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Digital Research Methodologies Redux
Stephen Downes
May 23, 2014
Caveats
• This is a report, not a
prescription
• I’m not arguing – at best, I’m
explaining, but not in the
sense that you can generalize
from that
The traditional view
The steps of the scientific
method are to:
• Ask a Question
• Do Background Research
• Construct a Hypothesis
• Test Your Hypothesis by Doing an Experiment
• Analyze Your Data and Draw a Conclusion
• Communicate Your Results
Via Science Buddies
http://www.sciencebuddies.org/science-fair-
projects/project_scientific_method.shtml
See also: http://philosophy.hku.hk/think/sci/hd.php
Research Methods
This model is pretty much the
core of most research mothods
• Design Research
• Observational Research
• Qualitative Research / Grounded Theory
http://depts.washington.edu/rural/RURAL/design/sci
method.html
http://www.public.asu.edu/~kroel/www500/Observ
ation.pdf
http://www.edu.plymouth.ac.uk/resined/qualitative
%20methods%202/qualrshm.htm
http://www.methods.manchester.ac.uk/events/what
is/gt.pdf
HD-Method
This model is known as the
Hypothetico-Deductive Method
• cf. mid-1800s
• Updated by Carl Hempel as the
Deductive-Nomological Model
• “Inference to the Best Explanation”
http://en.wikipedia.org/wiki/Hypothetico-
deductive_model
https://en.wikipedia.org/wiki/Deductive-
nomological_model
Hempel
I am an Empiricist
• Observation and experience
are the foundation of
knowledge
• There is no ‘synthetic a
priori’
Hume
“Hume maintained that all knowledge, even
the most basic beliefs about the natural world,
cannot be conclusively established by reason.
Rather, he maintained, our beliefs are more a
result of accumulated habits, developed in
response to accumulated sense experiences.”
http://en.wikipedia.org/wiki/Empiricism
People Falling Into
Holes
• https://www.youtube.com/watch?v=YABCazKQpfI
• https://www.youtube.com/watch?v=MmqhqjRLeNQ
• https://www.youtube.com/watch?v=s1C6q42AfqY
My science is not based on believing there are no holes. On
the contrary, my science is based on the realization that
there’s always the possibility that the earth will open and
swallow you up.
Two Dogmas of
Empiricism
• that there is a principled
distinction between analytic
and synthetic propositions
• that reductionism is true
http://www2.drury.edu/cpan
za/quinereview.html
My take: If this is the case, you
cannot even state a theory,
much less find one
Quine
The Fallacy of Theory
• Elusive Truth – what distinguishes
sense from nonsense?
• Theory-laden data – you see what
you expect to see (gorilla video)
• Incommensurability and
paradigms
• Empty consensus replacing
rationality and truth
Scientific Method in Brief
Hugh G., Hugh G Gauch, Jr., pp. 53-66
Research Methods…
Research methods, in a certain
sense, presuppose their own
conclusions: they are silent on
complex questions, for example,
whether certain software ought to
be developed, which options ought
users to be given, what subjects
ought learners be taught to learn?
Against Method
“Against Method explicitly drew
the “epistemological anarchist”
conclusion that there are no useful
and exceptionless methodological
rules governing the progress of
science or the growth of
knowledge. The history of science
is so complex that if we insist on a
general methodology which will
not inhibit progress the only ‘rule’
it will contain will be the useless
suggestion: ‘anything goes’.”
http://plato.stanford.edu/entries/feyerabend/ Feyerabend
Voltaire’s Bastards
• Voltaire (and contemporaries) –
thought (correctly) that reason was
the best defense against arbitrary
political and religious authority
• However, "Among the illusions which
have invested our civilization is an
absolute belief that the solutions to
our problems must be a more
determined application of rationally
organized expertise. The reality is that
our problems are largely the product
of that application."
http://www.scottlondon.com/reviews/saul.html
Dimensions of Change
• Design is no longer based on
research
– Because the theory that will be
‘observed’ is presupposed in
the theory
• Users are no longer ‘subjects’
– Because casting myself in the
role of ‘expert’ renders
illegitimate the valid
experiences of others
Wittgenstein: meaning is use
Research-Led Design
• Winter: “I had always assumed
that case studies, literature
reviews, and ethnographic
research were necessary
precursors to every well-informed
design project I did.”
