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First Cycle Coding
Content drawn from Johnny Saldana’s The Coding Manual for
Qualitative Researchers.
David Lee — TIM 158, Spring 2019
Credit: YCombinator : How to Start a Startup
Recall
generating hypotheses
Needfinding is about Recall
Who / What How / WhyHello! Thanks!
Recall
Summary
• Go from what to how and why, why, why
• Develop a model of an individual
• setting, actions → thoughts, feelings → values, motivations
• Then reflect on needs
• also consider: what is top of mind? hacks and workarounds?
Recall
Deep, rich understanding of individuals
Hypotheses about narrow user segments
Hypotheses about solution concepts
Recall
dt+UX: Design Thinking for User Experience Design,
Prototyping & Evaluation 7
Generate Evaluate Generate Evaluate
Recall
dt+UX: Design Thinking for User Experience Design,
Prototyping & Evaluation 8
Questions Prototype Questions Prototype
Recall
dt+UX: Design Thinking for User Experience Design,
Prototyping & Evaluation2018/10/08 9
Recall
Follow-up with a
30-min interview.
We’re still in hypothesis generating mode!
Recall
The next two weeks
• Revisiting unpacking
• Communicating your concept
The prototyping process
Generate questions
!Untested design thesis
!Risky design decisions
!Unobserved user behaviors
Rank questions
Which is most critical?
Build and test a prototype
Answer only the most critical question
Recall
Today
• Overview of Qualitative Analysis and Coding
• First Cycle Coding and Analytic Memos for HW #3
What is qualitative research?
So first…
Qualitative research
• When you’re trying to
• develop a rich understanding of a complex phenomena and the
complex
interactions between factors
• communicate a holistic interpretation or narrative that helps
readers experience
“being there”
• Ask → Collect → Organize → Analyze → Theory
• In our case: a model of the user segments and their context or
experiences in
relation to our product (segment, setting, sequence, satisfaction)
How do you go from qualitative data
to patterns, concepts, and theories?
Unpacking so far…
dt+UX: Design Thinking for User Experience Design,
Prototyping & Evaluation2018/10/01
Recall
dt+UX: Design Thinking for User Experience Design,
Prototyping & Evaluation
KEEP A LIST OF
TENSIONS, CONTRADICTIONS, SURPRISES
say
do
think
feel
2018/10/01
USE TO FIND NEEDS & INSIGHTS
Empathy Map to Help Synthesize
dt+UX: Design Thinking for User Experience Design,
Prototyping & Evaluation
INSIGHTS
I wonder if this means . . .
think
feel
TENSIONS,
CONTRADICTIONS,
SURPRISES
2018/10/08 20
USERS & NEEDS
dt+UX: Design Thinking for User Experience Design,
Prototyping & Evaluation
combine to create a point of view
need insight
2018/10/01 …
SU
RP
ISE
D
TO
D
ISC
OV
ER
...
…
GA
ME
-C
HA
NG
ING
TO
…
user attribs.
WE MET . . .
(extreme user you are inspired by)
WE WERE AMAZED TO REALIZE . . .
(what did you learn that’s new? What is their need?)
IT WOULD BE GAME-CHANGING TO . . .
(frame up an inspired challenge for yourself – the insight.)
(don’t dictate the solution.)
There are many techniques
• Flow models
• Critical incident analysis
• Conversation analysis
• Fixed coding
• Open coding / grounded theory (our focus)
• The Coding Manual for Qualitative Researchers, Johnny
Saldana
Grounded theory is just a more
systematic version of what you’ve done
“essence-capturing and essential elements of the
research story that, when clustered together according
to similarity and regularity - a pattern - facilitate the
development of categories and analysis of their
connections.”
Qualitative coding is about
The Coding Manual for Qualitative Researchers, Johnny
Saldana
DATA → CODES → CATEGORIES → THEMES → THEORY
General process
• Start from raw data such as interview transcripts, images, etc.
