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Hypothesis Formulation
M. S. Ahluwalia
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Hypothesis Formulation >> Contents
Contents
1. What is a Hypothesis?
2. What is a Good Hypothesis?
3. What are the Types of Hypotheses?
4. How is a Hypothesis formulated?
10
Psychology Super-NotesPsychoTech Services Psychology Learners 11
Hypothesis Formulation >> What is a Hypothesis
1. What is a Hypothesis
• Scientific inquiries start with the statement of a solvable problem. When the problem has been
stated, a tentative solution in the form of a testable proposition is offered by the researcher.
• Hypothesis gives direction and helps the researcher to interpret data
• To be useful, hypothesis should be stated in a way that it can be subjected to empirical testing.
• The researcher determines usefulness of the formulated hypothesis, and also suggests or finds
a way to test the hypothesis against empirical data
Hypothesis
• A tentative and testable statement about the possible relationship between two
or more events or variables under investigation
• ‘A testable statement of a potential relationship between two or more variables,
i.e. advanced as a potential solution to the problem’ (Mcguigan, 1990)
• ‘A conjectural statement of the relation between two or more variables’
(Kerlinger, 1973)
Psychology Super-NotesPsychoTech Services Psychology Learners 12
Hypothesis Formulation >> What is Hypothesis
1.1. Importance of Hypothesis Formulation
It is useful to have a clear idea and vision about the hypothesis - the research question to be verified -
as it will direct the research and greatly help the interpretation of the results.
1. Prevents Research Problems
• Research which is not planned properly is often unable to meet the high criteria of empirical
validity and reliability – landing into problems.
• Formulating a simple, brief and clear scientific hypothesis, can prevent such problems from
happening.
2. Gives Direction to the Research Effort
• Accordingly to Goode and Hatt, ‘without’ hypothesis formulation the research is unfocussed, a
random empirical wandering. The facts which surface in the results cannot be interpreted and
given a clear meaning.
3. Links Theory and Investigation
• This leads to discovery of, and addition to knowledge
4. Brings Focus to Data Collection
• A specific hypothesis narrows the focus of the data collection effort, and
• Enables designing of a data collection procedure which can test the hypothesis
Psychology Super-NotesPsychoTech Services Psychology Learners 13
Hypothesis Formulation >> What is a Good Hypothesis
2. What is a Good Hypothesis
Characteristics/Criteria of a Good Research Hypothesis
A good hypothesis is one which meets the following criteria to a large extent:
Good
Hypothesis
Conceptually
Clear
Testable
Related to
Extant Theory
Logically
United and
Comprehensive
Verifiable
Operationally
Usable
Psychology Super-NotesPsychoTech Services Psychology Learners 14
Hypothesis Formulation >> What are the Types of Hypothesis
3. What are the Types of Hypothesis
• Theoretically, there is only one type of hypothesis on the basis of investigation that is, research
hypothesis
• However, depending on the conventions in scientific enquiries and wording used in the hypothesis
construction, hypotheses can be classified into several types like: universal hypotheses, existential
hypotheses, conceptual hypotheses etc.
• There are two important categories of Hypothesis:
Hypothesis
Null
Hypothesis
Alternative
Hypothesis
Directional
Hypothesis
Non-
Directional
Hypothesis
H0 asserts that there is no
true difference between
two population means
It represents researcher’s point of
view about the relationship
between the two variables
Psychology Super-NotesPsychoTech Services Psychology Learners 15
Hypothesis Formulation >> What are the Types of Hypothesis
3.1. Null Hypothesis - H0
• It is a useful tool for testing the significance of difference, but it is of no scientific interest.
• Traditionally, H0 stated that there is zero relationship between terms of the hypothesis.
• Example:
− Schizophrenics do not differ from normal people with respect to digit span memory
− There is no relationship between intelligence and height.
• H0 is an important component of the decision making methods of inferential statistics.
• If the difference between the samples of means is found to be statistically significant, researcher
can reject H0.
• Acceptance of H0, indicates that differences are due to chance.
• H0 should always be specific hypothesis - it shouldn’t state about or approximately a certain value.
• H0 is often stated as: H0 : μvariable 1 = μvariable 2
− Thus, the null hypothesis is that the mean of the population of variable 1 is equal to the mean of
the population of variable 2.
