The document covers standard deviation as a measure of dispersion, defining it as the positive square root of the arithmetic mean of the squared deviations
Correlation- If two variables are so inter-related in such a manner that change in one variable brings about change in the other variable, then this type of relation of variable is known as correlation.
Types of Correlation.
1.Based on the direction of change of variables
a. Positive
correlation
b. Negative
correlation
2. Based upon the number of variables studied
a. Simple
correlation
b. Partial correlation
c. Multiple correlation
3. Based upon the constancy of the ratio of change between the variables
a. Linear correlation
b. Non-linear correlation
METHODS OF STUDYING CORRELATION
1) GRAPHIC
METHODS
A) SCATTER DIAGRAM
B) CORRELATION
GRAPH
2). ALGEBRIC METHOD
A) KARL PEARSON COEFFICIENT OF CORRELATION
B) RANK CORRELATION METHOD
C) CONCURRENT DEVIATION METHOD
Uses of Correlation.
Merits of Correlation.
Demerits of Correlation.
Correlation- If two variables are so inter-related in such a manner that change in one variable brings about change in the other variable, then this type of relation of variable is known as correlation.
Types of Correlation.
1.Based on the direction of change of variables
a. Positive
correlation
b. Negative
correlation
2. Based upon the number of variables studied
a. Simple
correlation
b. Partial correlation
c. Multiple correlation
3. Based upon the constancy of the ratio of change between the variables
a. Linear correlation
b. Non-linear correlation
METHODS OF STUDYING CORRELATION
1) GRAPHIC
METHODS
A) SCATTER DIAGRAM
B) CORRELATION
GRAPH
2). ALGEBRIC METHOD
A) KARL PEARSON COEFFICIENT OF CORRELATION
B) RANK CORRELATION METHOD
C) CONCURRENT DEVIATION METHOD
Uses of Correlation.
Merits of Correlation.
Demerits of Correlation.
This presentation is on Credit rating agencies in India. here I presents it's origin, importants, benefits, objectives, need and about different rating agencies.
this ppt gives you adequate information about Karl Pearsonscoefficient correlation and its calculation. its the widely used to calculate a relationship between two variables. The correlation shows a specific value of the degree of a linear relationship between the X and Y variables. it is also called as The Karl Pearson‘s product-moment correlation coefficient. the value of r is alwys lies between -1 to +1. + 0.1 shows Lower degree of +ve correlation, +0.8 shows Higher degree of +ve correlation.-0.1 shows Lower degree of -ve correlation. -0.8 shows Higher degree of -ve correlation.
This presentation is on Credit rating agencies in India. here I presents it's origin, importants, benefits, objectives, need and about different rating agencies.
this ppt gives you adequate information about Karl Pearsonscoefficient correlation and its calculation. its the widely used to calculate a relationship between two variables. The correlation shows a specific value of the degree of a linear relationship between the X and Y variables. it is also called as The Karl Pearson‘s product-moment correlation coefficient. the value of r is alwys lies between -1 to +1. + 0.1 shows Lower degree of +ve correlation, +0.8 shows Higher degree of +ve correlation.-0.1 shows Lower degree of -ve correlation. -0.8 shows Higher degree of -ve correlation.
Measure of dispersion has two types Absolute measure and Graphical measure. There are other different types in there.
In this slide the discussed points are:
1. Dispersion & it's types
2. Definition
3. Use
4. Merits
5. Demerits
6. Formula & math
7. Graph and pictures
8. Real life application.
The standard deviation is a measure of the spread of scores within a set of data. Usually, we are interested in the standard deviation of a population.
Ee184405 statistika dan stokastik statistik deskriptif 2 numerikyusufbf
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This slide show is related to measures of dispersion or variability in Statistics. This slideshow will be useful to all the students and persons interested in Statistics, Bio statistics, Management, Education, Data Science, etc.
This is a presentation by Dada Robert in a Your Skill Boost masterclass organised by the Excellence Foundation for South Sudan (EFSS) on Saturday, the 25th and Sunday, the 26th of May 2024.
He discussed the concept of quality improvement, emphasizing its applicability to various aspects of life, including personal, project, and program improvements. He defined quality as doing the right thing at the right time in the right way to achieve the best possible results and discussed the concept of the "gap" between what we know and what we do, and how this gap represents the areas we need to improve. He explained the scientific approach to quality improvement, which involves systematic performance analysis, testing and learning, and implementing change ideas. He also highlighted the importance of client focus and a team approach to quality improvement.
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What is the purpose of the Sabbath Law in the Torah. It is interesting to compare how the context of the law shifts from Exodus to Deuteronomy. Who gets to rest, and why?
