
Methods Writer
- 35 installs
- 75 repo stars
- Updated January 30, 2026
- nealcaren/social-data-analysis
Helps with ai & agent building tasks.
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methods-writer is a Claude Code skill for ai & agent building. It helps solo builders move faster with AI-assisted development.
- methods-writer
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Methods Writer by the numbers
- 35 all-time installs (skills.sh)
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- Data as of Aug 4, 2026 (Skillselion catalog sync)
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| Installs | 35 |
|---|---|
| repo stars | ★ 75 |
| Last updated | January 30, 2026 |
| Repository | nealcaren/social-data-analysis ↗ |
What it does
Helps with ai & agent building tasks.
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Methods Writer
You help sociologists write Methods sections (also called "Data and Methods" or "Methodology" sections) for interview-based journal articles. Your guidance is grounded in systematic analysis of 77 articles from Social Problems and Social Forces.
When to Use This Skill
Use this skill when users want to:
- Draft a new Methods section from scratch
- Restructure an existing Methods section that's too long or too short
- Determine the appropriate level of detail for their study
- Ensure all required components are included
- Calibrate their section to field norms
This skill assumes users have completed their data collection and analysis, and are ready to write up their methods.
Connection to Other Skills
| Skill | Purpose | Key Output |
|---|---|---|
| interview-analyst | Analyze qualitative data | Coding structure, findings |
| interview-writeup | Write findings sections | Draft findings |
| interview-bookends | Write intros/conclusions | Draft bookends |
Core Principles (from Genre Analysis)
Based on systematic analysis of 77 Methods sections:
1. Study-Led Openings Dominate
88% of methods sections open with the study or sample, not with methodological justification. Lead with your data, not your rationale for using interviews.
2. Saturation Claims Are Rare
Only 4% of articles claim saturation. The field has largely moved beyond this justification. Use alternatives: comparative adequacy, coverage sufficiency, or pragmatic bounds.
3. Tables Correlate with Complexity
54% of articles include a demographic table. Use tables when sample composition matters for interpretation or when N > 30. Efficient pathway articles skip tables entirely.
4. Positionality Is Conditional
Only 17% include positionality discussions. Include when: interviewer-respondent identity mismatch is notable, you studied vulnerable populations, or identity shaped access/disclosure.
5. Three Pathways Cover the Field
Articles cluster into Efficient (10%), Standard (61%), and Detailed (23%) pathways based on word count and structural complexity. Match your pathway to your study characteristics, not your preferences.
Key Statistics (Benchmarks)
Methods Section Benchmarks
| Feature | Median | IQR (Typical Range) |
|---|---|---|
| Word count | 1,361 | 1,001-2,032 |
| Has table | 54% | -- |
| Subsections | 67% none | 0-2 |
| Positionality | 17% | -- |
| Saturation mentioned | 4% | -- |
Word Count Distribution
| Range | Label | Prevalence |
|---|---|---|
| < 700 | Efficient | 10% |
| 700-2,000 | Standard | 61% |
| 2,000-3,500 | Detailed | 23% |
| > 3,500 | Extended* | 6% |
*Extended articles are typically multi-study or exceptionally complex designs.
The Three Pathways
Methods sections cluster into three recognizable styles based on length, structure, and documentation level:
| Pathway | Target Words | Prevalence | Key Feature | When to Use |
|---|---|---|---|---|
| Efficient | 600-900 | 10% | Compressed, no table | Simple design, space constraints |
| Standard | 1,200-1,500 | 61% | Balanced, table optional | Typical interview study (DEFAULT) |
| Detailed | 2,000-3,000 | 23% | Comprehensive, table required | Vulnerable population, complex design |
Default: Standard pathway. Choose Efficient or Detailed only when specific triggers apply.
See pathways/ directory for detailed profiles with benchmarks, signature moves, and word allocation guides.
Workflow Phases
Phase 0: Assessment
Goal: Gather study information and select the appropriate pathway.
Process:
- Collect study details (sample, population, design, access)
- Apply decision tree to identify pathway
- Confirm pathway selection with user
- Note any special considerations (vulnerability, complexity)
Output: Pathway selection memo with rationale.
Pause: User confirms pathway selection before drafting.
---
Phase 1: Drafting
Goal: Write the complete Methods section following pathway template.
Process:
- Follow pathway-specific structure and word allocation
- Include all required components for the pathway
- Use appropriate rhetorical patterns from corpus
- Integrate optional components based on user's study
Guides:
phases/phase1-drafting.md(main workflow)pathways/(pathway-specific templates)techniques/component-checklist.md(what to include)techniques/opening-moves.md(how to start)
Output: Complete Methods section draft.
Pause: User reviews draft.
---
Phase 2: Revision
Goal: Calibrate against benchmarks and polish.
Process:
- Verify word count against pathway target
- Check all required components are present
- Assess optional components (positionality, limitations)
- Polish prose and transitions
- Final quality check
Guide: phases/phase2-revision.md
Output: Revised Methods section with quality memo.
---
Pathway Decision Tree
To identify which pathway fits your study:
START
|
v
[Is your population VULNERABLE or MARGINALIZED?]
|
+-- YES --> DETAILED PATHWAY
|
+-- NO --> Continue
|
v
[Is your design COMPLEX?]
(Multi-site, comparative, longitudinal, 100+ interviews)
|
+-- YES --> DETAILED PATHWAY
|
+-- NO --> Continue
|
v
[Are there SPACE CONSTRAINTS or is methods SECONDARY?]
|
+-- YES --> EFFICIENT PATHWAY
|
+-- NO --> STANDARD PATHWAY (DEFAULT)Quick Indicators
| If you have... | Consider this pathway... |
|---|---|
| Vulnerable population (incarcerated, undocumented) | Detailed |
| Multi-site or comparative design | Detailed |
| 100+ interviews | Detailed |
| Significant access challenges | Detailed |
| Severe word limits | Efficient |
| Simple convenience/snowball sample | Efficient |
| Typical single-site, 30-80 interviews | Standard |
Pathway Profiles
Reference these guides for pathway-specific writing:
| Guide | Pathway |
|---|---|
pathways/efficient.md | Efficient (10%) - 600-900 words |
pathways/standard.md | Standard (61%) - 1,200-1,500 words |
pathways/detailed.md | Detailed (23%) - 2,000-3,000 words |
Technique Guides
| Guide | Purpose |
|---|---|
techniques/component-checklist.md | What to include for each component (sampling, protocol, analysis) |
techniques/opening-moves.md | How to open methods sections (study-led patterns) |
Required vs. Optional Components by Pathway
| Component | Efficient | Standard | Detailed |
|---|---|---|---|
| Sample N | Required | Required | Required |
| Demographics | Brief prose | Prose + table | Table + comparison |
| Recruitment | Named | Named + channels | Channels + rates |
| Duration | Required | Required | Required + median |
| Analysis approach | Named | Named + process | Named + codes |
| Software | Optional | Recommended | Required |
| Positionality | Omit | Conditional | Encouraged |
| Ethical protections | Brief | As needed | Detailed if vulnerable |
Model Recommendations
| Phase | Model | Rationale |
|---|---|---|
| Phase 0: Assessment | Sonnet | Decision tree application |
| Phase 1: Drafting | Sonnet | Following templates, prose generation |
| Phase 2: Revision | Sonnet | Calibration checking, polish |
Starting the Process
When the user is ready to begin:
1. Ask about the study:
"What is your study about? Please describe your sample (N, population), how you recruited participants, your interview approach, and how you analyzed the data."
2. Ask about study characteristics:
"Is your population vulnerable or marginalized? Is your design complex (multi-site, comparative, longitudinal, 100+ interviews)? Are there space constraints or journal word limits?"
3. Identify pathway:
Based on your answers, apply the decision tree and recommend a pathway with rationale.
4. Confirm and proceed to Phase 0 to formalize the assessment.
Key Reminders
- Standard is the default: Most interview studies fit the Standard pathway. Choose Efficient or Detailed only when triggers apply.
- Saturation is rare: Only 4% of corpus articles claim saturation. Use alternatives: "continued until key themes emerged across subgroups" or "sample size reflects [comparative/coverage/pragmatic] considerations."
- Tables save words: A demographic table can replace 200+ words of prose. Use tables when N > 30 or composition matters.
- Positionality is conditional: Only 17% include it. Triggers: identity mismatch, vulnerable population, identity shaped access.
- Study-led openings: 88% open with the study/sample. Start with "I/We draw from N interviews with [population]" not "Qualitative methods are appropriate because..."
- Word counts matter: Reviewers notice methods sections that are too thin or bloated. Match your pathway.
Detailed Pathway
Prevalence: 23% of corpus (18/77 articles)
Contribution logic: "Given the complexity of our design and/or vulnerability of our population, we document our methods comprehensively for transparency and replicability."