Null
Hypothesis
H0 usually asserts that there is no true difference between two population means,
i.e., the difference between sample means is accidental and unimportant - arising out
of fluctuation of sampling and, by chance.
Psychology Super-NotesPsychoTech Services Psychology Learners 16
Hypothesis Formulation >> What are the Types of Hypothesis
3.2. Alternative Hypothesis – H1 / Hα
• The researcher might hope that the sample data leads to acceptance of the alternative hypothesis
• It represents possibilities other than Null Hypothesis and indicates the nature of relationship.
• Alternative hypothesis is stated as: H1 : μvariable 1 (<, >, <=, >=, ?) μvariable 2
− H1 states that the mean of population of variable 1 is (<, >, <=, >=, ?) the mean of population of
variable 2
Types of Alternative Hypotheses
Alternative
Hypothesis
It specifies the values that represent the researcher’s point of view about the
relationship and its nature, and typically, holds true according to him/her
Alternative
Hypothesis
Directional
Hypothesis
Non-
Directional
Hypothesis
Researcher predicts the direction
in which the relationship between
the population means will vary
Researcher just predicts that
the two groups will differ, not
which group will be higher
Non-Directional Hypothesis
The null and alternative
hypothesis are stated as
follows:
H0 : μvariable 1 = μvariable 2
H1 : μvariable 1 ? μvariable 2
Thus, null hypothesis is that
means of group 1 and group 2
are equal. The alternative
hypothesis is that the mean of
group 1 does not equal the
mean of group 2.
Psychology Super-NotesPsychoTech Services Psychology Learners 17
Hypothesis Formulation >> What is Hypothesis Formulation
4. What is Hypothesis Formulation
The scientific method involves the following process:
• In some cases additional hypothesis may be formulated after collection of data, but they
should be tested on a new set of data and not on the old set which suggested it.
• Usually the hypothesis is derived from the problem statement – the question about human
behaviour that often interests a researcher because of personal reasons
• But, it is critical that the researcher brings methodological criteria to bear on the selection of the
hypothesis to be tested. In other words, Good hypothesis are made, not born.
• Example: research on the effect of reward on learning. Analyses of past research indicated that the
two variables are positively related. This idea needs to be converted into a testable statement - the
hypothesis. Like, the rewarded subjects require lesser number of trials to learn the lesson than the
subjects who are not rewarded
Observation
Hypothesis
Formulation
Hypothesis
Testing.
Hypothesis
Formulation
It is a creative task involving a lot of thinking, imagination and innovation, where
the researcher frames the hypothesis in a positive and substantive form, to guide the
Psychology Super-NotesPsychoTech Services Psychology Learners 18
Hypothesis Formulation >> What is Hypothesis Formulation
4.1. How is Hypothesis Formulated
• Reichenbach (1938) made a distinction between the two processes found commonly in any
hypothesis formulation task: context of discovery, and, context of justification.
− Context of Discovery: Hypotheses is ‘discovered’ from earlier research findings, existing theories
and personal observations, and experience.
− A scientist is concerned with the context of justification in the development of a hypothesis.
− He never uses raw ideas or thoughts in the formulation of a hypothesis. Rather, he rationally/
logically reconstructs his ideas or thoughts and draws some justifiable inferences from them.
− When a scientist reconstructs his thoughts and communicates them in the form of a hypothesis to
others, he uses the context of justification - he extensively as well as intensively surveys a mass of
data, abstracts them, tries to find out similarities among the abstracted data and finally makes a
generalisation or deduces a preposition in the form of a hypothesis.
Psychology Super-NotesPsychoTech Services Psychology Learners
Considerations in Hypothesis Formulation
19
Hypothesis Formulation >> What is Hypothesis Formulation
4.2. Considerations in Hypothesis Formulation
• The literature leads a researcher to expect a
certain relationship. Hypothesis is a statement
assumed to be true, for the purpose of testing
its validity.
• As suggested by Russell and Reichenbach
(1947), the hypotheses should be stated in the
logical form on the general implications. A
hypothesis can be put in the form of an if-then
statement; if A is true then B should follow.
• Example: verbal development theory of
amnesia states that childhood amnesia is
caused by the development of language.
