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The mosaic of causal theory*
Federica Russo
Philosophy | Humanities | Amsterdam
russofederica.wordpress.com | @federicarusso
*Joint work with Phyllis Illari
Overview
Approaches to causality
Conceptual analysis, analysis of scientific practice
Causal pluralism
A plurality of pluralism
Fragmenting causal theory
How to build a causal mosaic
2
APPROACHES TO CAUSALITY
3
Conceptual analysis
What explicates the concept of ‘causality’
What makes causal claims true
What is causality, metaphysically
4
How good are intuitions?
Exploit everyday intuitions to draw conclusions about the
metaphysics of causation from everyday or toy examples
Examples
The ‘Billy and Suzy’ episodes
The assassins
…
Some conclusions
There are two concepts of cause: production and dependence
Counterfactual accounts are seriously flawed
…
5
Analysis of scientific practice
Growing
CitS / PSP / PI
Philosophical questions about causation (and other topics) are motivated by
methodological and practical problems in real science
Start from scientific practice to bottom up philosophy
Partly descriptive and partly normative
Examples
Causal assessment in medicine
Causal reasoning in quantitative social science
…
Some conclusions
Causal assessment has two evidential components: mechanisms and difference-
making
‘Variation’ (rather than regularity) guides causal reasoning
…
6
CAUSAL PLURALISM
7
Making sense of
a vast intellectual enterprise
Philosophical theorising about causes
Long history, ups and downs, harsh criticisms, dominant views, etc
Expansion of philosophical theorising about causes
Beyond physics, attention to the special sciences, and medicine
Attention for questions about use, besides traditional metaphysics,
epistemology, and semantics
8
How many concepts? Many!
Causality
Polysemic, thick concept
Causal verbs
Pulling, pushing, binding, …
Causal methods
Tracking what varies with what
Understanding what produces what, and how, and when
Different sources of evidence
Evidence of difference making, of production
…
9
10
Causal pluralism:
causality cannot be reduced to one single concept
but has to be analysed using several concepts
PLURALITY OF PLURALISMS
11
Types of causing
Anscombian pluralism: pulling, pushing, binding, …
Aristotelian causes
Concepts of causation
Hall: Dependence vs production
Types of inferences
Inferential bases, inferential targets.
Epistemic causality
Sources of evidence
Difference-making and mechanisms
Methods for causal inference
Quantitative, qualitative, observational, experimental, …
12
FRAGMENTING CAUSAL THEORY
13
5 philosophical questions
Metaphysics
What is causality? What kind of things
are causes and effects?
Semantics
What does it mean that C causes E?
Epistemology
What notions guide causal reasoning?
How can we use C to explain E?
Methodology
How to establish whether C causes E?
Or how much of C causes E?
Use
What to do once we know that C
causes E?
5 scientific problems
Inference
Does C cause E? To what extent?
Prediction
What to expect if C does (not) cause
E?
Explanation
How does C cause or prevent E?
Control
What factors to hold fixed to study the
relation between C and E?
Reasoning
What considerations enter in
establishing whether / how / to what
extent C causes E?
14
Use
Epistemology
Metaphysics Methodology
Semantics
15
THE CAUSAL MOSAIC
16
Inference, Prediction, Explanation,
Control, Reasoning
Causal Mosaic
Metaphysics, Semantics,
Epistemology, Methodology, Use
Necessary
and
sufficient Levels
Evidence
Probabilistic
causality
Counterfact
uals
Manipulatio
n
Invariance
Exogeneity
Simpson’s
Paradox
Process
Mechanism
Information
Dispositions
Regularity
Variation
Action
Inference
Validity
Truth
17
Unifying the fragments
into the ‘causal mosaic’
A (causal) mosaic is picture made of tiles
Each fragment has a role that
Is determined by the scientific challenge / philosophical question it
addresses
Stands in a relation with neighboring concepts
The causal mosaic is dynamic, partly depends on scientists’ /
philosophers’ perspectives
18
PHILOSOPHICAL METHODOLOGY
AND PHILOSOPHY OF CAUSALITY
19
The philosophical consequences of
causal pluralism
Use of examples and counterexamples
No winning concepts
Building networks of concepts
20
Accounts of causality Counterexamples
Scope Relevant questions How many Found in the literature
All possible worlds. What does causation
logically mean?
One logically possible
example.
Witches casting spells;
Angels protecting glasses.
Worlds close to the actual
world.
What is causation
metaphysically?
One metaphysically possible
example.
World with reverse
temporal direction;
Salmon’s moving spot of
light.
This world. What is causation in this
world?
One or more real examples. Kinetic theory of gases /
quantum mechanics; Billy
and Suzy / bombing the
enemy town.
Some region in this world. What is causation in
biochemistry, or physics?
A few real examples in the
relevant domain.
Causality in protein
synthesis mechanisms.
Some region of this world at
some time.
What kind of causal
explanation can we give of
the economic crisis in 1929?
Can we give the same kind
of explanation of the
economic crisis now?
A few real examples in the
relevant domain at the
relevant time; Typical not
skewed examples.
Causality in the discovery of
protein synthesis. Causality
in systems biological
approaches to protein
synthesis.
