3. In this lecture we will:
Summarize what we have learned in this course!
!
!
!
!
!
4. In this lecture we will:
Summarize what we have learned in this course!
!
Integrate insights from separate lectures and demonstrate how the
different methods can be applied to develop an adequate explanation
of a sociological prediction!
!
5. In this lecture we will:
Summarize what we have learned in this course!
!
Integrate insights from separate lectures and demonstrate how the
different methods can be applied to develop an adequate explanation
of a sociological prediction!
!
Discuss the setup of the exam
7. Aims of this course
Learning how to develop and apply good explanations of social phenomena!
!
!
!
8. Aims of this course
Learning how to develop and apply good explanations of social phenomena!
!
Social phenomenon X: observation, description!
!
9. Aims of this course
Learning how to develop and apply good explanations of social phenomena!
!
Social phenomenon X: observation, description!
!
Theory: why do we observe X?
10. Aims of this course
Learning how to develop and apply good explanations of social phenomena!
!
Social phenomenon X: observation, description!
!
Theory: why do we observe X?!
!
Generating (new) testable hypotheses with the theory:!
If this is why we see X, then what else should we see (Y, Z)?!
And, under what conditions should we see X, Y and Z?
11. Aims of this course
Learning how to develop and apply good explanations of social phenomena!
!
Social phenomenon X: observation, description!
!
Theory: why do we observe X?!
!
Generating (new) testable hypotheses with the theory:!
If this is why we see X, then what else should we see (Y, Z)?!
And, under what conditions should we see X, Y and Z?!
!
Application: If our theory is right, what would be a good policy to influence X,
Y and Z?!
!
This course focuses on methods and standards for developing and applying
theoretical explanations.
13. Do it yourself
Theories consist of assumptions (= speculation)!
!
Explanation:!
!
Logically derive phenomenon from assumptions!
!
!
!
!
!
!
!
!
14. Do it yourself
Theories consist of assumptions (= speculation)!
!
Explanation:!
!
Logically derive phenomenon from assumptions!
!
Clearly state what you want to explain!
!
!
!
!
!
!
15. Do it yourself
Theories consist of assumptions (= speculation)!
!
Explanation:!
!
Logically derive phenomenon from assumptions!
!
Clearly state what you want to explain!
!
Clearly state what you assume!
!
!
!
!
16. Do it yourself
Theories consist of assumptions (= speculation)!
!
Explanation:!
!
Logically derive phenomenon from assumptions!
!
Clearly state what you want to explain!
!
Clearly state what you assume!
!
If needed: think up your own assumptions!!
!
!
17. Do it yourself
Theories consist of assumptions (= speculation)!
!
Explanation:!
!
Logically derive phenomenon from assumptions!
!
Clearly state what you want to explain!
!
Clearly state what you assume!
!
If needed: think up your own assumptions!!
!
Use your theory creatively: always think of new ways how you can test and
apply your theories
18. Features of good explanations
(Lave & March)
Simplicity!
Few and clear assumptions!
!
!
!
!
!
!
19. Features of good explanations
(Lave & March)
Simplicity!
Few and clear assumptions!
!
Fertility!
Make your explanations as generally applicable as possible:!
Generate many new testable predictions!
!
!
20. Features of good explanations
(Lave & March)
Simplicity!
Few and clear assumptions!
!
Fertility!
Make your explanations as generally applicable as possible:!
Generate many new testable predictions!
!
Surprise!
Counter-intuitive predictions (i.e., unintended consequences)
22. Competing explanations:Think of
a critical test
Suppose you have two explanations of the same phenomenon!
!
Then derive from both underlying theories two contradicting predictions for the
same situation!
!
!
!
!
!
!
!
!
23. Competing explanations:Think of
a critical test
Suppose you have two explanations of the same phenomenon!
!
Then derive from both underlying theories two contradicting predictions for the
same situation!
!
And, test them for this situation: only one can be right!
!
!
!
!
!
!
24. Competing explanations:Think of
a critical test
Suppose you have two explanations of the same phenomenon!
!
Then derive from both underlying theories two contradicting predictions for the
same situation!
!
And, test them for this situation: only one can be right!
!
!
Example: Two competing explanations for residential segregation!
!
Housing prices and income inequality!
!
Racial homophily
26. Participation in Monday
demonstrations in GDR 1989
Source: Table 1 from Braun, Norman. 1995.
Individual Thresholds and Social Diffusion.
Rationality and Society 7:167-182.
28. Structural approach
Strategy: Argue that the macro-phenomenon “Protest in GDR” was caused by
another macro-phenomenon
Events showing
regime weakness
Revolution
29. Structural approach
Strategy: Argue that the macro-phenomenon “Protest in GDR” was caused by
another macro-phenomenon
Events showing
regime weakness
Revolution
30. Structural approach
Strategy: Argue that the macro-phenomenon “Protest in GDR” was caused by
another macro-phenomenon
Events showing
regime weakness
Revolution
For instance:!
Political changes in the Soviet Union (Glasnot, Perestrojka)!
Gorbachev’s speech in Berlin: Life punishes those who come too late!
Negotiations between US and SU!