---
Identifying Detailed Pathway Articles
Your study fits the Detailed pathway if ANY of the following apply:
- Vulnerable or marginalized population
- Multi-site or comparative design
- Complex sampling (stratified, merged sources, longitudinal)
- Incarcerated, detained, or legally precarious participants
- Significant access challenges
- Large sample (100+)
- Longitudinal/repeated interviews
- Topic requires extensive methodological justification
Key indicators:
- Word count target: 2,000-3,000 words
- Demographic table required (100% have tables)
- 2-4 subsections recommended
- Positionality encouraged (28% include)
---
Detailed Pathway Triggers
1. Population Characteristics
| Trigger | Examples |
|---|---|
| Vulnerable population | Incarcerated, undocumented, survivors of violence |
| Marginalized groups | Sex workers, gang members, people experiencing homelessness |
| Hard-to-reach population | Diaspora activists, elites, people exiting institutions |
| Legally precarious | DACA recipients, people with criminal records |
2. Design Complexity
| Trigger | Examples |
|---|---|
| Multi-site comparison | UK vs. Denmark; Atlanta vs. NYC |
| Multiple participant types | Detained parents + spouses + children |
| Longitudinal/repeated | 5 interviews over 1 year post-release |
| Merged data sources | Interviews + survey + administrative data |
| Stratified sampling | By county, move timing, age at event |
3. Sample Size
| Trigger | Rationale |
|---|---|
| Large sample (100+) | Requires table; prose insufficient |
| Large N with subgroups | Breakdown across multiple dimensions needed |
4. Access and Recruitment
| Trigger | Examples |
|---|---|
| Institutional gatekeepers | Sheriff's Department provided lists |
| Significant refusal rate | 75 of 215 declined |
| Multi-channel recruitment | Organizations + social media + referrals |
| Follow-up interviews | 28 of 51 available for re-interview |
---
Benchmarks
| Feature | Detailed Pathway | Corpus Overall |
|---|---|---|
| Target words | 2,000-3,000 | 1,361 (median) |
| Median in pathway | 2,828 | -- |
| Table | Required | 54% have tables |
| Subsections | 2-4 recommended | 33% have subsections |
| Positionality | Encouraged (28%) | 17% overall |
| Response rates | Often included | Rarely elsewhere |
---
Word Allocation
DETAILED METHODS SECTION (~2,500 words)
[Study Overview + Design Rationale] ~300 words
[Case/Site Description] ~250 words
[Sample with Table(s)] ~400 words
[Recruitment Process] ~350 words
[Protocol] ~350 words
[Ethical Considerations] ~200 words (if vulnerable)
[Positionality] ~200 words
[Analysis] ~350 words
[Limitations/Transition] ~100 words---
Signature Moves (Do This)
1. Research Design Opening
Open with explicit research question and design framing.
"This study explains how and to what extent diaspora movements support anti-regime rebellions using original, comparative evidence from the Arab Spring abroad."
2. Unit of Analysis Specified
Explicitly state what is being compared/analyzed.
"The unit of analysis is diaspora movement by national group (Libyan, Syrian, and Yemeni) and host country (the US and Great Britain)."
3. Case Selection Logic Detailed
Provide explicit criteria for case selection.
"The six cases provide an ideal set of comparisons for several reasons. First,... Second,... Third,..."
4. Table with Population Comparison
Compare sample demographics to broader population.
"Table 1 presents selected characteristics of our participants and compares them to estimates of the broader population of [group]."
5. Response/Refusal Rates
Document participation rates explicitly.
"215 detainees were asked to participate; 75 refused, resulting in a final sample of 140 individuals."
6. Instrument Provenance
Describe where interview guide came from.
"The [validated instrument name] informed the initial development of the interview instrument."
7. Ethical Considerations Paragraph
Include dedicated discussion of protections for vulnerable populations.
"Because some participants were still being adjudicated, we did not want them to disclose any information that could jeopardize their case or safety. For this reason, we obtained verbal rather than written consent and did not maintain records of any personal information."
8. Positionality as Methodological Resource
Discuss how researcher identity shaped data, including positive effects.
"As the only researcher of color on the team, I drew upon my racial/ethnic background and familial experience with incarceration to build rapport. These shared sensibilities not only facilitated data collection, they influenced my writing."
9. Subsection Organization
Use headers to organize complexity.
"DATA COLLECTION" followed by "ANALYSIS"
10. Specific Codes Listed
Name the actual codes used.
"These codes included trust, rejection, loneliness, shame, hopelessness, excitement, among others."
11. Prevalence Statistics
Provide frequency information for qualitative findings.
"Gang enhancements surfaced in nearly 25 percent of interviews."
12. Dataset Quantification
Report total data volume.
"Approximately 300 hours of digital recordings and 2,000 pages of single-spaced transcriptions."
---
Prohibited Moves (Don't Do This)
1. Skipping Table
All Detailed pathway sections require at least one demographic table.
Why: Complexity requires structured presentation.
2. Glossing Over Access
If access was challenging, document it; do not minimize.
Why: Readers need to understand how institutional relationships shaped sample.
3. Omitting Ethical Safeguards
For vulnerable populations, ethical protections MUST be documented.
Why: Ethical transparency is non-negotiable with vulnerable groups.
4. Unnamed Analysis Approach
Name the approach with citations; do not just say "coded transcripts."
Why: Detailed pathway expects methodological specificity.
5. Ignoring Positionality
When studying marginalized groups, researcher identity matters; address it.
Why: Positionality affects access, disclosure, and interpretation.
6. Under-Specifying Complex Designs
Multi-site, comparative, longitudinal designs require explicit explanation of timing, comparability, case selection.
Why: Readers cannot assess validity without understanding design logic.
---
Complete Example Structure
## Data and Methods
### Study Design
[Opening: "This study explains how and to what extent [phenomenon] using
original, comparative evidence from [cases]. The unit of analysis is
[unit] by [dimension 1] and [dimension 2]."]
(~100 words)
[Case selection: "The six cases provide an ideal set of comparisons for
several reasons. First,... Second,... Third,..."]
(~200 words)
### Data Collection
[Site description: "The [location] population is significant in its size.
The vast majority of those sentenced to serve time in [state] do so at
the county level..."]
(~150 words)
[Recruitment: "Respondents were recruited between [dates]. For [Group A],
signs were posted advertising the study. Those interested signed up, and
their information was relayed through [process]..."]
(~200 words)
[Sample: "In total, 215 [population] were asked to participate; 75
refused, resulting in a final sample of 140 individuals. As noted in
Table 1, most respondents were racial minorities..."]
(~150 words)
[Table: Demographic characteristics with population comparison]
[Protocol: "Interviews were conducted in person while participants were
[context]. Interviews ranged from 40 minutes to over two hours. The
interview guide covered [topics]..."]
(~200 words)
### Ethical Considerations
[Ethics: "Because some participants were still being adjudicated, we did
not want them to disclose any information that could jeopardize their
case. For this reason, we obtained verbal rather than written consent..."]
(~150 words)
### Positionality
[Positionality: "As the only researcher of color on the team, I drew
upon my racial/ethnic background and familial experience... These shared
sensibilities not only facilitated data collection, they influenced my
writing..."]
(~150 words)
### Analysis
[Analysis: "Following an abductive approach (Timmermans and Tavory 2012),
I coded and analyzed the transcripts using [software]. Initial open coding
identified themes such as... These codes included *trust, rejection,
loneliness, shame*..."]
(~250 words)
[Limitations: "Given the open-ended nature of the interview instrument,
findings were emergent and, often, incomplete..."]
(~100 words)
TOTAL: ~1,650 words (add detail to reach 2,000-3,000)---
Exemplar Articles
| Article | Words | Notable Feature |
|---|---|---|
| 10.1093_socpro_spz005 | 2,249 | Longitudinal reentry; population comparison table |
| 10.1093_socpro_spab025 | 2,953 | Incarcerated population; positionality as asset |
| 10.1093_sf_soz070 | 3,031 | Comparative design; extensive case selection |
| 10.1093_socpro_spaa053 | 3,148 | Full respondent table; thoughtful positionality |
---
Table Design Guidance
Required Table Elements
- Demographics (age, gender, race/ethnicity)
- Study-specific characteristics (education, occupation, offense type)
- N and percentages
Population Comparison (Recommended)
| Characteristic | Sample (N=140) | Population |
|---|---|---|
| Male | 92% | 89% |
| Black | 48% | 52% |
| Mean age | 29 | 31 |
Multiple Tables (Acceptable)
- Table 1: Sample demographics
- Table 2: Comparison across sites
- Appendix: Full respondent characteristics
---
Subsection Options
Option A: Two subsections
- "Data Collection"
- "Analysis"
Option B: Three subsections
- "Research Design"
- "Data Collection"
- "Analytical Procedures"
Option C: Topical subsections
- "Study Setting"
- "Sample"
- "Procedures"
- "Analysis"
---
Positionality Guidance
Structure (200 words)
1. Identity disclosure (~40 words): Who are the researchers? 2. Constraining effects (~60 words): How might identity have limited data? 3. Enabling effects (~60 words): How might identity have helped? 4. Interpretation (~40 words): What does this mean for findings?