21
TO SUM UP AND CONCLUDE
22
Pluralisms
Philosophical investigation of causality has at least two
main traditions
Conceptual analysis
Analysis of scientific practice
Analyses of scientific practices report a plurality of
pluralisms
In the methods, concepts, meanings, sources of evidence, …
Can we make (philosophical) sense of such pluralism?
23
Liberalising philosophy of causality
Encompassing different questions, methods,
approaches
Beyond causality, relevant for neighbouring debates
24
25

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The mosaic of causal theory

  • 1. The mosaic of causal theory* Federica Russo Philosophy | Humanities | Amsterdam russofederica.wordpress.com | @federicarusso *Joint work with Phyllis Illari
  • 2. Overview Approaches to causality Conceptual analysis, analysis of scientific practice Causal pluralism A plurality of pluralism Fragmenting causal theory How to build a causal mosaic 2
  • 4. Conceptual analysis What explicates the concept of ‘causality’ What makes causal claims true What is causality, metaphysically 4
  • 5. How good are intuitions? Exploit everyday intuitions to draw conclusions about the metaphysics of causation from everyday or toy examples Examples The ‘Billy and Suzy’ episodes The assassins … Some conclusions There are two concepts of cause: production and dependence Counterfactual accounts are seriously flawed … 5
  • 6. Analysis of scientific practice Growing CitS / PSP / PI Philosophical questions about causation (and other topics) are motivated by methodological and practical problems in real science Start from scientific practice to bottom up philosophy Partly descriptive and partly normative Examples Causal assessment in medicine Causal reasoning in quantitative social science … Some conclusions Causal assessment has two evidential components: mechanisms and difference- making ‘Variation’ (rather than regularity) guides causal reasoning … 6
  • 8. Making sense of a vast intellectual enterprise Philosophical theorising about causes Long history, ups and downs, harsh criticisms, dominant views, etc Expansion of philosophical theorising about causes Beyond physics, attention to the special sciences, and medicine Attention for questions about use, besides traditional metaphysics, epistemology, and semantics 8
  • 9. How many concepts? Many! Causality Polysemic, thick concept Causal verbs Pulling, pushing, binding, … Causal methods Tracking what varies with what Understanding what produces what, and how, and when Different sources of evidence Evidence of difference making, of production … 9
  • 10. 10 Causal pluralism: causality cannot be reduced to one single concept but has to be analysed using several concepts
  • 12. Types of causing Anscombian pluralism: pulling, pushing, binding, … Aristotelian causes Concepts of causation Hall: Dependence vs production Types of inferences Inferential bases, inferential targets. Epistemic causality Sources of evidence Difference-making and mechanisms Methods for causal inference Quantitative, qualitative, observational, experimental, … 12
  • 14. 5 philosophical questions Metaphysics What is causality? What kind of things are causes and effects? Semantics What does it mean that C causes E? Epistemology What notions guide causal reasoning? How can we use C to explain E? Methodology How to establish whether C causes E? Or how much of C causes E? Use What to do once we know that C causes E? 5 scientific problems Inference Does C cause E? To what extent? Prediction What to expect if C does (not) cause E? Explanation How does C cause or prevent E? Control What factors to hold fixed to study the relation between C and E? Reasoning What considerations enter in establishing whether / how / to what extent C causes E? 14
  • 17. Inference, Prediction, Explanation, Control, Reasoning Causal Mosaic Metaphysics, Semantics, Epistemology, Methodology, Use Necessary and sufficient Levels Evidence Probabilistic causality Counterfact uals Manipulatio n Invariance Exogeneity Simpson’s Paradox Process Mechanism Information Dispositions Regularity Variation Action Inference Validity Truth 17
  • 18. Unifying the fragments into the ‘causal mosaic’ A (causal) mosaic is picture made of tiles Each fragment has a role that Is determined by the scientific challenge / philosophical question it addresses Stands in a relation with neighboring concepts The causal mosaic is dynamic, partly depends on scientists’ / philosophers’ perspectives 18
  • 20. The philosophical consequences of causal pluralism Use of examples and counterexamples No winning concepts Building networks of concepts 20
  • 21. Accounts of causality Counterexamples Scope Relevant questions How many Found in the literature All possible worlds. What does causation logically mean? One logically possible example. Witches casting spells; Angels protecting glasses. Worlds close to the actual world. What is causation metaphysically? One metaphysically possible example. World with reverse temporal direction; Salmon’s moving spot of light. This world. What is causation in this world? One or more real examples. Kinetic theory of gases / quantum mechanics; Billy and Suzy / bombing the enemy town. Some region in this world. What is causation in biochemistry, or physics? A few real examples in the relevant domain. Causality in protein synthesis mechanisms. Some region of this world at some time. What kind of causal explanation can we give of the economic crisis in 1929? Can we give the same kind of explanation of the economic crisis now? A few real examples in the relevant domain at the relevant time; Typical not skewed examples. Causality in the discovery of protein synthesis. Causality in systems biological approaches to protein synthesis. 21
  • 22. TO SUM UP AND CONCLUDE 22
  • 23. Pluralisms Philosophical investigation of causality has at least two main traditions Conceptual analysis Analysis of scientific practice Analyses of scientific practices report a plurality of pluralisms In the methods, concepts, meanings, sources of evidence, … Can we make (philosophical) sense of such pluralism? 23
  • 24. Liberalising philosophy of causality Encompassing different questions, methods, approaches Beyond causality, relevant for neighbouring debates 24
  • 25. 25