Reformation/revolution in Hungary and Poland
31. Example:A valid explanation
Political events which demonstrate the weakness of a certain
political system (E) trigger revolutions in states where this
system is implemented (R)
General law
32. Example:A valid explanation
Political events which demonstrate the weakness of a certain
political system (E) trigger revolutions in states where this
system is implemented (R)
In GDR 1989 (g), the political events demonstrated the
weakness of the ruling political system (E)
General law
Assumption to
apply law to
specific
conditions
33. Example:A valid explanation
Political events which demonstrate the weakness of a certain
political system (E) trigger revolutions in states where this
system is implemented (R)
In GDR 1989 (g), the political events demonstrated the
weakness of the ruling political system (E)
In GDR 1989 (g), a revolution was triggered (R)
General law
Assumption to
apply law to
specific
conditions
Explanandum
34. What is a good explanation?
A good explanation is an explanation where all conditions of adequacy are met
Hempel/Oppenheim, week 2)
35. What is a good explanation?
A good explanation is an explanation here all conditions of adequacy are met
Hempel/Oppenheim, week 2)
Condition 1: The explanandum must be a logical consequence of the explanans
36. What is a good explanation?
A good explanation is an explanation here all conditions of adequacy are met
Hempel/Oppenheim, week 2)
Condition 1: The explanandum must be a logical consequence of the explanans
Condition 2: The explanans must contain at least one general law and at least one
singular statement (... necessary to derive the explanandum)
37. What is a good explanation?
A good explanation is an explanation here all conditions of adequacy are met
Hempel/Oppenheim, week 2)
Condition 1: The explanandum must be a logical consequence of the explanans
Condition 2: The explanans must contain at least one general law and at least one
singular statement (... necessary to derive the explanandum)
Condition 3: The explanans must have empirical content
38. What is a good explanation?
A good explanation is an explanation here all conditions of adequacy are met
Hempel/Oppenheim, week 2)
Condition 1: The explanandum must be a logical consequence of the explanans
Condition 2: The explanans must contain at least one general law and at least one
singular statement (... necessary to derive the explanandum)
Condition 3: The explanans must have empirical content
Condition 4: All statements of the explanans must be true
40. Stop and think....
think about how condition 4 relates to what Popper (reading week 3) is saying
about the difference of “verifiability” and “falsifiability” as criteria for good theories
(pg. 40)
Condition 4: All statements of the explanans must be true
41. Some things to note about the
material in week 2
Understand the example about the importance of the -often implicit- ceteris
paribus assumption!
!
!
42. Some things to note about the
material in week 2
Understand the example about the importance of the -often implicit- ceteris
paribus assumption!
!
Durkheim’s theory about suicide, versus data on suicide and marital status in
the Netherlands, controlling for age
44. Operator 4: Implication
Symbol: ⊃ (horseshoe) or →
Read: “if p then q”
p q p
1 1 1
1 0 0
0 1 1
0 0 1
The implication of p and q is false
only if p is true and q is false
Example: If Popper is a sociologist, then he is a Marxist.
Popper is a sociologist + Popper is a Marxist : wff is valid
Popper is a sociologist + Popper is not a Marxist : wff is invalid
Popper is not a sociologist + Popper is a Marxist : wff is valid
Popper is not a sociologist + Popper is not a Marxist : wff is valid
45. Working with truth tables
Example: Let us demonstrate for which combination of truth values
of p and q is it is correct to state: “p and q are equivalent (p≡q)”. Thus,
we want to show that:
46. Working with truth tables
Example: Let us demonstrate for which combination of truth values
of p and q is it is correct to state: “p and q are equivalent (p≡q)”. Thus,
we want to show that:
(if p, then q) and (if q, then p)
47. Working with truth tables
Example: Let us demonstrate for which combination of truth values
of p and q is it is correct to state: “p and q are equivalent (p≡q)”. Thus,
we want to show that:
(if p, then q) and (if q, then p)
p q p q (p
1 1 1 1 1 1 1 1 1 1 1
1 0 1 0 0 0 1 1 0 1 0
0 1 0 1 1 1 0 0 1 0 0
0 0 0 0 1 0 0 1 1 1 1
Definition of an equality
This proves that: (p≡q)≡((p⊃q)·(q⊃p))
48. When is a rule of inference valid?
It is always true (for every combination of truth values of the
elementary propositions p, q, etc.) that the conclusion is an
implication of (follows logically from) the conjunction of the
premises.
49. Formulating wffs in syllogistic logic
To formulate a correct wff, you need only five words:
50. Formulating wffs in syllogistic logic
To formulate a correct wff, you need only five words:
all!
no!
some!
is !
not
51. Formulating wffs in syllogistic logic
There are only eight (8) forms of wffs:
52. Formulating wffs in syllogistic logic
There are only eight (8) forms of wffs:
all A is B All swans are white!
no A is B There are no white swans!
some A is B Some swans are white!
some A is not B Some swans are not white!
x is B This swan is white!
x is not B This swan is not white!
x is y This is the only white swan!
x is not y This is not the white swan
Any sentence can be translated into a wff of one of these forms
53. Testing whether a syllogism is valid:
The star test
The star test consist of three steps:
54. Testing whether a syllogism is valid:
The star test
The star test consist of three steps:
Step 1: Find the “distributed letters”
A letter is distributed if it occurs just after “all” or anywhere after “no”
or “not”
55. Testing whether a syllogism is valid:
The star test
The star test consist of three steps:
Step 1: Find the “distributed letters”
A letter is distributed if it occurs just after “all” or anywhere after “no”
or “not”
all A is B!
no A is B!
x is A!
x is not y
Underline the
distributed letters
57. Testing whether a syllogism is valid:
The star test
Step 2: Star premises letters which are distributed and conclusion letters which
are not distributed
58. Testing whether a syllogism is valid:
The star test
Step 2: Star premises letters which are distributed and conclusion letters which
are not distributed
all A is B!
some C is A!