− To test this theory, the researcher can make
a hypothesis, that if the lack of verbal ability
is responsible for childhood amnesia, then the
children should not be able to verbally recall
events usually words that they did not know
at the time of events
Expected relationship or differences
between variables
Operational definition of variable
Literature should be reviewed
before hypotheses formulation
Psychology Super-NotesPsychoTech Services Psychology Learners 20
Hypothesis Formulation >> What is Hypothesis Formulation
4.3. Difficulties in Hypotheses Formulation
A researcher might face three major difficulties in formulating a good hypothesis:
Unavailability of
theoretical
frameworks and
evidences
Lack of knowledge
of theoretical
frameworks and
evidences
Lack of awareness of
scientific research
techniques
Psychology Super-NotesPsychoTech Services Psychology Learners 21
Hypothesis Formulation >> What are the errors in Hypothesis Testing
5. What are the errors in Hypothesis Testing
Factors that can lead to incorrect conclusions about a Hypothesis
Common Errors in Hypothesis Testing
1
Faulty sampling
procedure
2
Inaccurate data
collection
method
3
Faulty study
design
4
Inappropriate
statistical
methods
5
Drawing
Incorrect
conclusions
Type I Error
• Rejection of a null
hypothesis when it is true.
Type II Error
• Acceptance of a null
hypothesis when it is false.
Psychology Super-NotesPsychoTech Services Psychology LearnersPsychology Super-NotesPsychoTech Services Psychology Learners 22
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Hypothesis Formulation in Psychological Research

  • 1. Psychology Super-NotesPsychoTech Services Psychology Learners Version 1.0 Hypothesis Formulation M. S. Ahluwalia
  • 2. Psychology Super-NotesPsychoTech Services Psychology Learners Psychology Super-Notes Research Methods in Psychology
  • 3. Psychology Super-NotesPsychoTech Services Psychology Learners Copyright © 2020, by M S Ahluwalia Trademarks ‘Super-Notes’, ‘All About’, ‘Psychology Learners’, ‘PsyLearners’, ‘M S Ahluwalia’, ‘PsychoTech Services’, ‘Real Happiness Center’ and the msa logo, the PsyLearners logo, Star and Starji logos for Real Happiness Center logo and PsychoTech Services logo are trademarks of M S Ahluwalia in India and other countries, and may not be used without explicit written permission. All other trademarks are the property of their respective owners. PsychoTech Services and M S Ahluwalia, are not associated with any product or vendor mentioned in this book. Limit of liability/disclaimer of warranty The publisher and the author make no representations or warranties with respect to the accuracy or completeness of the contents of this work and specifically disclaim all warranties, including without limitation warranties of fitness for a particular purpose. This book should not be used as a replacement of expert opinion. No warranty may be created or extended by sales or promotional materials. The advice and strategies contained herein may not be suitable for every situation. This work is sold with the understanding that the publisher is not engaged in rendering legal, accounting, or other professional services. If professional assistance is required, the services of a competent professional person should be sought. Neither the publisher nor the author shall be liable for damages arising herefrom. The fact that an organization or website is referred to in this work as a citation and/or a potential source of further information does not mean that the author or the publisher endorses the information the organization or website may provide or recommendations it may make. Further, readers should be aware that internet websites listed in this work may have changed or disappeared between when this work was written and when it is read. This document contains notes on the said subject made by the author during the course of studies or general reading. The author hopes you will find these ‘Super-notes’ useful in the course of your learning. In case you notice any errors or have any suggestions for the improvement of this document, please send an email to Super-Notes@PsychoTechServices.com. For general information on our other publications or for any kind of support or further information, you may reach us at care@PsychoTechServices.com. 3 ! Disclaimer
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  • 9. Psychology Super-NotesPsychoTech Services Psychology LearnersPsychology Super-NotesPsychoTech Services Psychology Learners 9 Let’ start…
  • 10. Psychology Super-NotesPsychoTech Services Psychology Learners Hypothesis Formulation >> Contents Contents 1. What is a Hypothesis? 2. What is a Good Hypothesis? 3. What are the Types of Hypotheses? 4. How is a Hypothesis formulated? 10
  • 11. Psychology Super-NotesPsychoTech Services Psychology Learners 11 Hypothesis Formulation >> What is a Hypothesis 1. What is a Hypothesis • Scientific inquiries start with the statement of a solvable problem. When the problem has been stated, a tentative solution in the form of a testable proposition is offered by the researcher. • Hypothesis gives direction and helps the researcher to interpret data • To be useful, hypothesis should be stated in a way that it can be subjected to empirical testing. • The researcher determines usefulness of the formulated hypothesis, and also suggests or finds a way to test the hypothesis against empirical data Hypothesis • A tentative and testable statement about the possible relationship between two or more events or variables under investigation • ‘A testable statement of a potential relationship between two or more variables, i.e. advanced as a potential solution to the problem’ (Mcguigan, 1990) • ‘A conjectural statement of the relation between two or more variables’ (Kerlinger, 1973)