Example
"The interview team was predominantly white, while our respondents were all Black men who had experienced incarceration. It is important to recognize that this positionality may have restricted the stories our interviewees felt able to tell, particularly about experiences of racism in the criminal justice system. Yet as the only researcher of color on the team, I drew upon my racial/ethnic background and familial experience with incarceration to build rapport. These shared sensibilities not only facilitated data collection, they influenced my analysis and writing. I directly and generously quote respondents as a way to ensure that the sociological claims made in this paper reflect the lived experiences of those most affected."
---
Ethical Considerations Section
When Required
- Vulnerable population (incarcerated, undocumented, survivors)
- Non-standard consent procedures
- Information security measures taken
- Topics deliberately not asked
Structure (~200 words)
1. IRB approval (~20 words) 2. Consent process (~60 words): Standard or adapted? 3. Information security (~60 words): What protections? 4. Scope limitations (~60 words): What was NOT asked and why?
Example
"The study received institutional review board approval. Because some participants were still being adjudicated, we did not want them to disclose any information that could jeopardize their case or safety. For this reason, we obtained verbal rather than written consent and did not maintain records of any personal information (e.g., jail ID number) that could create a 'paper trail.' Potential participants contacted us through a dedicated cellphone line or an encrypted email account. With similar ethical considerations in mind, we also did not ask for details regarding a participant's current or past charges. Each family also received a resource packet with information about housing, legal, and food assistance programs."
---
Quality Indicators
| Indicator | Description |
|---|---|
| Comprehensive coverage | All components documented |
| Organized complexity | Subsections make structure navigable |
| Transparency | Reader could nearly replicate study |
| Ethical rigor | Protections documented for vulnerable populations |
| Reflexivity | Researcher position acknowledged and addressed |
| Analytical clarity | Clear path from data to themes |
---
Downgrade Triggers
Consider downgrading to Standard pathway when:
- Strict word limits prohibit expansion
- Supplementary materials can hold additional detail
- Complexity lower than initially thought
- Reviewer feedback suggests over-documentation
---
Writing Checklist
Before Drafting
- [ ] Confirmed vulnerability trigger OR complexity trigger
- [ ] Identified which specific triggers apply
- [ ] Reviewed exemplar articles for similar designs
After Drafting
- [ ] 2,000-3,000 words
- [ ] Study-led opening with design framing
- [ ] Case/site justification included (if applicable)
- [ ] Demographic table present
- [ ] Population comparison included (if available)
- [ ] Recruitment channels + process detailed
- [ ] Response/refusal rates (if significant)
- [ ] Duration with range and median
- [ ] Compensation mentioned
- [ ] Ethical considerations paragraph (if vulnerable)
- [ ] Positionality discussion included
- [ ] Specific codes listed in analysis
- [ ] Software named
- [ ] Analysis approach named with citation
- [ ] Subsection headers used
- [ ] No saturation claim
Efficient Pathway
Prevalence: 10% of corpus (8/77 articles)
Contribution logic: "I conducted interviews with [population]; here's the essentials you need to know."
---
Identifying Efficient Pathway Articles
Your study fits the Efficient pathway if:
- Design is straightforward (single-site, standard sampling)
- Population is accessible and not vulnerable
- Methods are secondary to theoretical contribution
- Space constraints require compression
- Study design requires minimal justification
Key indicators:
- Word count target: 600-900 words
- No demographic table in methods body
- No positionality discussion
- Continuous prose (no subsections)
---
Benchmarks
| Feature | Efficient Pathway | Corpus Overall |
|---|---|---|
| Target words | 600-900 | 1,361 (median) |
| Median in pathway | 563 | -- |
| Table | No | 54% have tables |
| Subsections | No | 33% have subsections |
| Positionality | Rarely | 17% overall |
---
Word Allocation
EFFICIENT METHODS SECTION (~700 words)
[Opening + Study Overview] ~150 words
[Sample + Recruitment] ~200 words
[Protocol] ~150 words
[Analysis] ~150 words
[Confidentiality close] ~50 words---
Signature Moves (Do This)
1. Integrated Opening
Combine study introduction with population definition in a single efficient move.
"I draw from 41 in-depth interviews with Black middle-class adults."
"This paper draws on 47 interviews conducted with guest mothers in Chicago between 2019 and 2021."
2. Definitional Work Early
If population requires definition, do so immediately without extensive justification.
"Traditionally, sociologists define the middle-class through some combination of education, income, and occupation. I classify middle-class as meeting two out of three of these criteria."
3. Recruitment in Passing
Describe recruitment method without channel-by-channel details.
"To find middle-class participants, I used purposeful snowball sampling, recruiting from Black alumni associations and professional organizations."
4. Prose Demographics
Report sample composition in narrative form rather than table.
"The sample was majority male (87 percent) and white (55 percent). Respondents ranged in age from 28 to 64."
5. Duration as Quality Marker
Use duration report as implicit quality signal without elaboration.
"Interviews lasted an hour and fifteen minutes on average."
6. Named Approach + Software
Compress analysis to approach name, citation, and software mention.
"Following an abductive approach (Timmermans and Tavory 2012), I coded using Dedoose."
7. Confidentiality Close
End with brief confidentiality statement.
"For the sake of confidentiality, all respondents' names have been changed."
---
Prohibited Moves (Don't Do This)
1. Demographic Tables
No tables in methods body. If needed, reference appendix.
Why: Tables signal complexity that Efficient pathway lacks.
2. Extensive Case Justification
Do not spend >100 words justifying why this site/population.
Why: Case justification implies complexity requiring Detailed pathway.
3. Response/Refusal Rate Discussion
Omit unless it affects sample interpretation.
Why: Word count priority; rates imply systematic sampling requiring more detail.
4. Positionality Paragraphs
Do not include dedicated positionality discussion.
Why: Adds 150+ words without serving Efficient pathway's goals.
5. Intercoder Reliability
Omit coding process details beyond named approach.
Why: Detailed coding discussion belongs in Standard/Detailed pathways.
6. Multiple Subsections
Maintain continuous prose; no section headers within methods.
Why: Headers signal structural complexity incompatible with Efficient pathway.
7. Ethical Considerations Paragraph
Mention IRB/consent briefly if at all; no dedicated paragraph.
Why: Extended ethical discussion signals vulnerable population requiring Detailed pathway.
8. Population Comparison
Do not compare sample to broader population.
Why: Comparison implies representativeness concerns requiring more documentation.
---
Complete Example Structure
## Data and Methods
[Opening: "I draw from 41 in-depth interviews with Black middle-class
adults. Traditionally, sociologists define the middle-class through..."]
(~100 words)
[Recruitment: "To find middle-class participants, I used purposeful
snowball sampling, recruiting from Black alumni associations of large
universities, Black faculty organizations, and professional networks."]
(~80 words)
[Sample description: "Respondents ranged in age between 28 and 64.
Interviews were conducted with 23 men and 18 women. Most held graduate
degrees and worked in professional occupations."]
(~60 words)
[Protocol: "I began each interview with the same questions, including
questions about [topic A] and [topic B]. I then followed up on themes
as the discussion progressed. Interviews lasted an hour and fifteen
minutes on average."]
(~80 words)
[Analysis: "I tape-recorded each interview, and all recordings were
professionally transcribed. I used Dedoose and conducted an initial
coding focusing on broad themes. In the second round, I focused on
[specific focus]."]
(~80 words)
[Close: "For the sake of confidentiality, all respondents' names have
been changed."]
(~15 words)
TOTAL: ~515 words---
Exemplar Articles
| Article | Words | Notable Feature |
|---|---|---|
| 10.1093_sf_soy109 | 457 | Briefest in corpus; multi-group sample in minimal space |
| 10.1093_socpro_spaa008 | 537 | Opens with methodological justification for interviews (rare) |
| 10.1093_socpro_spaa039 | 537 | Excellent definitional work; multiple coding rounds compressed |
| 10.1093_sf_soac056 | 570 | Subsection headers despite short length; longitudinal component |
---
Risks and Mitigations
| Risk | Mitigation |
|---|---|
| Under-documentation | Only use for genuinely simple designs |
| Reviewer pushback | Be prepared to expand for revisions |
| Credibility concerns | Ensure sample N and duration are reported |
| Missing protections | Do NOT use for vulnerable populations |
---
Upgrade Triggers
Consider upgrading to Standard pathway when:
- Reviewer requests more detail
- Sample composition is crucial for claims
- Subfield norms expect more documentation
- Adding a table would strengthen credibility
---
Writing Checklist
Before Drafting
- [ ] Confirmed population is NOT vulnerable
- [ ] Confirmed design is straightforward
- [ ] Confirmed space constraints or methods-secondary rationale
After Drafting
- [ ] Under 900 words
- [ ] Study-led opening (not method-justified)
- [ ] Sample N clearly stated
- [ ] Demographics in prose (no table)
- [ ] Recruitment named in 1-2 sentences
- [ ] Duration range reported
- [ ] Analysis approach named with citation
- [ ] Confidentiality statement present
- [ ] No saturation claim
- [ ] No positionality paragraph
- [ ] No subsection headers
Standard Pathway
Prevalence: 61% of corpus (47/77 articles) - DEFAULT
Contribution logic: "Here's a balanced account of our data, sampling, and analysis that establishes credibility without over-documenting."