• Vs. Design-Led Research
http://transdesign.parsons.edu/wp
-content/uploads/2011/04/DLR-
Research-Methods-01.png
Design-Led Research
Liz Sanders http://www.dubberly.com/articles/an-evolving-map-of-design-
practice-and-design-research.html
Liz Sanders http://www.dubberly.com/articles/an-evolving-map-of-design-
practice-and-design-research.html
Design-Led Research
Liz Sanders http://www.dubberly.com/articles/an-evolving-map-of-design-
practice-and-design-research.html
Design-Led Research
Situated Maketools
• They situated the study at the
workplace
• Then grounded the designing
in the workersʼ explanations
• And scaffolded the designing,
i.e. used temporary stuff
Salu Ylirisku
http://designresearch.fi/blogs/uid10/wp-
content/uploads/2010/11/frame_it_simple
_handouts.pdf
Situating as Framing
• To ‘situate’ is to theorize,
only with a smaller
universe of discourse
• Lakoff – ‘Framing’
Lakoff
Beyond Theory
• Design without
theory is discovery
• (And I recognize
that I am able to
sample only the
edge of a complex
landscape)
Reading the World
• I don’t see the world as neat
and ordered, like logic and
mathematics – I see it as
messy and complex, like a
language
“We see the future in the same way
that we see the past, by reading the
signs”
Wittgenstein: Meaning is Use
Method as Literacy
What we call ‘theory’ is
just one aspect of world
literacy, and not even the
most important one
http://www.downes.ca/presentation/233
A frame for understanding new media
Morris, Derrida and a little Lao Tzu
Syntax Cognition
Semantics Context
Pragmatics Change
We need this frame because (as Jukes said) if we aren’t
looking for these things, we just won’t see them.
Theories / Syntax
Forms: archetypes? Platonic ideals?
Rules: grammar = logical syntax
Operations: procedures, motor skills
Patterns: regularities, substitutivity (eggcorns, tropes)
Similarities: Tversky - properties, etc
Not just rules and grammar
Semantics
- Sense and reference (connotation and denotation)
- Interpretation (Eg. In probability, Carnap - logical space;
Reichenbach - frequency; Ramsey - wagering / strength of belief)
- Forms of association: Hebbian, contiguity, back-prop, Boltzmann
- Decisions and decision theory: voting / consensus / emergence
theories of truth /
meaning / purpose /
goal
http://www.cs.cmu.edu/~tom7/csnotes/fall02/semantics.gif
Pragmatics
• Speech acts (J.L. Austin, Searle) assertives, directives,
commissives, expressives, declarations (but also - harmful acts,
harassment, etc)
• Interrogation (Heidegger) and presupposition
• Meaning (Wittgenstein - meaning is use)
use, actions, impact
Cognition
• description - X (definite description, allegory, metaphor)
• definition - X is Y (ostensive, lexical, logical (necess. & suff conds), family
resemblance - but also, identity, personal identity, etc
• argument - X therefore Y - inductive, deductive, abductive (but also:
modal, probability (Bayesian), deontic (obligations), doxastic (belief), etc.)