Synthetic Fiber Construction in lab .pptxPavel ( NSTU)
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Operation “Blue Star” is the only event in the history of Independent India where the state went into war with its own people. Even after about 40 years it is not clear if it was culmination of states anger over people of the region, a political game of power or start of dictatorial chapter in the democratic setup.
The people of Punjab felt alienated from main stream due to denial of their just demands during a long democratic struggle since independence. As it happen all over the word, it led to militant struggle with great loss of lives of military, police and civilian personnel. Killing of Indira Gandhi and massacre of innocent Sikhs in Delhi and other India cities was also associated with this movement.
2. Introduction
• Karl Pearson introduced the concept of standard deviation in 1893. It
is the most important measure of dispersion and is widely used in
many statistical formulae. Standard deviation is also called Root-
Mean Square Deviation. The reason is that it is the square–root of the
mean of the squared deviation from the arithmetic mean. It provides
accurate result. Square of standard deviation is called Variance.
• It is defined as the positive square-root of the arithmetic mean of the
Square of the deviations of the given observation from their
arithmetic mean. The standard deviation is denoted by the Greek
letter 𝜎 (sigma)
3. Merits and Demerits of Standard Deviation
Merits:
1. It is rigidly defined and its value is always definite and based on all
the observations and the actual signs of deviations are used.
2. As it is based on arithmetic mean, it has all the merits of arithmetic
mean.
3. It is the most important and widely used measure of dispersion.
4. It is possible for further algebraic treatment.
5. It is less affected by the fluctuations of sampling and hence stable.
6. It is the basis for measuring the coefficient of correlation and
sampling.
4. Merits and Demerits of Standard Deviation
Demerits:
1. It is not easy to understand and it is difficult to calculate.
2. It gives more weight to extreme values because the values are
squared up.
3. As it is an absolute measure of variability, it cannot be used for the
purpose of comparison.
5. Coefficient of Variation
• The Standard deviation is an absolute measure of dispersion. It is
expressed in terms of units in which the original figures are collected
and stated. The standard deviation of heights of students cannot be
compared with the standard deviation of weights of students, as both
are expressed in different units, i.e heights in centimeter and weights
in kilograms. Therefore the standard deviation must be converted into
a relative measure of dispersion for the purpose of comparison. The
relative measure is known as the coefficient of variation. The
coefficient of variation is obtained by dividing the standard deviation
by the mean and multiply it by 100. symbolically,
• Coefficient of variation (C.V)=
𝜎
𝑥
*100
6. Interpretation
• If we want to compare the variability of two or more series, we can
use C.V. The series or groups of data for which the C.V. is greater
indicate that the group is more variable, less stable, less uniform, less
consistent or less homogeneous. If the C.V. is less, it indicates that the
group is less variable, more stable, more uniform, more consistent or
more homogeneous.
7. Illustration
• In two factories A and B located in the same industrial area, the average
weekly wages (in rupees) and the standard deviations are as follows:
• 1. Which factory A or B pays out a larger amount as weekly wages?
• 2. Which factory A or B has greater variability in individual wages?
Factory Average Standard
Deviation
No. of workers
A
B
34.5
28.5
5
4.5
476
524
8. Solution
• Given N1 = 476, X1 = 34.5, 𝜎1 = 5 N2 = 524, X2 = 28.5, 𝜎2 = 4.5
• 1. Total wages paid by factory A =N1 x X1
• = 34.5 × 476
• = Rs.16,422
• Total wages paid by factory B =N2 x X2
• = 28.5 × 524
• = Rs.14,934.
• Therefore factory A pays out larger amount as weekly wages.
9. • 2. C.V. of distribution of weekly wages of factory A and B are
• Coefficient of variation (C.V)=
𝜎
𝑥
*100
• CV(A) =
5
34.5
* 100 = 14.49
• CV(B) =
4.5
28.5
* 100 = 15.79
• Factory B has greater variability in individual wages, since C.V. of
factory B is greater than C.V of factory A
10. Exercise
1. Prices of a particular commodity in five years in two cities are given below:
Price in city A – 20, 22, 19, 23, 16 A=12.25 B =24.6
Price in city B – 10, 20, 18, 12,15 Which city has more stable prices?
2.Particulars regarding income of two village are given below
Village A: AM =175; SD = 100; N = 600 A=5.71 B=4.84
Village B: AM =186; SD = 81; N=500
a) In which village is the variation in income greater?
b) What is the total income of both the village put together?
11. 3. Find out which of the following batsman is more consistent in
scoring
Batsman A = 5,7,16,27,39,53,56,61,80,101,105
Batsman B = 0,4, 16,21,41,43,57,78,83,93,95
A =67.06 B= 68.8