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Research 
Logics 1 
The Wheel of Science 
Interpretive Sensemaking 
Research 
Logics 2
Research 
Logics 1 
The Wheel of Science 
(A glossed pictorial overview of a 
common/traditional research paradigm 
aligned with a functionalist or positivist 
approach and based on the scientific 
method)
Wallace’s Wheel of Science 
Logical Deduction 
Creative Leaps 
Statistical or Verbal Measurement 
Summarization 
Observations 
Empirical Generalizations 
Theories 
Hypothesis 
Slides compliments of Lori Kendall, University of Illinois at Urbana Champaign. Originally adapted from Adler and Clark, How It’s 
Done, Wadsworth 2003, adapted from Walter Wallace The Logic of Science in Sociology, Aldine 1971.
INDUCTIVE LOGIC DEDUCTIVE LOGIC 
Logical Deduction 
Creative Leaps 
Empirical Generalizations 
Statistical or Verbal Measurement 
Summarization 
Theories 
Hypothesis 
Wallace’s Wheel of Science 
Observations 
Slides compliments of Lori Kendall, University of Illinois at Urbana Champaign. Originally adapted from Adler and Clark, How It’s 
Done, Wadsworth 2003, adapted from Walter Wallace The Logic of Science in Sociology, Aldine 1971.
Deductive Research: Hypothesis Testing 
Logical Deduction 
Creative Leaps 
Empirical Generalizations 
Statistical or Verbal Measurement 
Summarization 
Theories 
Hypothesis 
Observations 
Slides compliments of Lori Kendall, University of Illinois at Urbana Champaign. Originally adapted from Adler and Clark, How It’s 
Done, Wadsworth 2003, adapted from Walter Wallace The Logic of Science in Sociology, Aldine 1971.
Inductive Research: Simplified View 
Logical Deduction 
Creative Leaps 
Empirical Generalizations 
Statistical or Verbal Measurement 
Summarization 
Theories 
Hypothesis 
Observations 
Slides compliments of Lori Kendall, University of Illinois at Urbana Champaign. Originally adapted from Adler and Clark, How It’s 
Done, Wadsworth 2003, adapted from Walter Wallace The Logic of Science in Sociology, Aldine 1971.
Inductive Research: Retroduction and Reflexivity 
Logical Deduction 
Creative Leaps 
Empirical Generalizations 
Statistical or Verbal Measurement 
Summarization 
Theories 
Hypothesis 
Sensitizing 
Concepts 
Observations 
Slides compliments of Lori Kendall, University of Illinois at Urbana Champaign. Originally adapted from Adler and Clark, How It’s 
Done, Wadsworth 2003, adapted from Walter Wallace The Logic of Science in Sociology, Aldine 1971.
Inductive Research: Theoretical Sampling 
Sta1s1cal or Verbal 
Summariza1on 
Theories 
Crea1ve Leaps 
Observa1ons 
Empirical Generaliza1ons 
Sensitizing 
Concepts 
Sampling 
Slides compliments of Lori Kendall, University of Illinois at Urbana Champaign. Originally adapted from Adler and Clark, How It’s 
Done, Wadsworth 2003, adapted from Walter Wallace The Logic of Science in Sociology, Aldine 1971.
Logical Deduction 
Creative Leaps 
Statistical or Verbal Measurement 
Summarization 
Observations 
Empirical Generaliza1ons 
Theories 
Hypothesis 
Wallace’s Wheel of Science 
Sensitizing 
Concepts 
Slides compliments of Lori Kendall, University of Illinois at Urbana Champaign. Originally adapted from Adler and Clark, How It’s 
Done, Wadsworth 2003, adapted from Walter Wallace The Logic of Science in Sociology, Aldine 1971.
Research 
Logics 2 (A glossed pictorial overview of an 
Interpretive Sensemaking 
interpretive research logic, which 
demonstrates an inductive, emergent, and 
generative attitude toward inquiry)
What are my 
fundamental premises? 
Reality is out there 
already, to be 
discovered 
The world is best 
known through 
scientific 
methods 
Reality is a social 
construction 
We can only 
understand the 
world through 
experience 
There are things in the 
world that are wrong 
and need to be fixed 
Meanings are 
rhizomatic 
The world tends toward 
social order 
Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of 
Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.
Semiotics 
Symbolic 
interactionism 
Social 
Constructionism 
Performance Theory 
sensemaking 
Communication as 
Ritual 
Femimism 
Actor Network Theory 
Structuration 
What are my theoretical 
inspirations? 
Object of inquiry 
How do I tend to think 
about or study the world 
around me? 
Post-humanism Etc., etc. 
Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of 
Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.
Grounded Theory 
Case Study 
Ethnography 
What sort of 
methodological 
Object of 
inquiry 
approach do I tend to 
use? 
