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Hypothesis
A CLEAR CONCEPT ON
HYPOTHESIS
School of Data Science
HANDSON SCHOOL OF DATA SCIENCE 1
Definition
A statistical hypothesis test is a method of statistical inference
used to decide whether the data at hand sufficiently support a
particular hypothesis.
Hypothesis testing allows us to make probabilistic statements
about population parameters.
HANDSON SCHOOL OF DATA SCIENCE 2
Statistical Hypothesis
Example
If you loose your mobile first what you do that is you just make some idea that
where it can be and search those places like:
i) pocket of your last worn trouser or
ii) it can be on the desk or
iii) in the car that you drove last or
iv) it can be in the charge.
HANDSON SCHOOL OF DATA SCIENCE 3
Statistical Hypothesis
Hypothesis = Hypo + Thesis
Hypo = Less than
&
Thesis = A declaration or theory that is put forward as a idea to be retained or proved.
As hypothesis is not proved that is why it is mentioned as less than thesis, when it will be proved it will be
mentioned as thesis.
HANDSON SCHOOL OF DATA SCIENCE 4
Statistical Hypothesis
Characteristics
(i) Hypothesis Should be simple & clear.
(ii) It should be testable within a specific time.
(iii) It is a tentative Statement.
(iv) It is a part of research; but some research starts with a question, instead of
hypothesis.
(v) It should be able to relate the variables using in the research.
(vi) It must be specific.
Here are few key characteristics of Hypothesis
HANDSON SCHOOL OF DATA SCIENCE 5
Statistical Hypothesis
Types of
Hypothesis
Hypothesis
Null
Hypothesis
Alternative
Hypothesis
Simple
Hypothesis
Complex
Hypothesis
Statistical
Hypothesis
Empirical
Hypothesis
HANDSON SCHOOL OF DATA SCIENCE 6
Statistical Hypothesis
Null Hypothesis
A null hypothesis intends no relationship between two variables. Symbolized by H0, it is a negative
statement.
HANDSON SCHOOL OF DATA SCIENCE 7
Statistical Hypothesis
Alternative Hypothesis
Alternative hypothesis considered to be the conflicting a null hypothesis, an alternative hypothesis is
symbolized as H1 or Ha. It clearly states that the dependent variable affects the independent variable.
Alternative
Hypothesis
Directional
Hypothesis
Non-Directional
Hypothesis
HANDSON SCHOOL OF DATA SCIENCE 8
Statistical Hypothesis
Statistical Hypothesis
Example
Let’s assume we are doing an research on mental strength of Indian people.
Topic: A study on the difference of Mental Strength of Indian people with respect to their sex
Objective:
i) To study the Mental Strength of female teenagers in India.
ii) To study the difference Mental Strength of Male and Female in India.
HANDSON SCHOOL OF DATA SCIENCE 9
Example
Objective Null Hypothesis
(H0)
Non-Directional Hypothesis Directional
Hypothesis
To study the
Mental Strength
of female
teenagers in
India.
To study the
difference
Mental Strength
of Male and
Female in India
There is no
significant
difference of Mental
Strength among
female teenagers of
India.
There is no significant
difference of Mental
Strength among Male &
Female teenager in CB.
district.
There is significant difference
of Mental Strength among
female teenagers of India.
There is significant
difference of Mental
Strength among male and
female of India.
Mental Strength of state
board female teenagers
is higher then any other
board female teenagers
in India.
Mental Strength of
Female are higher than the
male in India.
HANDSON SCHOOL OF DATA SCIENCE 10
Alternative Hypothesis (H1
or Ha)
Statistical Hypothesis
School of Data Science
HANDSON SCHOOL OF DATA SCIENCE 11
Thank You

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Hypothesis.pptx

  • 1. Hypothesis A CLEAR CONCEPT ON HYPOTHESIS School of Data Science HANDSON SCHOOL OF DATA SCIENCE 1
  • 2. Definition A statistical hypothesis test is a method of statistical inference used to decide whether the data at hand sufficiently support a particular hypothesis. Hypothesis testing allows us to make probabilistic statements about population parameters. HANDSON SCHOOL OF DATA SCIENCE 2 Statistical Hypothesis
  • 3. Example If you loose your mobile first what you do that is you just make some idea that where it can be and search those places like: i) pocket of your last worn trouser or ii) it can be on the desk or iii) in the car that you drove last or iv) it can be in the charge. HANDSON SCHOOL OF DATA SCIENCE 3 Statistical Hypothesis
  • 4. Hypothesis = Hypo + Thesis Hypo = Less than & Thesis = A declaration or theory that is put forward as a idea to be retained or proved. As hypothesis is not proved that is why it is mentioned as less than thesis, when it will be proved it will be mentioned as thesis. HANDSON SCHOOL OF DATA SCIENCE 4 Statistical Hypothesis
  • 5. Characteristics (i) Hypothesis Should be simple & clear. (ii) It should be testable within a specific time. (iii) It is a tentative Statement. (iv) It is a part of research; but some research starts with a question, instead of hypothesis. (v) It should be able to relate the variables using in the research. (vi) It must be specific. Here are few key characteristics of Hypothesis HANDSON SCHOOL OF DATA SCIENCE 5 Statistical Hypothesis
  • 7. Null Hypothesis A null hypothesis intends no relationship between two variables. Symbolized by H0, it is a negative statement. HANDSON SCHOOL OF DATA SCIENCE 7 Statistical Hypothesis
  • 8. Alternative Hypothesis Alternative hypothesis considered to be the conflicting a null hypothesis, an alternative hypothesis is symbolized as H1 or Ha. It clearly states that the dependent variable affects the independent variable. Alternative Hypothesis Directional Hypothesis Non-Directional Hypothesis HANDSON SCHOOL OF DATA SCIENCE 8 Statistical Hypothesis
  • 9. Statistical Hypothesis Example Let’s assume we are doing an research on mental strength of Indian people. Topic: A study on the difference of Mental Strength of Indian people with respect to their sex Objective: i) To study the Mental Strength of female teenagers in India. ii) To study the difference Mental Strength of Male and Female in India. HANDSON SCHOOL OF DATA SCIENCE 9
  • 10. Example Objective Null Hypothesis (H0) Non-Directional Hypothesis Directional Hypothesis To study the Mental Strength of female teenagers in India. To study the difference Mental Strength of Male and Female in India There is no significant difference of Mental Strength among female teenagers of India. There is no significant difference of Mental Strength among Male & Female teenager in CB. district. There is significant difference of Mental Strength among female teenagers of India. There is significant difference of Mental Strength among male and female of India. Mental Strength of state board female teenagers is higher then any other board female teenagers in India. Mental Strength of Female are higher than the male in India. HANDSON SCHOOL OF DATA SCIENCE 10 Alternative Hypothesis (H1 or Ha) Statistical Hypothesis
  • 11. School of Data Science HANDSON SCHOOL OF DATA SCIENCE 11 Thank You