• First cycle coding
• Create essence-capturing codes (labels of and links between
data)
• Second cycle coding
• Build on codes to develop categories (the shape of the explicit
data)
• Build on categories to define concepts and themes (get to
higher-level abstract concepts)
• Show how themes and concepts lead to theory (how they
systematically interrelate)
The Coding Manual for Qualitative Researchers (2009), Johnny
Saldana (p. 12)
First cycle
focused on
who/what
Second cycle
moving from
who/what to
how/why
General process
• As you go, write analytic memos
• Partial reflections and syntheses written as you go
• Happens in a cyclical manner. You’ve collected enough data
when
• You can provide deep slices of understanding to others
• You are starting to encounter the same things (not learning)
• You can use 6-10 as a rough heuristic
The Coding Manual for Qualitative Researchers (2009), Johnny
Saldana (p. 43)
First and second cycle
coding intermixed with
data collection and
memo writing
Gradual development
from codes to categories
to theory, facilitated by
memo writing
General process
• End with annotated data, hierarchical coding scheme,
codebook, analytic
memos, developed theory
• For us, the “theory” we’re aiming for is a hypothesized model
that is:
• grounded in user data and quotes
• a cohesive narrative and logical interpretation
• communicated richly to help the reader in “being there”
• Remember: we are generating not validating hypotheses, so
choose
diverse perspectives
SEGMENT → SETTING → SEQUENCE → SATISFACTION
Recall: the model in our case
We’re just going to get
a taste of this process
Today
• Overview of Qualitative Analysis and Coding
• First Cycle Coding and Analytic Memos for HW #3
Coding methods
Lots of different
coding methods!
The Coding Manual for Qualitative Researchers (2013), Johnny
Saldana (p. 59)
representing raw data with discrete “codes” that define
“summative,
salient, essence-capturing, evocative” aspects of the data
First cycle coding
The Coding Manual for Qualitative Researchers, Johnny
Saldana
transitioning from managing, focusing, highlighting, filtering
data to generate categories, themes, and theory
Second cycle coding
The Coding Manual for Qualitative Researchers, Johnny
Saldana
The Coding Manual for Qualitative Researchers (2013), Johnny
Saldana (p. 59)
• You can think of these as just fancy
names for different approaches or
focuses to creating labels,
• At what level of granularity?
• What are we labeling?
• How are we labeling it?
• Different coding methods support
different theoretical emphases and
have different ways of analyzing them
• Not mutually exclusive (you could be doing
multiple at a time)
What level of granularity?
• Attribute coding: labeling the dataset as a whole
• fieldwork setting and time, participant characteristics,
variables of interest for analysis
• Holistic / structural coding: labeling sections of data
• skim through and chunk text into topic areas (emergent or
study based)
• Line-by-line coding: create a finer discrete representation of
data
• summative, salient, essence-capturing, evocative labels
How are the codes chosen?
• In Vivo coding: grounding codes in words of the user
• codes labeled in “quotes” drawn from user responses
• Hypothesis coding: predetermined codes
• record instances conforming to a coding scheme to assess a
researcher-
generated hypothesis
The Coding Manual for Qualitative Researchers (2013), Johnny
Saldana (p. 189)
Attribute codes
Holistic/structural code
Line-by-line/sentence-
by-sentence codes
What is the coding focus?
• Descriptive coding: the topics
• the things being talked about (often nouns)
• Process coding: the action in the
data
• what is happening? has happened? would
like to happen? (often gerunds, -ing words)
• observable (e.g. reading) and conceptual
(e.g. struggling)
Saldana, pg 89
Saldana, pg 97
What is the coding focus?
• Emotion coding: the feelings a participant
experiences
• a feeling and its distinctive thoughts, psychological
and biological states, and range of propensities to act
• Evaluation coding: judgments of merit of
program/product
• describe attributes and details assessing quality
• compare how the program measures up to a standard
or ideal.
• predict recommendations for change and how they
might be implemented.
Saldana, pg 107
Saldana, pg 121
What is the coding focus?
• Values coding: a participants’ integrated
value, attitude, and belief systems
• A value is the importance we attribute to oneself,
another person, thing, or idea.
• An attitude is the way we think and feel about
ourselves, another person, thing, or idea.
• A belief is part of a system including our values,
attitudes, personal knowledge, experiences, opinions,
prejudices, morals, and other interpretive perceptions.
Can be considered rules for action.
• Versus coding: the tensions and conflicts
• the individuals, groups, social systems, organizations,
phenomena, processes, concepts, etc., in direct conflict
with each other
Saldana, pg 112
Saldana, pg 116
Who / What How / WhyHello! Thanks!
Recall
The Coding Manual for Qualitative Researchers (2013), Johnny
Saldana (p. 189)
Can mix codes:
Descriptive, Emotion, In
Vivo, Versus Codes
representing raw data with discrete “codes” that define
“summative,
salient, essence-capturing, evocative” aspects of the data
First cycle coding
The Coding Manual for Qualitative Researchers, Johnny
Saldana
Recall
A typical first cycle coding process
• Decide what set of coding methods are appropriate for your
goals
• Make 1-2 passes through the data to create those codes
• While you are doing this:
• Mark any particularly interesting quotes (evocative,
illustrative, etc.)