-----------------!
some C is B
59. Testing whether a syllogism is valid:
The star test
Step 2: Star premises letters which are distributed and conclusion letters which
are not distributed
all A* is B!
some C is A!
-----------------!
some C* is B*
61. Testing whether a syllogism is valid:
The star test
Step 3: Decide. A syllogism is valid if and only if every capital letter is
starred exactly once.!
&!
if there is exactly one star on the right hand side
62. Testing whether a syllogism is valid:
The star test
Step 3: Decide. A syllogism is valid if and only if every capital letter is
starred exactly once.!
&!
if there is exactly one star on the right hand side
all A* is B!
some C is A!
-----------------!
some C* is B*
63. Testing whether a syllogism is valid:
The star test
Step 3: Decide. A syllogism is valid if and only if every capital letter is
starred exactly once.!
&!
if there is exactly one star on the right hand side
all A* is B!
some C is A!
-----------------!
some C* is B*
Each capital letter is starred exactly once
64. Testing whether a syllogism is valid:
The star test
Step 3: Decide. A syllogism is valid if and only if every capital letter is
starred exactly once.!
&!
if there is exactly one star on the right hand side
all A* is B!
some C is A!
-----------------!
some C* is B*
Each capital letter is starred exactly once
There is exactly one star at the right hand
side (see the B)
65. Testing whether a syllogism is valid:
The star test
Step 3: Decide. A syllogism is valid if and only if every capital letter is
starred exactly once.!
&!
if there is exactly one star on the right hand side
all A* is B!
some C is A!
-----------------!
some C* is B*
Each capital letter is starred exactly once
There is exactly one star at the right hand
side (see the B)
Thus, this syllogism is valid.
66. Example:A valid explanation
Political events which demonstrate the weakness of a certain
political system (E) trigger revolutions in states where this
system is implemented (R)
In GDR 1989 (g), the political events demonstrated the
weakness of the ruling political system (E)
In GDR 1989 (g), a revolution was triggered (R)
General law
Assumption to
apply law to
specific
conditions
Explanandum
67. Example:A valid explanation
Political events which demonstrate the weakness of a certain
political system (E) trigger revolutions in states where this
system is implemented (R)
In GDR 1989 (g), the political events demonstrated the
weakness of the ruling political system (E)
In GDR 1989 (g), a revolution was triggered (R)
General law
Assumption to
apply law to
specific
conditions
Explanandum
all E is R!
!
! E R
68. Example:A valid explanation
Political events which demonstrate the weakness of a certain
political system (E) trigger revolutions in states where this
system is implemented (R)
In GDR 1989 (g), the political events demonstrated the
weakness of the ruling political system (E)
In GDR 1989 (g), a revolution was triggered (R)
General law
Assumption to
apply law to
specific
conditions
Explanandum
all E is R!
g is E !
! E Rg
69. Example:A valid explanation
Political events which demonstrate the weakness of a certain
political system (E) trigger revolutions in states where this
system is implemented (R)
In GDR 1989 (g), the political events demonstrated the
weakness of the ruling political system (E)
In GDR 1989 (g), a revolution was triggered (R)
General law
Assumption to
apply law to
specific
conditions
Explanandum
all E is R!
g is E
----------!
g is R
E Rg
70. Example:A valid explanation
Political events which demonstrate the weakness of a certain
political system (E) trigger revolutions in states where this
system is implemented (R)
In GDR 1989 (g), the political events demonstrated the
weakness of the ruling political system (E)
In GDR 1989 (g), a revolution was triggered (R)
General law
Assumption to
apply law to
specific
conditions
Explanandum
all E* is R!
g is E
----------!
g is R*
E RThis is valid g
71. Some things to note about the
material in week 3
Check the differences between sound and valid
73. To criticize a theory:
Critically examine whether a theory (or, the explanations a theory can generate)
meet the adequacy conditions. Think of:!
!
!
!
!
!
!
!
!
!
!
!
!
74. To criticize a theory:
Critically examine whether a theory (or, the explanations a theory can generate)
meet the adequacy conditions. Think of:!
!
Clarity of concepts (definitions)!
!
!
!
!
!
!
!
!
!
!
75. To criticize a theory:
Critically examine whether a theory (or, the explanations a theory can generate)
meet the adequacy conditions. Think of:!
!
Clarity of concepts (definitions)!
!
Validity of arguments in the theory!
!
!
!
!
!
!
!
!
76. To criticize a theory:
Critically examine whether a theory (or, the explanations a theory can generate)
meet the adequacy conditions. Think of:!
!
Clarity of concepts (definitions)!
!
Validity of arguments in the theory!
!
Does the theory contain statements that contradict each other?!
!
!
!
!
!
!
77. To criticize a theory:
Critically examine whether a theory (or, the explanations a theory can generate)
meet the adequacy conditions. Think of:!