Phenomenology 
Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of 
Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.
What are we choosing as 
the point of analysis? 
Why do it? What is 
our goal? 
How are we cutting 
into the topic? 
Where are we? What is our 
standpoint? Where are we 
starting from? To go where? 
When are we doing 
research? 
Who are the relevant 
actors/participants, 
beyond the obvious 
(human and non human)? 
How am I 
Object of 
inquiry 
Analysis? 
‘cutting into’ the 
phenomenon? 
Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of 
Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.
Test hypotheses 
through experiments Design interventions 
Object of 
inquiry 
Analysis? 
Situate into the culture 
Participate and 
observe 
Document rituals, 
rites, relations 
Follow the Plot, 
Story, or Allegory 
Follow the 
metaphor 
Follow the 
Thing 
Follow the 
meme 
What are some 
of my tools or 
attitudes for 
‘collecting’ 
information? 
Follow the 
movements 
Follow the 
intersections 
Follow the 
…etc., etc. 
Find and follow 
patterns 
and test results 
Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of 
Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.
Contrived Discourse 
(interviews, focus groups) 
What stuff am 
Object of 
inquiry 
Analysis? 
I actually 
analyzing? 
Naturally occurring 
discourse 
Actions or 
evidence of 
actions. Behaviors. 
Absence. Silence. 
Deletions. 
Traces of 
presence or 
movement. 
Cultural/Social 
Outcomes 
Structures, 
Meaning, Norms, 
Institutions 
Objects, Things 
Technologies 
Sensemaking or 
evidence of 
sensemaking 
Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of 
Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.
Object of 
inquiry 
Analysis? 
Discourse analysis 
Conversation 
Analysis 
Linguistic 
Analysis 
Metaphor Analysis 
Narrative Analysis 
Visual 
Analysis 
With what 
analytical 
tools? 
…and other forms of coding, 
categorizing or otherwise 
making sense of materials 
Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of 
Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.
To Describe 
To Understand 
To Explain 
To Predict 
To Control 
To Critique 
To Publish 
To Prove Yourself 
To get a grade 
To get noticed 
To tell the story 
To give account 
To build theory 
To fix some 
problem in 
society 
Object of 
Why? 
Analysis? 
inquiry 
Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of 
Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.

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Research Logics: A pictorial overview of two perspectives

  • 1. Research Logics 1 The Wheel of Science Interpretive Sensemaking Research Logics 2
  • 2. Research Logics 1 The Wheel of Science (A glossed pictorial overview of a common/traditional research paradigm aligned with a functionalist or positivist approach and based on the scientific method)
  • 3. Wallace’s Wheel of Science Logical Deduction Creative Leaps Statistical or Verbal Measurement Summarization Observations Empirical Generalizations Theories Hypothesis Slides compliments of Lori Kendall, University of Illinois at Urbana Champaign. Originally adapted from Adler and Clark, How It’s Done, Wadsworth 2003, adapted from Walter Wallace The Logic of Science in Sociology, Aldine 1971.
  • 4. INDUCTIVE LOGIC DEDUCTIVE LOGIC Logical Deduction Creative Leaps Empirical Generalizations Statistical or Verbal Measurement Summarization Theories Hypothesis Wallace’s Wheel of Science Observations Slides compliments of Lori Kendall, University of Illinois at Urbana Champaign. Originally adapted from Adler and Clark, How It’s Done, Wadsworth 2003, adapted from Walter Wallace The Logic of Science in Sociology, Aldine 1971.
  • 5. Deductive Research: Hypothesis Testing Logical Deduction Creative Leaps Empirical Generalizations Statistical or Verbal Measurement Summarization Theories Hypothesis Observations Slides compliments of Lori Kendall, University of Illinois at Urbana Champaign. Originally adapted from Adler and Clark, How It’s Done, Wadsworth 2003, adapted from Walter Wallace The Logic of Science in Sociology, Aldine 1971.
  • 6. Inductive Research: Simplified View Logical Deduction Creative Leaps Empirical Generalizations Statistical or Verbal Measurement Summarization Theories Hypothesis Observations Slides compliments of Lori Kendall, University of Illinois at Urbana Champaign. Originally adapted from Adler and Clark, How It’s Done, Wadsworth 2003, adapted from Walter Wallace The Logic of Science in Sociology, Aldine 1971.
  • 7. Inductive Research: Retroduction and Reflexivity Logical Deduction Creative Leaps Empirical Generalizations Statistical or Verbal Measurement Summarization Theories Hypothesis Sensitizing Concepts Observations Slides compliments of Lori Kendall, University of Illinois at Urbana Champaign. Originally adapted from Adler and Clark, How It’s Done, Wadsworth 2003, adapted from Walter Wallace The Logic of Science in Sociology, Aldine 1971.