  • 12. Psychology Super-NotesPsychoTech Services Psychology Learners 12 Hypothesis Formulation >> What is Hypothesis 1.1. Importance of Hypothesis Formulation It is useful to have a clear idea and vision about the hypothesis - the research question to be verified - as it will direct the research and greatly help the interpretation of the results. 1. Prevents Research Problems • Research which is not planned properly is often unable to meet the high criteria of empirical validity and reliability – landing into problems. • Formulating a simple, brief and clear scientific hypothesis, can prevent such problems from happening. 2. Gives Direction to the Research Effort • Accordingly to Goode and Hatt, ‘without’ hypothesis formulation the research is unfocussed, a random empirical wandering. The facts which surface in the results cannot be interpreted and given a clear meaning. 3. Links Theory and Investigation • This leads to discovery of, and addition to knowledge 4. Brings Focus to Data Collection • A specific hypothesis narrows the focus of the data collection effort, and • Enables designing of a data collection procedure which can test the hypothesis
  • 13. Psychology Super-NotesPsychoTech Services Psychology Learners 13 Hypothesis Formulation >> What is a Good Hypothesis 2. What is a Good Hypothesis Characteristics/Criteria of a Good Research Hypothesis A good hypothesis is one which meets the following criteria to a large extent: Good Hypothesis Conceptually Clear Testable Related to Extant Theory Logically United and Comprehensive Verifiable Operationally Usable
  • 14. Psychology Super-NotesPsychoTech Services Psychology Learners 14 Hypothesis Formulation >> What are the Types of Hypothesis 3. What are the Types of Hypothesis • Theoretically, there is only one type of hypothesis on the basis of investigation that is, research hypothesis • However, depending on the conventions in scientific enquiries and wording used in the hypothesis construction, hypotheses can be classified into several types like: universal hypotheses, existential hypotheses, conceptual hypotheses etc. • There are two important categories of Hypothesis: Hypothesis Null Hypothesis Alternative Hypothesis Directional Hypothesis Non- Directional Hypothesis H0 asserts that there is no true difference between two population means It represents researcher’s point of view about the relationship between the two variables
  • 15. Psychology Super-NotesPsychoTech Services Psychology Learners 15 Hypothesis Formulation >> What are the Types of Hypothesis 3.1. Null Hypothesis - H0 • It is a useful tool for testing the significance of difference, but it is of no scientific interest. • Traditionally, H0 stated that there is zero relationship between terms of the hypothesis. • Example: − Schizophrenics do not differ from normal people with respect to digit span memory − There is no relationship between intelligence and height. • H0 is an important component of the decision making methods of inferential statistics. • If the difference between the samples of means is found to be statistically significant, researcher can reject H0. • Acceptance of H0, indicates that differences are due to chance. • H0 should always be specific hypothesis - it shouldn’t state about or approximately a certain value. • H0 is often stated as: H0 : μvariable 1 = μvariable 2 − Thus, the null hypothesis is that the mean of the population of variable 1 is equal to the mean of the population of variable 2. Null Hypothesis H0 usually asserts that there is no true difference between two population means, i.e., the difference between sample means is accidental and unimportant - arising out of fluctuation of sampling and, by chance.
  • 16. Psychology Super-NotesPsychoTech Services Psychology Learners 16 Hypothesis Formulation >> What are the Types of Hypothesis 3.2. Alternative Hypothesis – H1 / Hα • The researcher might hope that the sample data leads to acceptance of the alternative hypothesis • It represents possibilities other than Null Hypothesis and indicates the nature of relationship. • Alternative hypothesis is stated as: H1 : μvariable 1 (<, >, <=, >=, ?) μvariable 2 − H1 states that the mean of population of variable 1 is (<, >, <=, >=, ?) the mean of population of variable 2 Types of Alternative Hypotheses Alternative Hypothesis It specifies the values that represent the researcher’s point of view about the relationship and its nature, and typically, holds true according to him/her Alternative Hypothesis Directional Hypothesis Non- Directional Hypothesis Researcher predicts the direction in which the relationship between the population means will vary Researcher just predicts that the two groups will differ, not which group will be higher Non-Directional Hypothesis The null and alternative hypothesis are stated as follows: H0 : μvariable 1 = μvariable 2 H1 : μvariable 1 ? μvariable 2 Thus, null hypothesis is that means of group 1 and group 2 are equal. The alternative hypothesis is that the mean of group 1 does not equal the mean of group 2.