• explanation - X because of Y (causal, statistical, chaotic/emergent)
reasoning, inference and explanation
http://www.mkbergman.com/category/description-logics/
Context
- explanation (Hanson, van Fraassen, Heidegger)
- meaning (Quine); tense - range of possibilities
- vocabulary (Derrida); ontologies, logical space
- Frames (Lakoff) and worldviews
placement, environment
http://www.occasionbasedmarketing.com/what-it-is
Change
- relation and connection: I Ching, logical relation
- flow: Hegel - historicity, directionality; McLuhan - 4 things
- progression / logic -- games, for example: quiz&points, branch-
and-tree, database
- scheduling - timetabling - events; activity theory / LaaN
21st Century Science
Languages
The ‘skills’ described by Jenkins –
performance, simulation, appropriation, etc -
are actually languages and should be
understood in terms of these six dimensions
http://spotlight.macfound.org/btr/entry/new_media_literacies/
Discovery
• You don’t learn a language,
you discover it
• To discover a language is to be
immersed in it, to speak it and
listen to people speaking in it
• My scientific method (if it can
be called that) is to go to the
office each day and immerse
myself in the world – to try
listening, and to try speaking
I am the universe of
discourse
I’m not trying to
theorize, I’m just trying
to do
• The ‘theory’ (not
properly-co-called)
emerges from the
interactions between
myself and my
colleagues
The Disunity of the
Sciences
http://www.downes.ca

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Digital Research Methodologies

  • 1. Digital Research Methodologies Redux Stephen Downes May 23, 2014
  • 2. Caveats • This is a report, not a prescription • I’m not arguing – at best, I’m explaining, but not in the sense that you can generalize from that
  • 3. The traditional view The steps of the scientific method are to: • Ask a Question • Do Background Research • Construct a Hypothesis • Test Your Hypothesis by Doing an Experiment • Analyze Your Data and Draw a Conclusion • Communicate Your Results Via Science Buddies http://www.sciencebuddies.org/science-fair- projects/project_scientific_method.shtml See also: http://philosophy.hku.hk/think/sci/hd.php
  • 4. Research Methods This model is pretty much the core of most research mothods • Design Research • Observational Research • Qualitative Research / Grounded Theory http://depts.washington.edu/rural/RURAL/design/sci method.html http://www.public.asu.edu/~kroel/www500/Observ ation.pdf http://www.edu.plymouth.ac.uk/resined/qualitative %20methods%202/qualrshm.htm http://www.methods.manchester.ac.uk/events/what is/gt.pdf
  • 5. HD-Method This model is known as the Hypothetico-Deductive Method • cf. mid-1800s • Updated by Carl Hempel as the Deductive-Nomological Model • “Inference to the Best Explanation” http://en.wikipedia.org/wiki/Hypothetico- deductive_model https://en.wikipedia.org/wiki/Deductive- nomological_model Hempel
  • 6. I am an Empiricist • Observation and experience are the foundation of knowledge • There is no ‘synthetic a priori’ Hume “Hume maintained that all knowledge, even the most basic beliefs about the natural world, cannot be conclusively established by reason. Rather, he maintained, our beliefs are more a result of accumulated habits, developed in response to accumulated sense experiences.” http://en.wikipedia.org/wiki/Empiricism
  • 7. People Falling Into Holes • https://www.youtube.com/watch?v=YABCazKQpfI • https://www.youtube.com/watch?v=MmqhqjRLeNQ • https://www.youtube.com/watch?v=s1C6q42AfqY My science is not based on believing there are no holes. On the contrary, my science is based on the realization that there’s always the possibility that the earth will open and swallow you up.
  • 8. Two Dogmas of Empiricism • that there is a principled distinction between analytic and synthetic propositions • that reductionism is true http://www2.drury.edu/cpan za/quinereview.html My take: If this is the case, you cannot even state a theory, much less find one Quine
  • 9. The Fallacy of Theory • Elusive Truth – what distinguishes sense from nonsense? • Theory-laden data – you see what you expect to see (gorilla video) • Incommensurability and paradigms • Empty consensus replacing rationality and truth Scientific Method in Brief Hugh G., Hugh G Gauch, Jr., pp. 53-66
  • 10. Research Methods… Research methods, in a certain sense, presuppose their own conclusions: they are silent on complex questions, for example, whether certain software ought to be developed, which options ought users to be given, what subjects ought learners be taught to learn?