!
Clarity of concepts (definitions)!
!
Validity of arguments in the theory!
!
Does the theory contain statements that contradict each other?!
!
Is it reasonably possible to operationalize the concepts about which the theory
generates predictions (empirical content)!
!
!
!
78. To criticize a theory:
Critically examine whether a theory (or, the explanations a theory can generate)
meet the adequacy conditions. Think of:!
!
Clarity of concepts (definitions)!
!
Validity of arguments in the theory!
!
Does the theory contain statements that contradict each other?!
!
Is it reasonably possible to operationalize the concepts about which the theory
generates predictions (empirical content)!
!
Something to note:!
!
What to do if a theory is wrong? (see examples in weeks 4 and 5)
79. All sociologists (S) are good statisticians (G). (S⊃G)
S=df. Everybody with at
least a Doctor’s degree in
Sociology
S=df. Everybody with a university
degree in Sociology
G=df. Everybody who can
interpret a regression
G=df. Everybody who can
explain what a regression is
Theories should be as informative as
possible- Comparing empirical content of
implications
80. S=df. Everybody with at
least a Doctor’s degree in
Sociology
S=df. Everybody with a university
degree in Sociology
G=df. Everybody who can
interpret a regression
G=df. Everybody who can
explain what a regression is
1
Theories should be as informative as
possible- Comparing empirical content of
implications
All sociologists (S) are good statisticians (G). (S⊃G)
81. S=df. Everybody with at
least a Doctor’s degree in
Sociology
S=df. Everybody with a university
degree in Sociology
G=df. Everybody who can
interpret a regression
G=df. Everybody who can
explain what a regression is
1
2
Theories should be as informative as
possible- Comparing empirical content of
implications
All sociologists (S) are good statisticians (G). (S⊃G)
82. S=df. Everybody with at
least a Doctor’s degree in
Sociology
S=df. Everybody with a university
degree in Sociology
G=df. Everybody who can
interpret a regression
G=df. Everybody who can
explain what a regression is
1
2
3
Theories should be as informative as
possible- Comparing empirical content of
implications
All sociologists (S) are good statisticians (G). (S⊃G)
83. S=df. Everybody with at
least a Doctor’s degree in
Sociology
S=df. Everybody with a university
degree in Sociology
G=df. Everybody who can
interpret a regression
G=df. Everybody who can
explain what a regression is
1
2
4
3
Theories should be as informative as
possible- Comparing empirical content of
implications
All sociologists (S) are good statisticians (G). (S⊃G)
84. S=df. Everybody with at
least a Doctor’s degree in
Sociology
S=df. Everybody with a university
degree in Sociology
G=df. Everybody who can
interpret a regression
G=df. Everybody who can
explain what a regression is
1
2
4
3
Theories should be as informative as
possible- Comparing empirical content of
implications
4 (3) has more empirical content than 2 (1)!
All sociologists (S) are good statisticians (G). (S⊃G)
85. S=df. Everybody with at
least a Doctor’s degree in
Sociology
S=df. Everybody with a university
degree in Sociology
G=df. Everybody who can
interpret a regression
G=df. Everybody who can
explain what a regression is
1
2
4
3
Theories should be as informative as
possible- Comparing empirical content of
implications
4 (3) has more empirical content than 2 (1)!
4 (2) has more empirical content than 3 (1)
All sociologists (S) are good statisticians (G). (S⊃G)
86. Week 5: Explaining social
phenomena based on theories
about individual behavior
87. A valid macro-explanation: Our
example.
Political events which demonstrate the weakness of a certain
political system (E) trigger revolutions in states where this
system is implemented (R)
In GDR 1989 (g), the political events demonstrated the
weakness of the ruling political system (E)
In GDR 1989 (g), a revolution was triggered (R)
General law
Assumption to
apply law to
specific
conditions
Explanandum
all E* is R!
g is E
----------!
g is R*
E RgThis is valid
88. Why macro-explanations are not
enough?
In the lecture on explaining collective phenomena based on assumptions about individual
behavior, we learned that micro-level explanations have the potential to provide
information that might be overlooked if only macro-explanations are considered:!
!
!
!
!
!
!
!
!
89. Why macro-explanations are not
enough?
In the lecture on explaining collective phenomena based on assumptions about individual
behavior, we learned that micro-level explanations have the potential to provide
information that might be overlooked if only macro-explanations are considered:!
!
A micro-level explanation will serve three purposes:!
!
!
!
!
!
!
90. Why macro-explanations are not
enough?
In the lecture on explaining collective phenomena based on assumptions about individual
behavior, we learned that micro-level explanations have the potential to provide
information that might be overlooked if only macro-explanations are considered:!
!
A micro-level explanation will serve three purposes:!
Explain why there is a macro-level relationship!
!
!
!
!
!
91. Why macro-explanations are not
enough?
In the lecture on explaining collective phenomena based on assumptions about individual
behavior, we learned that micro-level explanations have the potential to provide
information that might be overlooked if only macro-explanations are considered:!
!
A micro-level explanation will serve three purposes:!
Explain why there is a macro-level relationship!
Explicate what sort of political events have effects!
!
!
!
!
92. Why macro-explanations are not
enough?