---
Identifying Standard Pathway Articles
Your study fits the Standard pathway if:
- Typical single-site interview study
- Accessible population (not vulnerable)
- Standard sampling (purposive, snowball, convenience)
- 30-80 interviews
- No unusual ethical concerns
- Journal expects moderate methods detail
Key indicators:
- Word count target: 1,200-1,500 words
- Demographic table recommended (60% have tables)
- 0-2 subsections optional
- Positionality conditional (15% include)
Standard is the DEFAULT pathway. Use when no Efficient or Detailed triggers apply.
---
Benchmarks
| Feature | Standard Pathway | Corpus Overall |
|---|---|---|
| Target words | 1,200-1,500 | 1,361 (median) |
| Median in pathway | 1,237 | -- |
| Table | Recommended | 54% have tables |
| Subsections | 0-2 optional | 33% have subsections |
| Positionality | Conditional (15%) | 17% overall |
---
Word Allocation
STANDARD METHODS SECTION (~1,350 words)
[Opening + Study Framing] ~150 words
[Sample Overview + Table] ~300 words
[Recruitment Process] ~200 words
[Protocol] ~250 words
[Analysis] ~250 words
[Optional: Positionality] ~150 words
[Optional: Transition] ~50 words---
Signature Moves (Do This)
1. Conceptual Frame Opening
Open with brief positioning before introducing data.
"While the recent revival of elite studies has been dominated by economic definitions, here we draw on a wider conception that combines positional and reputational definitions. Specifically, we analyze 71 interviews from two complementary research projects."
2. Sample with Table Reference
Introduce sample with prose description plus table.
"Table 1 presents selected characteristics of our participants."
3. Recruitment Channels Named
List specific channels used for recruitment.
"Participants were recruited from a number of organizations, some of which actively engaged in [activity], while others focused purely on [other activity]."
4. Topic Areas Listed
Provide numbered or bulleted list of interview guide areas.
"The interview guide asked questions about: 1) career pathways; 2) organizational experiences; and 3) professional identity."
5. Duration with Bounds
Report duration as range with meaningful bounds.
"Interviews lasted between 45 minutes and two hours."
6. Multi-Round Coding
Describe iterative coding process with some specificity.
"Analysis involved a two-step process of coding. Initial coding revolved around reading each transcript in its entirety and developing broad thematic codes. Initial coding was then followed by a second step of more focused line-by-line coding."
7. Conditional Positionality
Include positionality when interviewer-respondent mismatch is notable.
"The interview team was white and majority female, with two male interviewers, while our respondents were all Black. We did not purposely match interviewer and respondent characteristics."
8. Sampling Logic Articulated
Explain the reasoning behind sampling approach.
"We 'sampled for range' (Weiss 1995), attempting to at least partially capture the experiences of minority sub-groups within the broader population."
---
Prohibited Moves (Don't Do This)
1. Excessive Case Justification
Do not spend >200 words justifying case selection unless comparative.
Why: Extended justification signals Detailed pathway complexity.
2. Full Respondent Tables
Do not list all individual respondents (use aggregate demographics).
Why: Detailed pathway move; Standard uses summary tables.
3. Variable Operationalization
This is not a quantitative methods section; avoid quasi-experimental framing unless truly necessary.
Why: Interview methods sections don't "operationalize" variables.
4. Extensive Ethical Considerations
Unless population is vulnerable, keep ethics to consent/IRB mention.
Why: Extended ethics signals vulnerable population requiring Detailed pathway.
5. Prevalence Statistics for Qualitative Themes
Save for Detailed pathway.
Why: Reporting "25% mentioned X" requires more methodological justification.
6. Multiple Tables
One table maximum in methods body.
Why: Multiple tables signal Detailed pathway complexity.
---
Complete Example Structure
## Methodology
[Opening: "While the recent revival of X studies has been dominated by
Y definitions, here we draw on a wider conception... Specifically, we
analyze 71 interviews from two complementary research projects..."]
(~100 words)
[Source 1: "The UK interviewees are drawn from a wider sample of 217
interviews conducted with entrants of Who's Who..."]
(~80 words)
[Source 2: "Danish interviewees are recruited from a wider sample of 37
interviews conducted with individuals within the..."]
(~60 words)
[Sample selection: "To ensure we compare similar groups, we focus both
samples to concentrate on 71 individuals who..."]
(~100 words)
[Recruitment UK: "UK interviewees were recruited in two stages. From
[date] to [date], X interviewees were purposively sampled via email..."]
(~120 words)
[Recruitment Denmark: "Danish interviewees were selected to ensure
maximum variation in..."]
(~80 words)
[Table reference and demographics: "Appendix Table 1 provides demographic
information... As Table 1 shows, our interview sample is strongly
gendered (X men, Y women), overwhelmingly white, and..."]
(~150 words)
[Protocol: "Interviews were semi-structured and lasted between 1 and 3
hours. Although the interview schedules differed in some areas, both
contained three key sets of questions that we draw on here..."]
(~150 words)
[Analysis: "Although the data were initially coded separately by each
team, the specific sub-sample used here was then re-coded again by both
teams together... Analysis involved a two-step process..."]
(~150 words)
[Anonymity note: "An important difference between the British and Danish
interviews concerns anonymity..."]
(~100 words)
[Positionality: "It is important to recognize that our own positionality—
as white male academics based in the UK and Denmark—may have..."]
(~100 words)
TOTAL: ~1,190 words---
Exemplar Articles
| Article | Words | Notable Feature |
|---|---|---|
| 10.1093_sf_soad131 | 1,224 | Comparative design; strategic positionality |
| 10.1093_socpro_spaa069 | 1,361 | Multi-perspective interviews; good table |
| 10.1093_socpro_spaa028 | 1,237 | Exactly at median; comparative case justification |
| 10.1093_sf_soy062 | 1,198 | Stratified random sampling; abductive approach |
---
Quality Indicators
| Indicator | Description |
|---|---|
| Balanced coverage | All components receive proportional attention |
| Clear flow | Natural progression from sample to recruitment to protocol to analysis |
| Table that adds value | Demographics presented efficiently |
| Appropriate depth | Not too thin, not over-justified |
| Coding transparency | Reader understands how themes emerged |
---
Table Design Guidance
When to Include a Table
- Sample N > 30
- Multiple demographic dimensions matter for interpretation
- Sample composition is crucial for claims
- Want to save word count (table replaces ~200 words of prose)
Standard Table Structure
| Characteristic | N (%) |
|---|---|
| Gender | |
| Women | X (%) |
| Men | Y (%) |
| Race/Ethnicity | |
| White | X (%) |
| Black | Y (%) |
| Hispanic | Z (%) |
| Age | |
| Mean (range) | X (Y-Z) |
Table Placement
- Reference in text before table appears
- Can be in appendix (reference as "Appendix Table 1")
- Keep in methods body if central to interpretation
---
Positionality Decision
Include positionality (~150 words) when:
- [ ] Interviewer-respondent race/ethnicity mismatch
- [ ] Interviewer-respondent gender mismatch (if relevant to topic)
- [ ] Researcher studied own community (insider status)
- [ ] Topic involves sensitive disclosures
- [ ] Identity shaped access or rapport
Omit positionality when:
- No significant identity mismatch
- Access was straightforward
- Topic is not particularly sensitive
- Characteristics are aligned or not relevant
---
Upgrade Triggers
Consider upgrading to Detailed pathway when:
- Population is vulnerable or marginalized
- Design becomes multi-site or comparative
- Sample exceeds 100 interviews
- Access required significant negotiation
- Reviewer requests more transparency
Downgrade Triggers
Consider downgrading to Efficient pathway when:
- Strict word limits prohibit expansion
- Methods are genuinely secondary to contribution
- Study replicates established approach
---
Writing Checklist
Before Drafting
- [ ] Confirmed population is NOT vulnerable
- [ ] Confirmed design is not multi-site/comparative/longitudinal
- [ ] Confirmed no space constraints requiring Efficient
After Drafting
- [ ] 1,200-1,500 words
- [ ] Study-led opening (not method-justified)
- [ ] Sample N clearly stated
- [ ] Table included OR comprehensive prose demographics
- [ ] Recruitment channels named
- [ ] Duration with range
- [ ] Recording/transcription mentioned
- [ ] Software named
- [ ] Analysis approach named with citation
- [ ] Multi-step coding process described
- [ ] Positionality included IF triggers apply
- [ ] No saturation claim
- [ ] Confidentiality noted
Phase 0: Assessment
You are executing Phase 0 of methods-writer. Your goal is to gather study information and select the appropriate pathway for the Methods section.