  • 17. Psychology Super-NotesPsychoTech Services Psychology Learners 17 Hypothesis Formulation >> What is Hypothesis Formulation 4. What is Hypothesis Formulation The scientific method involves the following process: • In some cases additional hypothesis may be formulated after collection of data, but they should be tested on a new set of data and not on the old set which suggested it. • Usually the hypothesis is derived from the problem statement – the question about human behaviour that often interests a researcher because of personal reasons • But, it is critical that the researcher brings methodological criteria to bear on the selection of the hypothesis to be tested. In other words, Good hypothesis are made, not born. • Example: research on the effect of reward on learning. Analyses of past research indicated that the two variables are positively related. This idea needs to be converted into a testable statement - the hypothesis. Like, the rewarded subjects require lesser number of trials to learn the lesson than the subjects who are not rewarded Observation Hypothesis Formulation Hypothesis Testing. Hypothesis Formulation It is a creative task involving a lot of thinking, imagination and innovation, where the researcher frames the hypothesis in a positive and substantive form, to guide the
  • 18. Psychology Super-NotesPsychoTech Services Psychology Learners 18 Hypothesis Formulation >> What is Hypothesis Formulation 4.1. How is Hypothesis Formulated • Reichenbach (1938) made a distinction between the two processes found commonly in any hypothesis formulation task: context of discovery, and, context of justification. − Context of Discovery: Hypotheses is ‘discovered’ from earlier research findings, existing theories and personal observations, and experience. − A scientist is concerned with the context of justification in the development of a hypothesis. − He never uses raw ideas or thoughts in the formulation of a hypothesis. Rather, he rationally/ logically reconstructs his ideas or thoughts and draws some justifiable inferences from them. − When a scientist reconstructs his thoughts and communicates them in the form of a hypothesis to others, he uses the context of justification - he extensively as well as intensively surveys a mass of data, abstracts them, tries to find out similarities among the abstracted data and finally makes a generalisation or deduces a preposition in the form of a hypothesis.
  • 19. Psychology Super-NotesPsychoTech Services Psychology Learners Considerations in Hypothesis Formulation 19 Hypothesis Formulation >> What is Hypothesis Formulation 4.2. Considerations in Hypothesis Formulation • The literature leads a researcher to expect a certain relationship. Hypothesis is a statement assumed to be true, for the purpose of testing its validity. • As suggested by Russell and Reichenbach (1947), the hypotheses should be stated in the logical form on the general implications. A hypothesis can be put in the form of an if-then statement; if A is true then B should follow. • Example: verbal development theory of amnesia states that childhood amnesia is caused by the development of language. − To test this theory, the researcher can make a hypothesis, that if the lack of verbal ability is responsible for childhood amnesia, then the children should not be able to verbally recall events usually words that they did not know at the time of events Expected relationship or differences between variables Operational definition of variable Literature should be reviewed before hypotheses formulation
  • 20. Psychology Super-NotesPsychoTech Services Psychology Learners 20 Hypothesis Formulation >> What is Hypothesis Formulation 4.3. Difficulties in Hypotheses Formulation A researcher might face three major difficulties in formulating a good hypothesis: Unavailability of theoretical frameworks and evidences Lack of knowledge of theoretical frameworks and evidences Lack of awareness of scientific research techniques
  • 21. Psychology Super-NotesPsychoTech Services Psychology Learners 21 Hypothesis Formulation >> What are the errors in Hypothesis Testing 5. What are the errors in Hypothesis Testing Factors that can lead to incorrect conclusions about a Hypothesis Common Errors in Hypothesis Testing 1 Faulty sampling procedure 2 Inaccurate data collection method 3 Faulty study design 4 Inappropriate statistical methods 5 Drawing Incorrect conclusions Type I Error • Rejection of a null hypothesis when it is true. Type II Error • Acceptance of a null hypothesis when it is false.
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