In the lecture on explaining collective phenomena based on assumptions about individual
behavior, we learned that micro-level explanations have the potential to provide
information that might be overlooked if only macro-explanations are considered:!
!
A micro-level explanation will serve three purposes:!
Explain why there is a macro-level relationship!
Explicate what sort of political events have effects!
Explain why the macro-law appears to be false in some settings!
!
!
!
93. Why macro-explanations are not
enough?
In the lecture on explaining collective phenomena based on assumptions about individual
behavior, we learned that micro-level explanations have the potential to provide
information that might be overlooked if only macro-explanations are considered:!
!
A micro-level explanation will serve three purposes:!
Explain why there is a macro-level relationship!
Explicate what sort of political events have effects!
Explain why the macro-law appears to be false in some settings!
!
Example: After the financial crises, Greece and Island experienced critical political
crises. However, there was no revolution in European countries. This suggests that
the macro-law holds only under certain conditions.
98. Main elements of an
individualistic explanation(i.e., Coleman, Lindenberg)
Independent!
Macro-variable
Dependent!
Macro-variable
Input individual choice:!
Choice options!
Information!
Costs and benefits...
Output: !
Individual choice
Explanandum: !
Macro relationship
Theory !
of action
Bridge !
assumptions
Transformation !
assumptions
99. Step 1: Explain the macro-to-micro
relationship
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
People who perceive a political change in a similar country,
infer that the same is possible in their home country
General law
100. Step 1: Explain the macro-to-micro
relationship
People who perceive a political change in a similar country,
infer that the same is possible in their home country
General law
Auxiliary
assumption
Many people in GDR perceived changes in similar countries
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
101. Step 1: Explain the macro-to-micro
relationship
People who perceive a political change in a similar country,
infer that the same is possible in their home country
Many people in GDR inferred that political change is possible
in GDR too
General law
Auxiliary
assumption
Explanandum
Many people in GDR perceived changes in similar countries
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
102. Step 1: Explain the macro-to-micro
relationship
People who perceive a political change in a similar country,
infer that the same is possible in their home country
Many people in GDR inferred that political change is possible
in GDR too
General law
Auxiliary
assumption
Explanandum
Many people in GDR perceived changes in similar countries
Why do we expect this?
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
103. Step 1: Explain the macro-to-micro
relationship
People who perceive a political change in a similar country,
infer that the same is possible in their home country
Many people in GDR inferred that political change is possible
in GDR too
General law
Auxiliary
assumption
Explanandum
Many people in GDR perceived changes in similar countries
Why do we expect this?
This law could be derived from another
general theory: Heider’s Balance theory
Changes happen
My country Other country
This is perceivedInferred
Similar
+ +
+
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
104. Is the argument valid?
People who perceive a political change in a similar country
(P), infer that the same is possible in the home country (I)
all P is I!
!
!
E I
P
105. Is the argument valid?
People who perceive a political change in a similar country
(P), infer that the same is possible in the home country (I)
Many people in GDR (E) perceived changes in similar
countries (P)
all P is I!
some E is P
------------------!
E I
P
106. Is the argument valid?
People who perceive a political change in a similar country
(P), infer that the same is possible in the home country (I)
Many people in GDR (E) perceived changes in similar
countries (P)
Many people in GDR inferred that political change is possible
in GDR too (I)
all P is I!
some E is P
------------------!
some E is I
E I
x
P
107. Is the argument valid?
People who perceive a political change in a similar country
(P), infer that the same is possible in the home country (I)
Many people in GDR (E) perceived changes in similar
countries (P)
Many people in GDR inferred that political change is possible
in GDR too (I)
all P* is I!
some E is P
------------------!
some E*is I*
This is valid
E I
x
P
108. How could one test the macro-to-
micro relationship?
Test 1: Measure three variables!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
109. How could one test the macro-to-
micro relationship?
Test 1: Measure three variables!
Did people perceived other countries as similar (s)?!
!
!
!
!
!
!
!
!
!
!
!
!
!
110. How could one test the macro-to-
micro relationship?
Test 1: Measure three variables!
Did people perceived other countries as similar (s)?!
Were people informed about changes (c) (consider that media was not free)?!
!
!
!
!
!
!
!
!
!
!
!
!
111. How could one test the macro-to-
micro relationship?
Test 1: Measure three variables!
Did people perceived other countries as similar (s)?!
Were people informed about changes (c) (consider that media was not free)?!
Did people think that same dynamics were possible (p)?!
!
!
!
!
!
!
!
!
!
!
!
112. How could one test the macro-to-
micro relationship?
Test 1: Measure three variables!
Did people perceived other countries as similar (s)?!
Were people informed about changes (c) (consider that media was not free)?!
Did people think that same dynamics were possible (p)?!
Theory would be refuted if there was not a correlation between (s·c) and p!
!
!
!
!
!
!
!
!
!
!
113. How could one test the macro-to-
micro relationship?
Test 1: Measure three variables!
Did people perceived other countries as similar (s)?!
Were people informed about changes (c) (consider that media was not free)?!
Did people think that same dynamics were possible (p)?!
Theory would be refuted if there was not a correlation between (s·c) and p!
!
Test 2: Similar test as test 1, but also measure perceptions concerning China (in
China, protests were not successful)!
!
!
!
!
!
!
!
114. How could one test the macro-to-
micro relationship?
