Upload
philip-adu
View
263
Download
3
Embed Size (px)
Citation preview
Qualitative Data Analysis: When to Utilize Manual Coding or
Software-aided Coding such as Nvivo
Philip Adu, Ph.D.
Methodology Expert National Center for Academic & Dissertation Excellence (NCADE)
The Chicago School of Professional Psychology
Codes
Categories
Themes
Theory
A code is a word, phrase, or sentence that represents aspect(s) of a data or captures the essence or feature(s) of a data
Assigning labels to
Data 1. Interview transcripts
2. Documents 3. Artifacts
4. Field notes
What is coding?
(Saldana, 2013)
Qualitative findings
Roles
Representing the data
Addressing the research question(s)
“Qualitative analysis is about reducing data without losing its meaning” ~Philip Adu
Outline
• Coding Process
• Coding Strategies/Methods
• Manual Coding Vs. Electronic Coding (Distinction)
• Conducting Manual Coding Using Word Document (Six Simple Steps)
• Conducting Electronic Coding Using Nvivo Software
Coding Process
Coding Strategies/Methods
1. Attribute coding 2. Emotion coding 3. Evaluation coding 4. In Vivo coding 5. Magnitude coding 6. Process coding 7. Values coding 8. Themeing data
Essence • To ensure consistency across the codes generated
in terms of helping to address the research question(s)
• To facilitate sorting and categorize process
(Saldana, 2013)
Coding Strategies/Methods Suggested: If you plan to capture participants’ realities...
Coding Methods Function Examples
Attribute Coding Coding features of research site(s), participant(s), and material(s) being studied
Participants’ age, gender, & educational level
Emotion Coding Coding participants’ sentiments, feelings, reactions, excitements and sensations
• From participants’ viewpoint • From researcher's standpoint
Hopelessness Anxiety Pessimism Denial
In Vivo Coding Coding by using participants’ own words “Never again” “Pay back time” “No negotiation”
Value Coding Coding participants’ “values [V], attitudes [A], and beliefs [B]” (p. 268)
[V] – Education [A] – Sense of uncertainty [B] – Existence of discrimination
(Saldana, 2013)
Coding Strategies/Methods Suggested: If you plan to understand a phenomenon...
Coding Methods Function Examples
Evaluation coding • “Assign[ing] judgments” (p. 119) (-) ‘Foreign’ to them (-) Not part of program planning (+) Sense of independence (+) Increase in family income (-) increase in domestic violence
Magnitude coding Assigning “intensity, frequency, direction, presence, or evaluative content” to code(s)
High, Moderate & low income; present & absent motivation; more & less determined
Process Coding • Also called action coding • Coding “observable activity” and/or
“conceptual action” (p. 96)
Walking; cooking breakfast; checking emails; making calls; enjoying music; reflecting
Themeing data • Using phrase or sentence to describe or capture the meaning of an aspect of a data
Ability to take care of their children Ability to pay bills Ability to have time with their children
(Saldana, 2013)
Manual Vs Electronic Coding Manual Coding Electronic Coding
Tools Paper, pencil, pen, note cards, hard copy of the transcripts or documents, artifact to be coded Word document (using comment or ‘inset Endnote’ function), excel spreadsheet
Computer-Aided Qualitative Data Analysis Software (CAQDAS) such as Nvivo, Atlas ti, and Transana
Usability Easy to use especially when data is not a lot Need to familiarize with the functions of the software before starting analyzing data Recommendation: Watching YouTube instructional videos and practicing
When to use Small data Recommendation: At the initial stage of data analysis – when familiarizing yourself with the data
Large data including videos, and audios that have not been transcribed
Organization Time consuming Easy to organize codes, run queries and code frequencies, explore the relationship between codes, and do ‘memoing’
Conducting Manual Coding Using Word Document: Six Simple Steps
1. Assign labels to your research questions: Anchor codes 2. Use specific coding methods, code relevant statements and put them under
their respective anchor codes 3. Compile a list of initial codes 4. Group codes into their respective anchor codes 5. Group codes under each anchor code and tally frequency 6. Generate categories to address the research/evaluation questions
STEP1: Assign labels to your research questions: Anchor codes
An anchor code is a label assigned to a research question. The essence of assigning codes to your research questions is to help in organizing codes, which are assigned to parts of the data under each research question.
• Example: As you can see below the anchor codes for research questions 1 and 2 are ‘initial needs’ and ‘activities’ respectively.
