal 3. Sampling is based on probability or randomness 4. Data collected on the scale of interval or ratio 5. Large Sample size 6. Homogeneous data 7. Independent data set Non Parametric 1. Don’t make assumption but describe 2. Distribution is arbitrary or not normal 3. Sampling is non probability or non randomness 4. Data collected on the scale of nominal or interval 5. Small Sample size 6. Homogeneous and Heterogeneous data 7. Any data set
  • 91. UNDERSTANDING THE TERMS IN STATISTICS
  • 92. Thank you Dr. Suresh Kumar Murugesan PhD, +91 790486 5059 sureshkumar800@yahoo.com
  • 93. Contact Dr. Suresh Kumar Murugesan PhD sureshkumar@americancollege.edu.in 7, Vivekananda Street, New Vilangudi, Madurai, Tamil Nadu, India +91 9750 406463