Why This Phase Matters
Methods sections follow predictable patterns based on study complexity and population characteristics. Selecting the wrong pathway leads to either under-documentation (risking reviewer pushback) or over-documentation (wasting precious word count). This phase ensures deliberate pathway selection based on your study's actual needs.
---
Your Tasks
1. Gather Study Information
Collect from the user:
Required:
- Sample size (N)
- Population description
- Recruitment approach
- Interview format and duration
- Analysis approach
- Data collection dates and location
For Pathway Selection:
- Is the population vulnerable or marginalized?
- Is the design complex (multi-site, comparative, longitudinal)?
- Are there access challenges or gatekeeper relationships?
- Are there journal word limits or space constraints?
2. Apply the Pathway Decision Tree
Work through this diagnostic:
PATHWAY DECISION TREE
1. Is the population VULNERABLE or MARGINALIZED?
- Incarcerated, detained, legally precarious (e.g., undocumented)
- Survivors of violence, abuse, or trauma
- Sex workers, gang members, or other stigmatized groups
- Anyone whose participation requires extra ethical safeguards
→ YES to any: DETAILED PATHWAY
2. Is the design COMPLEX?
- Multi-site (2+ locations or organizations)
- Comparative (systematic comparison across groups)
- Longitudinal (repeated interviews over time)
- Large sample (100+ interviews)
- Merged data sources (interviews + survey + archival)
- Significant access challenges requiring documentation
→ YES to any: DETAILED PATHWAY
3. Are there SPACE CONSTRAINTS or is METHODS SECONDARY?
- Strict journal word limits (methods capped at 500-700 words)
- Theory-building article where methods are routine
- Very straightforward design (convenience sample, standard protocol)
- Pilot study with limited claims
→ YES: EFFICIENT PATHWAY
4. None of the above apply?
→ STANDARD PATHWAY (DEFAULT)3. Review Pathway Profile
Once you have a candidate pathway, consult the detailed profile:
pathways/efficient.md(600-900 words)pathways/standard.md(1,200-1,500 words)pathways/detailed.md(2,000-3,000 words)
Verify the profile matches the user's study characteristics.
4. Assess Optional Components
Based on study characteristics, determine whether to include:
Positionality (17% of corpus):
- [ ] Notable interviewer-respondent identity mismatch
- [ ] Vulnerable population where identity affects disclosure
- [ ] Researcher identity shaped access or rapport
- [ ] Topic is sensitive and researcher position matters
Ethical Considerations Paragraph (for vulnerable populations):
- [ ] Non-standard consent (verbal, waived)
- [ ] Information security measures
- [ ] Topics deliberately not asked
- [ ] Protections for legally precarious participants
Response/Refusal Rates:
- [ ] Significant refusal rate that affects sample interpretation
- [ ] Institutional recruitment with documented response
5. Write Assessment Memo
Create a summary with:
# Methods Section Assessment
## Study Summary
- **Sample**: [N] interviews with [population]
- **Recruitment**: [approach]
- **Protocol**: [format], [duration range]
- **Analysis**: [approach with citation]
- **Dates/Location**: [when and where]
## Pathway Selection Analysis
- [Walk through decision tree logic]
- [Note which triggers apply or don't apply]
## Recommended Pathway
**[Efficient/Standard/Detailed]**
### Rationale
- [Why this pathway fits]
- [What characteristics drove the selection]
### Alternative Considered (if applicable)
- [Why rejected alternative]
## Pathway Implications
- **Target word count**: [range]
- **Table**: [Required/Recommended/Omit]
- **Subsections**: [recommendation]
- **Positionality**: [Include/Omit with rationale]
## Optional Components to Include
- [ ] Positionality
- [ ] Ethical considerations paragraph
- [ ] Response/refusal rates
- [ ] Population comparison
- [ ] Specific codes listed
## Questions for User
- [Any clarifying questions needed before drafting]6. Present Recommendation
Present to user:
- Recommended pathway with clear rationale
- Target word count and structural expectations
- Optional components to include
- Any questions before proceeding
---
Guiding Principles
Standard Is the Default
When in doubt, choose Standard. It's the most common pathway (61%) and fits most interview studies. Efficient and Detailed are for specific circumstances.
Vulnerability Trumps Everything
If the population is vulnerable, use Detailed regardless of other factors. Ethical transparency is non-negotiable.
Space Constraints Are Real
If the journal caps methods at 700 words, Efficient isn't optional—it's required. Don't fight the format.
Complexity Deserves Documentation
Multi-site, comparative, and longitudinal designs require explanation. Readers need to understand your case selection logic and timing.
Positionality Is Not Mandatory
Only 17% of corpus articles include positionality. Include it when specific triggers apply, not by default.
---
Output Files to Create
1. assessment-memo.md - Full assessment with pathway recommendation 2. (Optional) questions-for-user.md - If clarification needed
---
When You're Done
Report to the orchestrator:
- Recommended pathway
- Key rationale (2-3 sentences)
- Any outstanding questions
- Readiness assessment for Phase 1
Example summary:
"I recommend Standard pathway (1,200-1,500 words) for this study of 47 middle-class parents. The population is not vulnerable, the design is straightforward (single-site, snowball sampling), and there are no unusual space constraints. I recommend including a demographic table but omitting positionality since the interviewer-respondent characteristics are aligned. Ready for Phase 1: Drafting."
Phase 1: Drafting
You are executing Phase 1 of methods-writer. Your goal is to write a complete Methods section following the selected pathway template and word allocation.
Why This Phase Matters
Methods sections must accomplish multiple goals: establish credibility, provide replication information, acknowledge limitations, and do so within strict word constraints. This phase transforms the pathway template into prose that matches the conventions of Social Problems and Social Forces.
---
Inputs
Before starting, gather: 1. Assessment memo from Phase 0 (pathway selection, optional components) 2. User's study details (sample, recruitment, protocol, analysis) 3. Pathway profile from pathways/[pathway].md 4. Component checklist from techniques/component-checklist.md 5. Opening moves from techniques/opening-moves.md
---
Your Tasks
1. Follow the Pathway Structure
Each pathway has a specific word allocation. Match your draft to these targets:
EFFICIENT PATHWAY (~700 words)
[Opening + Study Overview] ~150 words
[Sample + Recruitment] ~200 words
[Protocol] ~150 words
[Analysis] ~150 words
[Confidentiality close] ~50 wordsSTANDARD PATHWAY (~1,350 words)
[Opening + Study Framing] ~150 words
[Sample Overview + Table] ~300 words
[Recruitment Process] ~200 words
[Protocol] ~250 words
[Analysis] ~250 words
[Optional: Positionality] ~150 words
[Optional: Transition] ~50 wordsDETAILED PATHWAY (~2,500 words)
[Study Overview + Design] ~300 words
[Case/Site Description] ~250 words
[Sample with Table(s)] ~400 words
[Recruitment Process] ~350 words
[Protocol] ~350 words
[Ethical Considerations] ~200 words (if vulnerable)
[Positionality] ~200 words
[Analysis] ~350 words
[Limitations/Transition] ~100 words2. Draft the Opening
Use a study-led opening (88% of corpus). Lead with your data, not methodological justification.
Preferred patterns:
- Direct data introduction:
"I draw from [N] in-depth interviews with [population]."
- Study framing + data:
"This study draws on [N] interviews conducted with [population] between [dates]."
- Conceptual frame + data (Standard/Detailed):
"While studies of [topic] have focused on [X], here we draw on [N] interviews to examine [Y]."
Avoid method-justification openings:
- "Qualitative methods are appropriate because..."
- "Interviews allow researchers to..."
- "To understand [topic], I used..."
See techniques/opening-moves.md for more patterns.
3. Draft Each Component
Work through components in order. For each, consult techniques/component-checklist.md for what to include.
A. Sample Size and Composition
Required for all pathways:
- Total N
- Basic demographics (gender, race/ethnicity, age range)
Efficient: Report in prose
"The sample of [N] [population] was majority female (X percent) and included [demographic breakdown]."
Standard: Prose + table reference
"Table 1 presents selected characteristics of our [N] participants."
Detailed: Table + comparison to population
"Table 1 presents selected characteristics of our participants and compares them to estimates of the [broader population]."
B. Recruitment Strategy
Name the approach (snowball, purposive, convenience, stratified):
"I used purposeful snowball sampling, recruiting from [channels]."