1. Initial needs – What were children’s initial needs?
2. Activities – What are specific activities in the club that may have contributed to the abilities and benefits gained?
STEP2: Use specific coding methods, code relevant statements and put them under their respective
anchor codes • Identify and use coding methods that best fit the type of research questions you have
• Examples : Structure coding , magnitude coding, evaluation coding, emotion coding, In Vivo coding, process coding
• On a word document, click on the ‘review’ tab (and using ‘New comment’ option)
You could click on the link below to view a video about this process: http://www.slideshare.net/kontorphilip/coding-qualitative-data-using
STEP2: Use specific coding methods, code relevant statements and put them under their respective
anchor codes
STEP3: Compile a list of initial codes and arrange them alphabetically
STEP4: Group codes into their respective anchor codes
STEP5: Group codes and tally frequency
STEP6: Generate categories to address the research questions
Looking for:
• Relationship among codes
• Frequency of the codes
• Underlying concept based on combination of codes
Visualizing Codes, Categories and Themes Generated
Creating ‘Word Cloud’ using an online software called wordle (http://www.wordle.net/create)
• Displaying word frequencies – the bigger the font the higher the frequency.
Visualizing Codes, Categories and Themes Generated
Creating ‘Concept Map’ using an software called cmap (http://cmap.ihmc.us/products/)
• Displaying relationship between categories and themes
Conducting Electronic Coding Using Nvivo Software
Basic Functions of Nvivo
1. Importing files
2. Analyzing data
3. Visualizing findings
4. Exporting findings
Importing Files
• Word document • pdf • Audio • Video • Information from:
• Social Media (eg. Twitter, Facebook) • Website
• Pictures
Using ‘Ncapture’
Importing files Click on ‘External Data’ tab
1. Click on ‘External Data’ tab
Analyzing Data: Running Queries: Initial Analysis
Click on ‘Query’ tab
1. Click on ‘Query’ tab
Analyzing data: Running Queries: Initial Analysis
Click on ‘Query’ tab and starting with ‘Word Frequency’
Creating Word Cloud
Analyzing Data: Running Queries: Initial Analysis
Clicking on ‘Query’ tab and using ‘Word tree’
Creating Word Tree
Analyzing Data
Using ‘Create’ tab to create documents, memos, nodes (or codes) etc.
1. Click on ‘Create’ tab
Analyzing Data: Coding relevant statements into nodes
2. Select the statement
you want to code
5. Choose from these
options
4. Go to “Code
Selection”
3. Right-click on the
selected portion
Tip: Think about your research questions when generating nodes/codes. • Remember, nodes generated
should represent the data and at the same time address the research questions.
1. First, double-click the
document you plan to work on
Data’ tab
Analyzing Data: Generate categories/themes based on the nodes/codes
Code = ‘Node’ in Nvivo Category /theme =
‘Parent node’ in Nvivo Sub category/theme =
‘Child node’ in Nvivo
Analyzing Data: Generate categories/themes based on the nodes/codes
Looking for:
• Relationship among codes
• Frequency of the codes
• Underlying concept based on combination of codes
Visualizing Findings: Using an ‘Explore’ tab
1. Click on ‘Explore’ tab
Visualizing Findings: Click on ‘Explore’ tab and using ‘Cluster Analysis’ command
Tip: This diagram could help in grouping the nodes to develop categories and themes
1. Click on ‘Explore’ tab
2. Click on ‘Cluster Analysis’
Exporting Findings Exporting Nodes
1. Click on the ‘Nodes’
tab
4. Go to ‘Export’
2. Select the nodes you
want to export
5. Click on ‘Export Nodes’
3. Right-click on the
selected Nodes
Exporting Findings Exporting Cluster Analysis Diagram
1. Right-click the diagram 2. Click on
‘Export Diagram’
Exporting Findings Exporting Word Cloud Diagram
1. Right-click the diagram
2. Click on ‘Export
Word Cloud’
Resources
• Manual coding process: http://www.slideshare.net/kontorphilip/coding-qualitative-data-using (Video)
• Using Nvivo (Videos): • www.qsrinternational.com
• https://www.youtube.com/watch?v=oelXFnJ-7Ms
• https://www.youtube.com/watch?v=0YyVySrV2cM
• https://www.youtube.com/watch?v=4crQbeHKhtk
• Saldana, J. (2013). The coding manual for qualitative researchers. London: Sage
Resources
About Transcription Options • https://www.youtube.com/watch?v=e3_goHuBqDg (Video about transcription options)
• https://www.youtube.com/watch?v=VL9YwIbvXyo (this video explains how to use ‘Express Scribe Transcription’, a software that aids manual transcription)
• To download for free go to: http://www.nch.com.au/scribe/
• https://www.youtube.com/watch?v=9U5VV5lgUu8 (Video about using Nvivo to transcribe manually)
• http://download.cnet.com/Any-Video-Converter/3000-2194_4-10661456.html (“Any Video Converter”, a free software to convert the files could be helpful)
Philip Adu, Ph.D. Methodology Expert
National Center for Academic & Dissertation Excellence (NCADE)
Copyright reserved