• Write down reflections you have as short analytic memos
• Remember your goals are to develop grounded theory and
communicate a rich sense of “being there”
Analytic memos
Reflections on “your coding process and choices;
how the process of inquiry is taking place; and the
emergent patterns, categories, and subcategories,
themes and concepts in your data — all possibly
leading toward theory”
Analytic memos are essential personal reflections
Help facilitate codes to theory
• Data collection, coding, and analytic memo writing are
intermixed from the
beginning to the end
• From codes: “Think of a code not as a label, but as a prompt
or trigger for written reflection on the
deeper meanings it evokes”
• To categories: “Analytic memo writing serves as an additional
code and category-generating method”
• To final write-up: “Your reflections generate potential
material for formulating a set of core ideas for
presentation”
• “Whenever anything related to or significant about the coding
or analysis of
the data comes to mind, stop whatever you’re doing and write a
memo about
it immediately”
How to write memos
• Just write your reflections! Then categorize and label
• 1) date, 2) title describing type of memo, 3) evocative subtitle
describing essence of content
• Many types of memos such as reflections on
• Your study’s research questions
• Possible networks (links, connections, overlaps, flows) among
codes, categories, concepts
• Emergent categories, concepts, themes
• Emergent or related existing theory
• Future directions for the study
Example: passage being coded
Saldana, pg 43
Memo type: research study
Saldana, pg 44
Write the predetermined research questions, purposes, or goals
and then elaborate on
answers in progress
Memo type: networks
Saldana, pg 45
Integrate your codes into a narrative (codeweaving) to interpret
how individual
components weave together in hierarchies, chronological flows,
influences and affects, etc.
Memo type: emergent categories/concepts
Saldana, pg 45
Begin to create a sense of order to your analysis through
tentative categories, themes,
higher-level concepts, assertions, etc.
Example: related theory memo
Saldana, pg 46
Speculate how your observations generalize to larger groups or
even the universal. Predict or
explain actions. Explore metaphors suggesting transferability.
Integrate/compare existing theory.
Example: future directions memo
Saldana, pg 47
Note down new ideas, research questions, need for additional
data. Could even
reconceptualize entire initial approach.
HW #3
is just a small taste of this systematic process
HW #3: Code your interview
• Preparation: Annotate it with attribute and holistic/structural
codes
• Who/What: use descriptive and process codes to describe the
characters, setting, and
other context
• How/Why: Use emotion, evaluation, values, versus coding to
develop a richer view
of the participant context and experiences. Bias towards using
in vivo codes to ground
these in the user’s language.
• Memos: Write short analytic memos that use codeweaving to
write short narratives
of the participant context and experiences
• (On Wednesday) We’ll talk about organizing codes into
categories and defining models of
our participant and of hypothesized user segments

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First Cycle CodingContent drawn from Johnny Saldana’s The .docx

  • 1. First Cycle Coding Content drawn from Johnny Saldana’s The Coding Manual for Qualitative Researchers. David Lee — TIM 158, Spring 2019 Credit: YCombinator : How to Start a Startup Recall generating hypotheses Needfinding is about Recall Who / What How / WhyHello! Thanks! Recall Summary • Go from what to how and why, why, why • Develop a model of an individual • setting, actions → thoughts, feelings → values, motivations • Then reflect on needs • also consider: what is top of mind? hacks and workarounds?
  • 2. Recall Deep, rich understanding of individuals Hypotheses about narrow user segments Hypotheses about solution concepts Recall dt+UX: Design Thinking for User Experience Design, Prototyping & Evaluation 7 Generate Evaluate Generate Evaluate Recall dt+UX: Design Thinking for User Experience Design, Prototyping & Evaluation 8 Questions Prototype Questions Prototype Recall dt+UX: Design Thinking for User Experience Design, Prototyping & Evaluation2018/10/08 9 Recall Follow-up with a 30-min interview.