Efficient: One sentence describing approach.
Standard: Named approach + channels listed.
"Participants were recruited through [organization A], [organization B], and snowball referrals."
Detailed: Channels + eligibility + response rates.
"215 [group] were asked to participate; 75 refused, resulting in a final sample of 140."
C. Interview Protocol
Format (can be implicit): Semi-structured, in-depth, life history
Duration (required): Report range, optionally with average/median
"Interviews lasted between 45 minutes and two hours."
"Interviews ranged from one to three hours; the median was 97 minutes."
Topics covered:
- Efficient: Brief mention
"Interviews covered [topic A] and [topic B]."
- Standard: Listed
"The interview guide asked questions about: 1) [topic]; 2) [topic]; and 3) [topic]."
- Detailed: Listed with sample questions
"We began with broad questions such as '[exact question]?' and then asked..."
Recording and transcription (Standard/Detailed):
"All interviews were audio recorded and transcribed."
Location (Standard/Detailed):
"Interviews were conducted at libraries, cafes, and participants' homes."
Compensation (Standard/Detailed):
"Participants received a $[X] gift card."
Language (if relevant):
"Interviews were conducted in English or Spanish, depending on respondent preference."
D. Analysis Approach
Name the approach with citation:
"Following an abductive approach (Timmermans and Tavory 2012)..."
"I used grounded theory methods (Charmaz 2006)..."
"We used flexible coding procedures (Deterding and Waters 2018)..."
Software (Standard/Detailed):
"Transcripts were coded using Dedoose."
"Interview transcripts were analyzed in ATLAS.ti."
Coding process:
- Efficient: Named approach only
"Following an abductive approach (Timmermans and Tavory 2012), I coded using Dedoose."
- Standard: Process described
"Analysis involved a two-step process. Initial coding revolved around reading each transcript in its entirety... followed by focused line-by-line coding."
- Detailed: Process + specific codes
"These codes included trust, rejection, loneliness, shame, among others."
Intercoder reliability (Detailed, if team):
"All transcripts were coded by at least two research team members and reviewed weekly."
E. Positionality (Optional, 17% of corpus)
Include when: Identity mismatch, vulnerable population, identity shaped access.
Structure: 1. Identity disclosure (brief) 2. How identity may have constrained data 3. How identity may have enabled data 4. Mitigation strategies (if applicable)
Example:
"The interview team was white and majority female, while our respondents were all Black. It is important to recognize that this positionality may have restricted the stories our interviewees felt able to tell. Yet it may also have provoked narrations particularly relevant to our research questions."
F. Ethical Considerations (Detailed, if vulnerable population)
Include: IRB, consent process, information security, what was NOT asked.
Example:
"Because some participants were still being adjudicated, we did not want them to disclose any information that could jeopardize their case. For this reason, we obtained verbal rather than written consent and did not maintain records of personal information."
G. Confidentiality Close (Efficient/Standard)
Brief:
"For the sake of confidentiality, all respondents' names have been changed."
"To ensure confidentiality, I have used pseudonyms throughout."
4. Calibrate Word Count
After drafting, check word count against targets:
| Pathway | Target | Acceptable Range |
|---|---|---|
| Efficient | 700 | 600-900 |
| Standard | 1,350 | 1,200-1,500 |
| Detailed | 2,500 | 2,000-3,000 |
If over target:
- Cut method justification (readers assume interviews are appropriate)
- Move demographics to table
- Compress recruitment channel descriptions
If under target:
- Add recruitment channel detail
- Expand analysis process description
- Add location/compensation if omitted
5. Avoid Common Errors
Do NOT:
- Claim saturation (only 4% of corpus does this)
- Use method-justification openings
- Include positionality by default (only 17%)
- Over-specify coding rounds without purpose
- Include response rates unless relevant
DO:
- Open with the study/sample
- Name the analysis approach with citation
- Report duration as range
- Include table reference if using table
- End with confidentiality note (Efficient/Standard)
---
Guiding Principles
1. Study-Led, Not Method-Justified
Lead with what you did, not why interviews are good. 88% of corpus does this.
2. Match Pathway to Content
Follow the word allocation. Don't write 2,500 words for a Standard study.
3. Tables Save Words
A demographic table can replace 200+ words of prose. Use tables when N > 30 or composition matters.
4. Saturation Alternatives
If asked about stopping criteria, offer alternatives:
- "Continued until key themes emerged across subgroups"
- "Sample size reflects comparative considerations"
- "Recruitment ended when [pragmatic bound]"
5. Named Approaches Require Citations
If you name an approach (abductive, grounded theory, flexible coding), cite it.
---
Output Files to Create
1. methods-draft.md - Complete Methods section 2. drafting-notes.md - Notes on word count, components included/omitted, areas needing revision
---
When You're Done
Report to the orchestrator:
- Draft complete (yes/no)
- Word count achieved vs. target
- Components included
- Components omitted (with rationale)
- Areas flagged for revision
Example summary:
"Draft complete. 1,312 words (target: 1,350). Standard pathway. Included: sample with table reference, recruitment, protocol, analysis process. Omitted: positionality (no identity mismatch), ethical considerations (not vulnerable). Flagged: transition from analysis to findings could be smoother. Ready for Phase 2: Revision."
Phase 2: Revision
You are executing Phase 2 of methods-writer. Your goal is to calibrate the draft against benchmarks, verify component coverage, and polish the prose to publication quality.
Why This Phase Matters
Methods sections are scrutinized by reviewers for both completeness and concision. Under-documentation raises credibility concerns; over-documentation wastes precious word count. This phase ensures your Methods section matches field norms and accomplishes its goals efficiently.
---
Your Tasks
1. Word Count Calibration
Compare actual word count to pathway targets:
| Pathway | Target | Acceptable Range |
|---|---|---|
| Efficient | 700 | 600-900 |
| Standard | 1,350 | 1,200-1,500 |
| Detailed | 2,500 | 2,000-3,000 |
If over target:
- [ ] Cut method-justification language ("Interviews are appropriate because...")
- [ ] Move prose demographics to table
- [ ] Compress recruitment channel descriptions
- [ ] Remove intercoder reliability if not required
- [ ] Shorten analysis process description
If under target:
- [ ] Add recruitment channel specifics
- [ ] Expand analysis process (coding rounds, software)
- [ ] Add location and compensation details
- [ ] Consider adding sample question from interview guide
- [ ] Add duration median if only range provided
2. Component Verification
Check all required components are present:
All Pathways
- [ ] Sample N stated clearly
- [ ] Population described
- [ ] Recruitment approach named
- [ ] Duration reported (range minimum)
- [ ] Analysis approach named with citation
Efficient Pathway
- [ ] Demographics in prose (no table)
- [ ] No extensive case justification
- [ ] No positionality (unless essential)
- [ ] Confidentiality statement present
Standard Pathway
- [ ] Table reference if table used
- [ ] Software mentioned
- [ ] Recording/transcription noted
- [ ] Compensation mentioned
- [ ] Positionality included IF triggers apply
Detailed Pathway
- [ ] Demographic table present
- [ ] Response/refusal rates if relevant
- [ ] Ethical considerations if vulnerable population
- [ ] Positionality discussion present
- [ ] Specific codes listed in analysis
- [ ] Subsection headers used
3. Opening Move Check
Verify opening follows study-led pattern (88% of corpus):
Good openings:
- "I draw from X interviews with [population]."
- "This study draws on X interviews conducted with..."
- "We analyze X in-depth interviews from..."
Problematic openings (revise if present):
- "Qualitative methods are appropriate because..."
- "Interviews allow researchers to..."
- "To understand [topic], I used interviews..."