Test 1: Measure three variables!
Did people perceived other countries as similar (s)?!
Were people informed about changes (c) (consider that media was not free)?!
Did people think that same dynamics were possible (p)?!
Theory would be refuted if there was not a correlation between (s·c) and p!
!
Test 2: Similar test as test 1, but also measure perceptions concerning China (in
China, protests were not successful)!
Thus, one would expect that people who consider the Chinese system as similar
and were informed about unsuccessful protests (s·~c) would not consider change
possible in GDR (~p).!
!
!
!
!
115. How could one test the macro-to-
micro relationship?
Test 1: Measure three variables!
Did people perceived other countries as similar (s)?!
Were people informed about changes (c) (consider that media was not free)?!
Did people think that same dynamics were possible (p)?!
Theory would be refuted if there was not a correlation between (s·c) and p!
!
Test 2: Similar test as test 1, but also measure perceptions concerning China (in
China, protests were not successful)!
Thus, one would expect that people who consider the Chinese system as similar
and were informed about unsuccessful protests (s·~c) would not consider change
possible in GDR (~p).!
!
General problem: There have been very few empirical studies in GDR. Might be
difficult to gather data but not impossible).!
!
116. How could one test the macro-to-
micro relationship?
Test 1: Measure three variables!
Did people perceived other countries as similar (s)?!
Were people informed about changes (c) (consider that media was not free)?!
Did people think that same dynamics were possible (p)?!
Theory would be refuted if there was not a correlation between (s·c) and p!
!
Test 2: Similar test as test 1, but also measure perceptions concerning China (in China,
protests were not successful)!
Thus, one would expect that people who consider the Chinese system as similar
and were informed about unsuccessful protests (s·~c) would not consider change
possible in GDR (~p).!
!
General problem: There have been very few empirical studies in GDR. Might be
difficult to gather data but not impossible).!
However, the law is general. !
Thus, it can be falsified also in alternative settings (Arab countries, experiments)
117. Step 2: Explain the theory of action
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
118. Step 2: Explain the theory of action
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
If dissatisfied citizens expect that political change is possible,
then they will participate in protest
General law
Already in 1954, !
there have been protests
119. Step 2: Explain the theory of action
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
If dissatisfied citizens expect that political change is possible,
then they will participate in protest
General law
Explanandum
of step 1
Many people in GDR inferred that political change is possible
in GDR too
Already in 1954, !
there have been protests
120. Step 2: Explain the theory of action
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
If dissatisfied citizens expect that political change is possible,
then they will participate in protest
Many people in GDR participated in political protest
General law
Explanandum
of step 1
Explanandum
Many people in GDR inferred that political change is possible
in GDR too
Already in 1954, !
there have been protests
121. Step 2: Explain the theory of action
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
If dissatisfied citizens expect that political change is possible,
then they will participate in protest
Many people in GDR participated in political protest
General law
Explanandum
of step 1
Explanandum
Why do we expect this?
Many people in GDR inferred that political change is possible
in GDR too
Already in 1954, !
there have been protests
122. Step 2: Explain the theory of action
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
If dissatisfied citizens expect that political change is possible,
then they will participate in protest
Many people in GDR participated in political protest
General law
Explanandum
of step 1
Explanandum
Why do we expect this?
This follows from the Theory of rational
action!
Individuals have preferences (i.e.,
dissatisfaction) and perceive restrictions
(chances of success)!
They choose the action alternative
(protest vs. no protest) that maximizes
their utility
Many people in GDR inferred that political change is possible
in GDR too
Already in 1954, !
there have been protests
123. Is the argument valid?
If dissatisfied citizens expect that political change is possible
(I), then they will participate in protest (O)
all I is O!
!
!
E O
I
124. Is the argument valid?
If dissatisfied citizens expect that political change is possible
(I), then they will participate in protest (O)
all I is O!
some E is I
------------------!
E O
x
I
Many people in GDR (E) inferred that political change is
possible in GDR too (I)
125. Is the argument valid?
If dissatisfied citizens expect that political change is possible
(I), then they will participate in protest (O)
Many people in GDR (E) participated in political protest (O)
all I is O!
some E is I
------------------!
some E is O
E O
x
I
Many people in GDR (E) inferred that political change is
possible in GDR too (I)
126. Is the argument valid?
If dissatisfied citizens expect that political change is possible
(I), then they will participate in protest (O)
Many people in GDR (E) participated in political protest (O)
all I* is O!
some E is I
------------------!
some E*is O*
This is valid
E O
x
I
Many people in GDR (E) inferred that political change is
possible in GDR too (I)
127. Step 3: Explain the micro-to-macro
relationship
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
128. Step 3: Explain the micro-to-macro
relationship
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
If a regime realizes that it lost control and power, then it will
resign
General law
129. Step 3: Explain the micro-to-macro
relationship
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
If a regime realizes that it lost control and power, then it will
resign
General law
Explanandum
of step 2, plus
aux. assumption
After the unstopped protests in Leipzig, the GDR regime
realized that it lost control and power
130. Step 3: Explain the micro-to-macro
relationship
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
If a regime realizes that it lost control and power, then it will
resign
The GDR regime resigned
General law
Explanandum
of step 2, plus
aux. assumption
Explanandum
After the unstopped protests in Leipzig, the GDR regime
realized that it lost control and power
131. Step 3: Explain the micro-to-macro
relationship
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
If a regime realizes that it lost control and power, then it will
resign
The GDR regime resigned
General law
Explanandum
of step 2, plus
aux. assumption
Explanandum
Why do we expect this?