  • 8. Inductive Research: Theoretical Sampling Sta1s1cal or Verbal Summariza1on Theories Crea1ve Leaps Observa1ons Empirical Generaliza1ons Sensitizing Concepts Sampling Slides compliments of Lori Kendall, University of Illinois at Urbana Champaign. Originally adapted from Adler and Clark, How It’s Done, Wadsworth 2003, adapted from Walter Wallace The Logic of Science in Sociology, Aldine 1971.
  • 9. Logical Deduction Creative Leaps Statistical or Verbal Measurement Summarization Observations Empirical Generaliza1ons Theories Hypothesis Wallace’s Wheel of Science Sensitizing Concepts Slides compliments of Lori Kendall, University of Illinois at Urbana Champaign. Originally adapted from Adler and Clark, How It’s Done, Wadsworth 2003, adapted from Walter Wallace The Logic of Science in Sociology, Aldine 1971.
  • 10. Research Logics 2 (A glossed pictorial overview of an Interpretive Sensemaking interpretive research logic, which demonstrates an inductive, emergent, and generative attitude toward inquiry)
  • 11. What are my fundamental premises? Reality is out there already, to be discovered The world is best known through scientific methods Reality is a social construction We can only understand the world through experience There are things in the world that are wrong and need to be fixed Meanings are rhizomatic The world tends toward social order Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.
  • 12. Semiotics Symbolic interactionism Social Constructionism Performance Theory sensemaking Communication as Ritual Femimism Actor Network Theory Structuration What are my theoretical inspirations? Object of inquiry How do I tend to think about or study the world around me? Post-humanism Etc., etc. Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.
  • 13. Grounded Theory Case Study Ethnography What sort of methodological Object of inquiry approach do I tend to use? Phenomenology Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.
  • 14. What are we choosing as the point of analysis? Why do it? What is our goal? How are we cutting into the topic? Where are we? What is our standpoint? Where are we starting from? To go where? When are we doing research? Who are the relevant actors/participants, beyond the obvious (human and non human)? How am I Object of inquiry Analysis? ‘cutting into’ the phenomenon? Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.
  • 15. Test hypotheses through experiments Design interventions Object of inquiry Analysis? Situate into the culture Participate and observe Document rituals, rites, relations Follow the Plot, Story, or Allegory Follow the metaphor Follow the Thing Follow the meme What are some of my tools or attitudes for ‘collecting’ information? Follow the movements Follow the intersections Follow the …etc., etc. Find and follow patterns and test results Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.
  • 16. Contrived Discourse (interviews, focus groups) What stuff am Object of inquiry Analysis? I actually analyzing? Naturally occurring discourse Actions or evidence of actions. Behaviors. Absence. Silence. Deletions. Traces of presence or movement. Cultural/Social Outcomes Structures, Meaning, Norms, Institutions Objects, Things Technologies Sensemaking or evidence of sensemaking Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.
  • 17. Object of inquiry Analysis? Discourse analysis Conversation Analysis Linguistic Analysis Metaphor Analysis Narrative Analysis Visual Analysis With what analytical tools? …and other forms of coding, categorizing or otherwise making sense of materials Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.
  • 18. To Describe To Understand To Explain To Predict To Control To Critique To Publish To Prove Yourself To get a grade To get noticed To tell the story To give account To build theory To fix some problem in society Object of Why? Analysis? inquiry Slides from Annette Markham, University of Aarhus. Developed as part of a presentation on Symbolic Interaction at the Association of Internet Researchers annual conference. Feel free to use/adapt for your own use, with a general nod in my direction, if possible.

Notas del editor

  1. Studying lived experience of media in a mobile, fragmented, and global epoch: Emergent Methods
  2. What big premises and assumptions am I making and using to make sense of what I’m studying? Where are we coming from? (the big picture)
  3. What theoretical premises am I using to make sense of what I’m studying? Where are we coming from?
  4. What theoretical premises am I using to make sense of what I’m studying? Where are we coming from? In a naturalistic inquiry sense, these would be the primary methodologies….
  5. For me, these are basic questions I ask over and over, not just at the outset of the research project: How am I cutting into the phenomenon to identify an object of analysis? You can’t ask what is the object without asking these other questions, which really help you realize, reflexively, what you’re up to.
  6. Where are we going? With what attitude? How do we proceed to make sense of the phenomenon?
  7. What exactly are we focusing on as ‘data’ which will be used to measure, assess, describe, contain, and further delimit the object of analysis?
  8. How are we attending to and making sense of the stuff we collect from fieldwork, interviews, observations, and so forth? These are all types of CODING and CATEGORIZING the data
  9. And finally, why are we doing research in general? This influences HOW we write about what we have found. And also determines WHERE we write it.