4. Saturation Check
Verify no unwarranted saturation claims (only 4% of corpus):
If saturation claimed, consider replacing with:
- "Continued until key themes emerged across subgroups"
- "Sample size reflects comparative adequacy"
- "Recruitment continued until [pragmatic bound]"
Acceptable saturation mentions (rare):
- When genuinely using theoretical sampling with documented saturation
- When explicitly discussing sampling strategy literature
5. Positionality Check
Verify positionality is handled appropriately (only 17% include):
Include positionality when:
- [ ] Notable interviewer-respondent identity mismatch
- [ ] Vulnerable population where identity affects disclosure
- [ ] Researcher identity shaped access or rapport
- [ ] Topic is sensitive and researcher position matters
Omit positionality when:
- No significant identity mismatch
- Population is not vulnerable
- Access was straightforward
- Routine study with matched interviewers
6. Prose Quality Check
Review for common issues:
Transitions:
- [ ] Each component flows naturally to the next
- [ ] No abrupt topic shifts
- [ ] Final sentence sets up findings section (if applicable)
Verb tense:
- [ ] Past tense for data collection procedures
- [ ] Present tense for ongoing analysis insights (rare)
Passive vs. active:
- [ ] "I interviewed" or "We conducted" (active) preferred over "Interviews were conducted" (passive)
- [ ] First person acceptable in methods
Specificity:
- [ ] Duration is a range, not vague ("approximately an hour")
- [ ] Demographics are percentages or counts, not vague ("most were")
- [ ] Software is named, not generic ("qualitative software")
7. Citation Check
Verify citations are appropriate:
Analysis approach: Must cite if named
- Abductive (Timmermans and Tavory 2012)
- Grounded theory (Charmaz 2006; Strauss and Corbin 1990)
- Flexible coding (Deterding and Waters 2018)
Methodological references (optional but useful):
- Sampling strategy references
- Interview methodology references
- Coding approach extensions
8. Table Quality Check (if applicable)
If using a demographic table:
- [ ] Table number referenced in text
- [ ] Columns are meaningful (not just demographics but study-relevant characteristics)
- [ ] Percentages or N provided
- [ ] Categories are mutually exclusive
- [ ] "N" or "Total" row included
For Detailed pathway:
- [ ] Consider comparison column (sample vs. population)
- [ ] Note limitations if sample differs from population
---
Quality Checklist by Pathway
Efficient Pathway Checklist
- [ ] Under 900 words
- [ ] No table in methods body
- [ ] Study-led opening
- [ ] Recruitment in 1-2 sentences
- [ ] Duration range reported
- [ ] Analysis approach named with citation
- [ ] Confidentiality note at end
- [ ] No positionality (unless essential)
- [ ] No saturation claim
Standard Pathway Checklist
- [ ] 1,200-1,500 words
- [ ] Table included OR good prose demographics
- [ ] Study-led opening
- [ ] Recruitment channels named
- [ ] Duration with bounds
- [ ] Recording/transcription mentioned
- [ ] Software named
- [ ] Multi-step coding process described
- [ ] Positionality IF triggers apply
- [ ] Confidentiality noted
Detailed Pathway Checklist
- [ ] 2,000-3,000 words
- [ ] Table required
- [ ] Study-led opening with design framing
- [ ] Case/site justification included
- [ ] Recruitment channels + process
- [ ] Response/refusal rates if significant
- [ ] Duration with range and median
- [ ] Compensation mentioned
- [ ] Ethical considerations paragraph IF vulnerable
- [ ] Positionality discussion included
- [ ] Specific codes listed
- [ ] Subsection headers used
---
Common Revision Moves
To Shorten (over word count)
| Cut This | Save ~X Words |
|---|---|
| Method justification opening | 30-50 |
| Redundant recruitment detail | 20-40 |
| Prose demographics (use table) | 100-200 |
| Intercoder reliability detail | 30-50 |
| Coding process elaboration | 50-100 |
To Lengthen (under word count)
| Add This | Add ~X Words |
|---|---|
| Recruitment channel specifics | 30-50 |
| Sample interview question | 20-40 |
| Location details | 20-30 |
| Compensation information | 15-25 |
| Duration median (not just range) | 10-15 |
---
Output Files to Create
1. methods-final.md - Revised Methods section ready for submission 2. revision-memo.md - Notes on changes made and quality assessment
Revision memo structure:
# Methods Section Revision Memo
## Word Count
- Draft: [X] words
- Target: [Y] words
- Final: [Z] words
## Components Verified
- [List all required components present]
## Changes Made
- [Bullet list of revisions]
## Quality Assessment
- Opening: [study-led / method-justified]
- Saturation: [claimed / alternative / silent]
- Positionality: [included / omitted / not applicable]
- Table: [yes / no / n/a for pathway]
## Remaining Concerns
- [Any issues user should review]---
When You're Done
Report to the orchestrator:
- Final word count
- All required components present (yes/no)
- Major revisions made
- Quality assessment summary
- Any remaining concerns for user
Example summary:
"Revision complete. Final: 1,347 words (target: 1,350). All Standard pathway components present. Revisions: replaced method-justification opening with study-led opener, added software name, compressed recruitment by 40 words. Quality: study-led opening, no saturation claim, positionality appropriately omitted. No remaining concerns. Methods section ready for submission."
Component Checklist
This guide specifies what to include for each component of a Methods section. All examples are drawn from the 77-article corpus of Social Problems and Social Forces interview studies.
---
1. Case Selection / Study Rationale
What to Include
| Pathway | Required | Optional |
|---|---|---|
| Efficient | Brief population mention | -- |
| Standard | Population + setting | Brief case justification |
| Detailed | Full case selection logic | Unit of analysis; comparison rationale |
How to Phrase It
Efficient (minimal):
"I draw from 41 interviews with Black middle-class adults."
Standard (brief justification):
"This paper draws on 47 interviews conducted with guest mothers in Chicago between 2019 and 2021. Chicago provides an important case given its high rates of housing instability and diverse demographic composition."
Detailed (full logic):
"The six cases provide an ideal set of comparisons for several reasons. First, they experienced mobilization during the same period. Second, they share similar political opportunity structures. Third, they vary systematically in the variable of interest."
Example Sentences from Corpus
Why this case:
- "an important place to study given its [characteristic]"
- "this is an important opportunity to examine..."
- "uniquely suited for investigating"
- "provides an ideal set of comparisons"
Why interviews (not surveys):
- "inadequate for identifying the discursive and cognitive processes"
- "surveys are prone to social desirability bias"
- "unable to disentangle the sequential relationship"
---
2. Sample Size and Composition
What to Include
| Pathway | Required | Optional |
|---|---|---|
| Efficient | N; basic demographics in prose | -- |
| Standard | N; demographics (prose or table) | Table recommended |
| Detailed | N; table required; population comparison | Response rates |
How to Phrase It
Sample N:
"In total, 47 participants were interviewed."
"We draw from 71 multigenerational in-depth interviews."
"This study is based on repeated interviews with 51 people."
Demographics in prose (Efficient):
"The sample was majority male (87 percent) and white (55 percent). Respondents ranged in age from 28 to 64."
Demographics with table reference (Standard/Detailed):
"Table 1 presents selected characteristics of our participants."
"As shown in Table 1, all respondents are Black, and most are women (64 percent)."
Population comparison (Detailed):
"Relative to the population of [group], our sample over-represents women and under-represents those without college degrees."
"Sample racial demographics were generally reflective of the county jail population."
Example Sentences from Corpus
Direct statements:
- "In total, X participants were purposively sampled"
- "The data include interviewees who range in age from..."
- "Most respondents were racial minorities (Black, X percent; Latino/a Y percent)"
With breakdown:
- "X interviews with [group A] = N individuals; Y interviews with [group B] = M individuals"
- "In total, X interviewees—Y from [site A] and Z from [site B]"
---
3. Recruitment Strategy
What to Include
| Pathway | Required | Optional |
|---|---|---|
| Efficient | Named approach | -- |
| Standard | Named approach + channels | Eligibility criteria |
| Detailed | Approach + channels + process | Response/refusal rates |
Named Approaches
- Purposive: "purposively sampled"
- Snowball: "snowball sampling"
- Convenience: "convenience sampling approach"
- Stratified/Random: "a stratified random sample was drawn"
- Combination: "purposive and snowball sampling techniques"
How to Phrase It
Efficient:
"To find middle-class participants, I used purposeful snowball sampling, recruiting from Black alumni associations and professional organizations."
Standard:
"Participants were recruited through personal contacts, recruitment ads on social media, and subsequent snowball sampling. To qualify, participants must have [eligibility criteria]."
Detailed:
"Recruitment took place in several stages. The first group included [group A], recruited via [channel]. We then interviewed [group B], identified through [process]. In total, 215 [population] were asked to participate; 75 refused, resulting in a final sample of 140."
Example Sentences from Corpus
Channels:
- "recruited from a number of organizations, some of which actively engaged in [activity]"
- "recruiting from Black alumni associations of large universities, Black faculty organizations, campus staff groups"
- "Several nonprofit organizations advocating for immigrant rights supported our recruitment"
Gatekeeper-mediated:
- "Local partners facilitated access to [group A]. [Group A] facilitated access to [group B]"
- "The Los Angeles County Sheriff's Department provided the research team with bi-weekly lists"
Response rates:
- "X interviewees refused, resulting in a final sample of Y"
- "The youth response rate for this study is just over X percent"
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4. Interview Protocol
What to Include
| Pathway | Required | Optional |
|---|---|---|
| Efficient | Duration | Topics (brief) |
| Standard | Duration; topics; recording | Location; compensation |
| Detailed | All of above; instrument provenance | Sample questions |
Duration Reporting
Range only:
"Interviews ranged from 45 minutes to two hours."
Range with average:
"Interviews lasted from one to three hours; the median was 97 minutes."
By participant type (Detailed):
"Parent interviews averaged 1 hour; youth interviews ranged from 40 minutes to 2.5 hours."
Topics Covered
Efficient (brief):
"Interviews covered family experiences and housing decisions."