After the unstopped protests in Leipzig, the GDR regime
realized that it lost control and power
132. Step 3: Explain the micro-to-macro
relationship
Political
events
Revolution
Perception of
increased
chances of
success
Participation
in protest
If a regime realizes that it lost control and power, then it will
resign
The GDR regime resigned
General law
Explanandum
of step 2, plus
aux. assumption
Explanandum
Why do we expect this?
This follows from the Theory of rational
action!
the regime might have realized that it
had lost the possibility to regain power.
The rational thing to do was to give up!
This will be very difficult to test.
Nevertheless, the law has empirical
content
After the unstopped protests in Leipzig, the GDR regime
realized that it lost control and power
133. Is the argument valid?
If a regime realized that it lost control and power (L), then it
will resign (S)
all L is S!
!
! L S
134. Is the argument valid?
If a regime realized that it lost control and power (L), then it
will resign (S)
all L is S!
h is L
------------------!
After the unstopped protests in Leipzig, the GDR regime (h)
realized that it lost control and power (L)
L Sh
135. Is the argument valid?
If a regime realized that it lost control and power (L), then it
will resign (S)
After the unstopped protests in Leipzig, the GDR regime (h)
resigned (S)
all L is S!
h is L
------------------!
h is S
After the unstopped protests in Leipzig, the GDR regime (h)
realized that it lost control and power (L)
L Sh
136. Is the argument valid?
If a regime realized that it lost control and power (L), then it
will resign (S)
After the unstopped protests in Leipzig, the GDR regime (h)
resigned (S)
all L* is S!
h is L
------------------!
h is S*
This is valid
After the unstopped protests in Leipzig, the GDR regime (h)
realized that it lost control and power (L)
L Sh
137. We have provided a valid explanation of the relationship between two macro-
level variables, using individual-level variables!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
Summary
138. We have provided a valid explanation of the relationship between two macro-
level variables, using individual-level variables!
!
In this process, we have added many new assumptions. The disadvantage is that
the theory becomes much more complex!
!
!
!
!
!
!
!
!
!
!
!
!
Summary
139. We have provided a valid explanation of the relationship between two macro-
level variables, using individual-level variables!
!
In this process, we have added many new assumptions. The disadvantage is that
the theory becomes much more complex!
!
On the other hand, the elaborated micro-theory points to many new conditions of
political revolutions. This might help explain why there are no revolutions in many
countries or why socialism could prevail for so long even though people had been
very dissatisfied!
!
!
!
!
!
!
!
Summary
140. We have provided a valid explanation of the relationship between two macro-
level variables, using individual-level variables!
!
In this process, we have added many new assumptions. The disadvantage is that
the theory becomes much more complex!
!
On the other hand, the elaborated micro-theory points to many new conditions of
political revolutions. This might help explain why there are no revolutions in many
countries or why socialism could prevail for so long even though people had been
very dissatisfied!
!
Conditions:!
!
!
!
!
!
Summary
141. We have provided a valid explanation of the relationship between two macro-
level variables, using individual-level variables!
!
In this process, we have added many new assumptions. The disadvantage is that
the theory becomes much more complex!
!
On the other hand, the elaborated micro-theory points to many new conditions of
political revolutions. This might help explain why there are no revolutions in many
countries or why socialism could prevail for so long even though people had been
very dissatisfied!
!
Conditions:!
People perceive changes in similar countries!
People infer from this perception that political change is possible!
Regime realizes that it lost control and power!
!
!
Summary
142. We have provided a valid explanation of the relationship between two macro-
level variables, using individual-level variables!
!
In this process, we have added many new assumptions. The disadvantage is that
the theory becomes much more complex!
!
On the other hand, the elaborated micro-theory points to many new conditions of
political revolutions. This might help explain why there are no revolutions in many
countries or why socialism could prevail for so long even though people had been
very dissatisfied!
!
Conditions:!
People perceive changes in similar countries!
People infer from this perception that political change is possible!
Regime realizes that it lost control and power!
!
We might now develop hypotheses about the conditions under which the
assumptions do not hold
Summary
143. Unfortunately, it is difficult to gather data about an event that happened 20 years ago.
In addition, GDR was a totalitarian state, what made it difficult for i.e., journalists to
interview people!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
How to further test the theory?
144. Unfortunately, it is difficult to gather data about an event that happened 20 years ago.
In addition, GDR was a totalitarian state, what made it difficult for i.e., journalists to
interview people!
!
Nevertheless, there are many sources of information!
!
!
!
!
!
!
!
!
!
!
!
!
!
How to further test the theory?
145. Unfortunately, it is difficult to gather data about an event that happened 20 years ago.
In addition, GDR was a totalitarian state, what made it difficult for i.e., journalists to
interview people!
!
Nevertheless, there are many sources of information!
West German TV!
Eastern German secret service!
Speeches of intellectuals at demonstration!
Newly founded newspapers in GDR!
Expert interviews (i.e., study by Opp and Gern)!
Retrospective interview methods!
!
!
!
!
!