  • 3. We’re still in hypothesis generating mode! Recall The next two weeks • Revisiting unpacking • Communicating your concept The prototyping process Generate questions !Untested design thesis !Risky design decisions !Unobserved user behaviors Rank questions Which is most critical? Build and test a prototype Answer only the most critical question Recall Today • Overview of Qualitative Analysis and Coding • First Cycle Coding and Analytic Memos for HW #3 What is qualitative research? So first… Qualitative research • When you’re trying to
  • 4. • develop a rich understanding of a complex phenomena and the complex interactions between factors • communicate a holistic interpretation or narrative that helps readers experience “being there” • Ask → Collect → Organize → Analyze → Theory • In our case: a model of the user segments and their context or experiences in relation to our product (segment, setting, sequence, satisfaction) How do you go from qualitative data to patterns, concepts, and theories? Unpacking so far… dt+UX: Design Thinking for User Experience Design, Prototyping & Evaluation2018/10/01 Recall dt+UX: Design Thinking for User Experience Design, Prototyping & Evaluation KEEP A LIST OF TENSIONS, CONTRADICTIONS, SURPRISES
  • 5. say do think feel 2018/10/01 USE TO FIND NEEDS & INSIGHTS Empathy Map to Help Synthesize dt+UX: Design Thinking for User Experience Design, Prototyping & Evaluation INSIGHTS I wonder if this means . . . think feel TENSIONS, CONTRADICTIONS, SURPRISES 2018/10/08 20 USERS & NEEDS dt+UX: Design Thinking for User Experience Design, Prototyping & Evaluation combine to create a point of view
  • 7. WE MET . . . (extreme user you are inspired by) WE WERE AMAZED TO REALIZE . . . (what did you learn that’s new? What is their need?) IT WOULD BE GAME-CHANGING TO . . . (frame up an inspired challenge for yourself – the insight.) (don’t dictate the solution.) There are many techniques • Flow models • Critical incident analysis • Conversation analysis • Fixed coding • Open coding / grounded theory (our focus) • The Coding Manual for Qualitative Researchers, Johnny Saldana Grounded theory is just a more systematic version of what you’ve done “essence-capturing and essential elements of the research story that, when clustered together according to similarity and regularity - a pattern - facilitate the development of categories and analysis of their connections.”
  • 8. Qualitative coding is about The Coding Manual for Qualitative Researchers, Johnny Saldana DATA → CODES → CATEGORIES → THEMES → THEORY General process • Start from raw data such as interview transcripts, images, etc. • First cycle coding • Create essence-capturing codes (labels of and links between data) • Second cycle coding • Build on codes to develop categories (the shape of the explicit data) • Build on categories to define concepts and themes (get to higher-level abstract concepts) • Show how themes and concepts lead to theory (how they systematically interrelate) The Coding Manual for Qualitative Researchers (2009), Johnny Saldana (p. 12) First cycle focused on who/what
  • 9. Second cycle moving from who/what to how/why General process • As you go, write analytic memos • Partial reflections and syntheses written as you go • Happens in a cyclical manner. You’ve collected enough data when • You can provide deep slices of understanding to others • You are starting to encounter the same things (not learning) • You can use 6-10 as a rough heuristic The Coding Manual for Qualitative Researchers (2009), Johnny Saldana (p. 43) First and second cycle coding intermixed with data collection and memo writing Gradual development from codes to categories to theory, facilitated by memo writing
  • 10. General process • End with annotated data, hierarchical coding scheme, codebook, analytic memos, developed theory • For us, the “theory” we’re aiming for is a hypothesized model that is: • grounded in user data and quotes • a cohesive narrative and logical interpretation • communicated richly to help the reader in “being there” • Remember: we are generating not validating hypotheses, so choose diverse perspectives SEGMENT → SETTING → SEQUENCE → SATISFACTION Recall: the model in our case We’re just going to get a taste of this process Today • Overview of Qualitative Analysis and Coding • First Cycle Coding and Analytic Memos for HW #3 Coding methods
  • 11. Lots of different coding methods! The Coding Manual for Qualitative Researchers (2013), Johnny Saldana (p. 59) representing raw data with discrete “codes” that define “summative, salient, essence-capturing, evocative” aspects of the data First cycle coding The Coding Manual for Qualitative Researchers, Johnny Saldana transitioning from managing, focusing, highlighting, filtering data to generate categories, themes, and theory Second cycle coding The Coding Manual for Qualitative Researchers, Johnny Saldana The Coding Manual for Qualitative Researchers (2013), Johnny Saldana (p. 59) • You can think of these as just fancy names for different approaches or focuses to creating labels, • At what level of granularity? • What are we labeling?