  • 11. Against Method “Against Method explicitly drew the “epistemological anarchist” conclusion that there are no useful and exceptionless methodological rules governing the progress of science or the growth of knowledge. The history of science is so complex that if we insist on a general methodology which will not inhibit progress the only ‘rule’ it will contain will be the useless suggestion: ‘anything goes’.” http://plato.stanford.edu/entries/feyerabend/ Feyerabend
  • 12. Voltaire’s Bastards • Voltaire (and contemporaries) – thought (correctly) that reason was the best defense against arbitrary political and religious authority • However, "Among the illusions which have invested our civilization is an absolute belief that the solutions to our problems must be a more determined application of rationally organized expertise. The reality is that our problems are largely the product of that application." http://www.scottlondon.com/reviews/saul.html
  • 13. Dimensions of Change • Design is no longer based on research – Because the theory that will be ‘observed’ is presupposed in the theory • Users are no longer ‘subjects’ – Because casting myself in the role of ‘expert’ renders illegitimate the valid experiences of others Wittgenstein: meaning is use
  • 14. Research-Led Design • Winter: “I had always assumed that case studies, literature reviews, and ethnographic research were necessary precursors to every well-informed design project I did.” • Vs. Design-Led Research http://transdesign.parsons.edu/wp -content/uploads/2011/04/DLR- Research-Methods-01.png
  • 15. Design-Led Research Liz Sanders http://www.dubberly.com/articles/an-evolving-map-of-design- practice-and-design-research.html
  • 18. Situated Maketools • They situated the study at the workplace • Then grounded the designing in the workersʼ explanations • And scaffolded the designing, i.e. used temporary stuff Salu Ylirisku http://designresearch.fi/blogs/uid10/wp- content/uploads/2010/11/frame_it_simple _handouts.pdf
  • 19. Situating as Framing • To ‘situate’ is to theorize, only with a smaller universe of discourse • Lakoff – ‘Framing’ Lakoff
  • 20. Beyond Theory • Design without theory is discovery • (And I recognize that I am able to sample only the edge of a complex landscape)
  • 21. Reading the World • I don’t see the world as neat and ordered, like logic and mathematics – I see it as messy and complex, like a language “We see the future in the same way that we see the past, by reading the signs” Wittgenstein: Meaning is Use
  • 22. Method as Literacy What we call ‘theory’ is just one aspect of world literacy, and not even the most important one http://www.downes.ca/presentation/233
  • 23. A frame for understanding new media Morris, Derrida and a little Lao Tzu Syntax Cognition Semantics Context Pragmatics Change We need this frame because (as Jukes said) if we aren’t looking for these things, we just won’t see them.
  • 24. Theories / Syntax Forms: archetypes? Platonic ideals? Rules: grammar = logical syntax Operations: procedures, motor skills Patterns: regularities, substitutivity (eggcorns, tropes) Similarities: Tversky - properties, etc Not just rules and grammar
  • 25. Semantics - Sense and reference (connotation and denotation) - Interpretation (Eg. In probability, Carnap - logical space; Reichenbach - frequency; Ramsey - wagering / strength of belief) - Forms of association: Hebbian, contiguity, back-prop, Boltzmann - Decisions and decision theory: voting / consensus / emergence theories of truth / meaning / purpose / goal http://www.cs.cmu.edu/~tom7/csnotes/fall02/semantics.gif
  • 26. Pragmatics • Speech acts (J.L. Austin, Searle) assertives, directives, commissives, expressives, declarations (but also - harmful acts, harassment, etc) • Interrogation (Heidegger) and presupposition • Meaning (Wittgenstein - meaning is use) use, actions, impact
  • 27. Cognition • description - X (definite description, allegory, metaphor) • definition - X is Y (ostensive, lexical, logical (necess. & suff conds), family resemblance - but also, identity, personal identity, etc • argument - X therefore Y - inductive, deductive, abductive (but also: modal, probability (Bayesian), deontic (obligations), doxastic (belief), etc.) • explanation - X because of Y (causal, statistical, chaotic/emergent) reasoning, inference and explanation http://www.mkbergman.com/category/description-logics/
  • 28. Context - explanation (Hanson, van Fraassen, Heidegger) - meaning (Quine); tense - range of possibilities - vocabulary (Derrida); ontologies, logical space - Frames (Lakoff) and worldviews placement, environment http://www.occasionbasedmarketing.com/what-it-is
  • 29. Change - relation and connection: I Ching, logical relation - flow: Hegel - historicity, directionality; McLuhan - 4 things - progression / logic -- games, for example: quiz&points, branch- and-tree, database - scheduling - timetabling - events; activity theory / LaaN
  • 30. 21st Century Science Languages The ‘skills’ described by Jenkins – performance, simulation, appropriation, etc - are actually languages and should be understood in terms of these six dimensions http://spotlight.macfound.org/btr/entry/new_media_literacies/
  • 31. Discovery • You don’t learn a language, you discover it • To discover a language is to be immersed in it, to speak it and listen to people speaking in it • My scientific method (if it can be called that) is to go to the office each day and immerse myself in the world – to try listening, and to try speaking
  • 32. I am the universe of discourse
  • 33. I’m not trying to theorize, I’m just trying to do
  • 34. • The ‘theory’ (not properly-co-called) emerges from the interactions between myself and my colleagues
  • 35. The Disunity of the Sciences