!
!
How to further test the theory?
146. Unfortunately, it is difficult to gather data about an event that happened 20 years ago.
In addition, GDR was a totalitarian state, what made it difficult for i.e., journalists to
interview people!
!
Nevertheless, there are many sources of information!
West German TV!
Eastern German secret service!
Speeches of intellectuals at demonstration!
Newly founded newspapers in GDR!
Expert interviews (i.e., study by Opp and Gern)!
Retrospective interview methods!
!
Our explanation of the revolution in GDR is based in general statements. This makes it
possible to apply the general theory also to other settings (i.e., Arab countries, gay
movement, experimental research)!
!
!
!
How to further test the theory?
147. Unfortunately, it is difficult to gather data about an event that happened 20 years ago.
In addition, GDR was a totalitarian state, what made it difficult for i.e., journalists to
interview people!
!
Nevertheless, there are many sources of information!
West German TV!
Eastern German secret service!
Speeches of intellectuals at demonstration!
Newly founded newspapers in GDR!
Expert interviews (i.e., study by Opp and Gern)!
Retrospective interview methods!
!
Our explanation of the revolution in GDR is based in general statements. This makes it
possible to apply the general theory also to other settings (i.e., Arab countries, gay
movement, experimental research)!
!
Applying the theory to other settings allows us to test our explanation of the
revolution in GDR.
How to further test the theory?
149. What are criteria for a good theoretical basis for developing policy advice!
!
The most important criterion is that you have a valid reasoning: !
!
You have an adequate explanation (according to the adequacy conditions) of
how the expected effects of the proposed policy logically follow from an
explicitly formulated theory (law + condition)
Summary (1)
150. Learn what are the steps in coming from theory to advice!
!
Step 1: Find related phenomena to explain!
!
Step 2: Develop valid explanations for these phenomena!
!
Step 3: Derive from the theory that you use to explain the phenomena, why the
proposed policy advice should have the proposed effects (valid reasoning)
Summary (2)
151. Learn what are the problems of applying theories to real life problems!
!
The most important problem is that you overlook implicit ceteris paribus
assumptions in your reasoning that turn out to not be true!
!
One way to address this problem is that you try to develop deeper explanations
that specify under which conditions certain premises apply and when they do not
apply
Summary (3)
153. Questions will be formulated in English. You can still answer in Dutch!
!
!
!
!
!
!
!
!
!
!
!
Rules
154. Questions will be formulated in English. You can still answer in Dutch!
No additional material is allowed!
!
!
!
!
!
!
!
!
!
!
Rules
155. Questions will be formulated in English. You can still answer in Dutch!
No additional material is allowed!
Exam consists of essay questions, possibly some multiple choice questions, and
several technical questions where you will have to demonstrate something using
logical tools!
!
!
!
!
!
!
!
Rules
156. Questions will be formulated in English. You can still answer in Dutch!
No additional material is allowed!
Exam consists of essay questions, possibly some multiple choice questions, and
several technical questions where you will have to demonstrate something using
logical tools!
Read questions carefully!
!
!
!
!
!
!
Rules
157. Questions will be formulated in English. You can still answer in Dutch!
No additional material is allowed!
Exam consists of essay questions, possibly some multiple choice questions, and
several technical questions where you will have to demonstrate something using
logical tools!
Read questions carefully!
Weight of the questions will be given. Focus on important questions!
!
!
!
!
!
Rules
158. Questions will be formulated in English. You can still answer in Dutch!
No additional material is allowed!
Exam consists of essay questions, possibly some multiple choice questions, and
several technical questions where you will have to demonstrate something using
logical tools!
Read questions carefully!
Weight of the questions will be given. Focus on important questions!
Do not panic. The exam is designed in such a way that one can get grade 10.
Hence, there must be a few very difficult questions.!
!
!
!
Rules
159. Questions will be formulated in English. You can still answer in Dutch!
No additional material is allowed!
Exam consists of essay questions, possibly some multiple choice questions, and
several technical questions where you will have to demonstrate something using
logical tools!
Read questions carefully!
Weight of the questions will be given. Focus on important questions!
Do not panic. The exam is designed in such a way that one can get grade 10.
Hence, there must be a few very difficult questions.!
You need to have 55% of the maximum number of points to pass (60%)!
!
!
Rules
160. Questions will be formulated in English. You can still answer in Dutch!
No additional material is allowed!
Exam consists of essay questions, possibly some multiple choice questions, and
several technical questions where you will have to demonstrate something using
logical tools!
Read questions carefully!
Weight of the questions will be given. Focus on important questions!
Do not panic. The exam is designed in such a way that one can get grade 10.
Hence, there must be a few very difficult questions.!
You need to have 55% of the maximum number of points to pass (60%)!
Everything below 6 is failed!
!
Rules
161. Questions will be formulated in English. You can still answer in Dutch!
No additional material is allowed!
Exam consists of essay questions, possibly some multiple choice questions, and
several technical questions where you will have to demonstrate something using
logical tools!
Read questions carefully!
Weight of the questions will be given. Focus on important questions!
Do not panic. The exam is designed in such a way that one can get grade 10.
Hence, there must be a few very difficult questions.!
You need to have 55% of the maximum number of points to pass (60%)!
Everything below 6 is failed!
!
Good luck!
Rules