  • 12. • How are we labeling it? • Different coding methods support different theoretical emphases and have different ways of analyzing them • Not mutually exclusive (you could be doing multiple at a time) What level of granularity? • Attribute coding: labeling the dataset as a whole • fieldwork setting and time, participant characteristics, variables of interest for analysis • Holistic / structural coding: labeling sections of data • skim through and chunk text into topic areas (emergent or study based) • Line-by-line coding: create a finer discrete representation of data • summative, salient, essence-capturing, evocative labels How are the codes chosen? • In Vivo coding: grounding codes in words of the user • codes labeled in “quotes” drawn from user responses • Hypothesis coding: predetermined codes • record instances conforming to a coding scheme to assess a researcher-
  • 13. generated hypothesis The Coding Manual for Qualitative Researchers (2013), Johnny Saldana (p. 189) Attribute codes Holistic/structural code Line-by-line/sentence- by-sentence codes What is the coding focus? • Descriptive coding: the topics • the things being talked about (often nouns) • Process coding: the action in the data • what is happening? has happened? would like to happen? (often gerunds, -ing words) • observable (e.g. reading) and conceptual (e.g. struggling) Saldana, pg 89 Saldana, pg 97 What is the coding focus? • Emotion coding: the feelings a participant experiences
  • 14. • a feeling and its distinctive thoughts, psychological and biological states, and range of propensities to act • Evaluation coding: judgments of merit of program/product • describe attributes and details assessing quality • compare how the program measures up to a standard or ideal. • predict recommendations for change and how they might be implemented. Saldana, pg 107 Saldana, pg 121 What is the coding focus? • Values coding: a participants’ integrated value, attitude, and belief systems • A value is the importance we attribute to oneself, another person, thing, or idea. • An attitude is the way we think and feel about ourselves, another person, thing, or idea. • A belief is part of a system including our values, attitudes, personal knowledge, experiences, opinions, prejudices, morals, and other interpretive perceptions. Can be considered rules for action. • Versus coding: the tensions and conflicts
  • 15. • the individuals, groups, social systems, organizations, phenomena, processes, concepts, etc., in direct conflict with each other Saldana, pg 112 Saldana, pg 116 Who / What How / WhyHello! Thanks! Recall The Coding Manual for Qualitative Researchers (2013), Johnny Saldana (p. 189) Can mix codes: Descriptive, Emotion, In Vivo, Versus Codes representing raw data with discrete “codes” that define “summative, salient, essence-capturing, evocative” aspects of the data First cycle coding The Coding Manual for Qualitative Researchers, Johnny Saldana Recall A typical first cycle coding process
  • 16. • Decide what set of coding methods are appropriate for your goals • Make 1-2 passes through the data to create those codes • While you are doing this: • Mark any particularly interesting quotes (evocative, illustrative, etc.) • Write down reflections you have as short analytic memos • Remember your goals are to develop grounded theory and communicate a rich sense of “being there” Analytic memos Reflections on “your coding process and choices; how the process of inquiry is taking place; and the emergent patterns, categories, and subcategories, themes and concepts in your data — all possibly leading toward theory” Analytic memos are essential personal reflections Help facilitate codes to theory • Data collection, coding, and analytic memo writing are intermixed from the beginning to the end • From codes: “Think of a code not as a label, but as a prompt or trigger for written reflection on the deeper meanings it evokes”
  • 17. • To categories: “Analytic memo writing serves as an additional code and category-generating method” • To final write-up: “Your reflections generate potential material for formulating a set of core ideas for presentation” • “Whenever anything related to or significant about the coding or analysis of the data comes to mind, stop whatever you’re doing and write a memo about it immediately” How to write memos • Just write your reflections! Then categorize and label • 1) date, 2) title describing type of memo, 3) evocative subtitle describing essence of content • Many types of memos such as reflections on • Your study’s research questions • Possible networks (links, connections, overlaps, flows) among codes, categories, concepts • Emergent categories, concepts, themes • Emergent or related existing theory • Future directions for the study Example: passage being coded Saldana, pg 43
  • 18. Memo type: research study Saldana, pg 44 Write the predetermined research questions, purposes, or goals and then elaborate on answers in progress Memo type: networks Saldana, pg 45 Integrate your codes into a narrative (codeweaving) to interpret how individual components weave together in hierarchies, chronological flows, influences and affects, etc. Memo type: emergent categories/concepts Saldana, pg 45 Begin to create a sense of order to your analysis through tentative categories, themes, higher-level concepts, assertions, etc. Example: related theory memo Saldana, pg 46 Speculate how your observations generalize to larger groups or even the universal. Predict or
  • 19. explain actions. Explore metaphors suggesting transferability. Integrate/compare existing theory. Example: future directions memo Saldana, pg 47 Note down new ideas, research questions, need for additional data. Could even reconceptualize entire initial approach. HW #3 is just a small taste of this systematic process HW #3: Code your interview • Preparation: Annotate it with attribute and holistic/structural codes • Who/What: use descriptive and process codes to describe the characters, setting, and other context • How/Why: Use emotion, evaluation, values, versus coding to develop a richer view of the participant context and experiences. Bias towards using in vivo codes to ground these in the user’s language. • Memos: Write short analytic memos that use codeweaving to write short narratives of the participant context and experiences • (On Wednesday) We’ll talk about organizing codes into
  • 20. categories and defining models of our participant and of hypothesized user segments