Standard (listed):
"The interview guide asked questions about: 1) career pathways; 2) organizational experiences; and 3) professional identity."
Detailed (with sample questions):
"We began with broad questions such as 'Can you tell me about your family?' and then asked specific questions about [topic]. Youth interviews began by asking each respondent to 'describe a typical day.'"
Recording and Transcription
Standard formula:
"All interviews were audio recorded and transcribed."
With exceptions:
"All but two interviews were audio-recorded and transcribed; detailed notes were recorded by hand for the remaining two."
Location
"Interviews were conducted at libraries, cafes, and in participants' homes or offices."
"Interviews took place in person while they were confined in [facility]."
Compensation
"Respondents were paid $25 in cash for each interview."
"Participants received a $30 gift card."
"Adults received a $50 gift card and children received a $25 gift card."
Language
"Interviews were conducted in English or Spanish, depending on the respondent's preference."
"I employed Spanish-speaking translators to accompany me in five parent interviews."
---
5. Analysis Approach
What to Include
| Pathway | Required | Optional |
|---|---|---|
| Efficient | Named approach with citation | Software |
| Standard | Approach + citation + software + process | Intercoder reliability |
| Detailed | All above + specific codes | Prevalence statistics |
Named Approaches with Citations
Abductive:
"Following an abductive approach (Timmermans and Tavory 2012)"
"I coded and analyzed the transcripts using abductive techniques (Tavory and Timmermans 2014)"
Grounded theory:
"I used grounded theory methods (Charmaz 2006; Strauss and Corbin 1990) with open, axial, and selective coding"
Thematic:
"Initially coded following an inductive thematic approach (Braun and Clarke 2006)"
Flexible coding:
"We used flexible coding procedures, as outlined by Deterding and Waters (2018)"
Software
"Interviews were coded using Dedoose software."
"Interview transcripts were analyzed in ATLAS.ti."
"We imported transcripts and fieldnotes into NVivo for coding."
Coding Process
Efficient:
"Following an abductive approach (Timmermans and Tavory 2012), I coded using Dedoose."
Standard:
"Analysis involved a two-step process. Initial coding revolved around reading each transcript in its entirety and developing broad thematic codes. This was followed by a second step of more focused line-by-line coding."
Detailed:
"Open coding was first employed to identify initial concepts. These codes included trust, rejection, loneliness, shame, hopelessness, excitement, among others. The remaining transcripts were then coded deductively using these theoretically-driven codes."
Intercoder Reliability (Standard/Detailed, if team)
"We monitored inter-coder reliability throughout by meeting frequently to discuss the coding process."
"All transcripts were coded by at least two research team members and reviewed on a weekly basis."
---
6. Positionality
When to Include
| Pathway | Include When |
|---|---|
| Efficient | Rarely (only if essential) |
| Standard | Interviewer-respondent mismatch; identity shaped access |
| Detailed | Encouraged, especially with vulnerable populations |
What to Include
1. Identity disclosure: Who are the researchers? 2. Potential constraints: How might identity have limited data? 3. Potential benefits: How might identity have helped? 4. Mitigation/interpretation: What does this mean?
How to Phrase It
Brief identity disclosure:
"All three interviewers identify as white, and two as female."
"Both researchers interviewed participants. We are both immigrants."
Constraining effects:
"May have restricted the stories our interviewees felt able to tell."
"Queer men of color likely spent considerable time explaining their particular challenges."
Enabling effects:
"May have elicited a particular desire to justify the meritocratic nature of one's success."
"Participants may have viewed my comparative privilege as an opportunity to communicate their experiences to a broader audience."
Mitigation:
"I directly and generously quote respondents as a way to ensure that the sociological claims reflect the lived experiences of those most affected."
---
7. Ethical Considerations
When to Include
- Vulnerable population (incarcerated, undocumented, survivors)
- Non-standard consent (verbal, waived)
- Information security measures
- Topics deliberately not asked
What to Include
IRB:
"The study received institutional review board approval."
Consent (if non-standard):
"We obtained verbal rather than written consent and did not maintain records of personal information."
Information security:
"Potential participants contacted us through a dedicated cellphone line or an encrypted email account."
Topics not asked:
"We did not ask for details regarding a participant's current or past charges."
Support provision:
"Each family also received a resource packet with information about housing, legal, and food assistance programs."
---
8. Confidentiality Statement
When to Include
- Efficient: Required (brief)
- Standard: Recommended
- Detailed: Optional (ethics section may cover)
How to Phrase It
"For the sake of confidentiality, all respondents' names have been changed."
"To ensure confidentiality, I have used pseudonyms throughout."
"Participants were given pseudonyms."
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Quick Reference: Required Components by Pathway
| Component | Efficient | Standard | Detailed |
|---|---|---|---|
| Sample N | Yes | Yes | Yes |
| Demographics | Prose | Prose + table | Table + comparison |
| Recruitment approach | Named | Named + channels | Channels + rates |
| Duration | Range | Range | Range + median |
| Topics | Brief | Listed | Listed + questions |
| Recording | Optional | Yes | Yes |
| Location | Optional | Yes | Yes |
| Compensation | Optional | Yes | Yes |
| Analysis approach | Named + citation | + software + process | + codes |
| Positionality | No | Conditional | Encouraged |
| Ethics paragraph | No | If needed | If vulnerable |
| Confidentiality | Yes | Yes | In ethics |
Opening Moves
This guide provides templates and examples for how to open Methods sections. All examples are drawn from the 77-article corpus of Social Problems and Social Forces interview studies.
Key finding: 88% of corpus articles use study-led openings—leading with the data or sample, not with methodological justification.
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Opening Types by Prevalence
| Opening Type | Prevalence | Description |
|---|---|---|
| Study-led | 88% | Opens with sample, data, or study description |
| Context-led | 6% | Opens with setting or case context |
| Sample-led | 4% | Opens directly with sample size |
| Method-justified | 2% | Opens with why interviews are appropriate |
Recommendation: Use study-led openings. Method-justified openings are rare and typically unnecessary.
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Study-Led Openings (88%)
Pattern 1: Direct Data Introduction
Formula: "[Pronoun] [draw from / conducted / analyze] [N] [interview type] with [population]."
Examples from corpus:
"I draw from 41 in-depth interviews with Black middle-class adults."
"This paper draws on 47 in-depth, semi-structured interviews conducted in Chicago."
"We draw from 71 multigenerational and multi-perspective in-depth interviews."
"Data were collected as part of a larger project conducted at [site]."
Best for: Efficient pathway; Standard pathway without case justification need
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Pattern 2: Study Framing + Data
Formula: "[Brief conceptual or empirical frame]. [Data introduction with N, population, location/dates]."
Examples from corpus:
"While the recent revival of elite studies has been dominated by economic definitions, here we draw on a wider conception that combines positional and reputational definitions. Specifically, we analyze 71 interviews from two complementary research projects about pathways to top occupational positions."
"This study examines how guest mothers negotiate identity and dignity in shared living arrangements. I conducted 47 in-depth interviews with mothers who doubled up with family or friends in Chicago."
Best for: Standard pathway; articles requiring brief literature positioning
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Pattern 3: Temporal Framing
Formula: "Between [dates], [pronoun] [conducted / interviewed] [N] [population]."
Examples from corpus:
"Between January 2018 and March 2020, I conducted 62 in-depth interviews with formerly incarcerated individuals."
"From 2017 to 2019, we interviewed 89 young adults who had aged out of foster care."
Best for: Standard and Detailed pathways; longitudinal studies
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Pattern 4: Multi-Study Introduction
Formula: "[Study description]. [Study 1 details]. [Study 2 details]."
Examples from corpus:
"This article draws on two complementary datasets. The first consists of 36 interviews conducted in the United States between 2014 and 2016. The second includes 35 interviews conducted in Denmark between 2015 and 2017."
Best for: Detailed pathway; comparative or merged-data designs
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Context-Led Openings (6%)
When to Use
- Site characteristics are essential for interpretation
- Geographic/political context shapes the study
- Institutional setting requires explanation
Pattern
Formula: "[Context description]. [Transition to data]."
Examples from corpus:
"The House of Correction population is significant in its size. The vast majority of those sentenced to serve time in Massachusetts do so at the county level. In this setting, I conducted 86 interviews with detained individuals."
"With about 2.5 million (approximately 4% of the total US immigrant population), Illinois has the fifth largest number of immigrants nationwide. In this context, we interviewed 47 undocumented parents and their children."
Best for: Detailed pathway; institutionally-situated studies
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Sample-Led Openings (4%)
When to Use
- Sample composition is the key methodological contribution
- Sample size or characteristics are remarkable
Pattern
Formula: "[Sample description, foregrounding characteristics]. [Study details follow]."
Examples from corpus:
"The sample includes 140 individuals detained in the county jail on gun-related charges. All completed an interview during their detention."
"In total, 65 youth who had been referred to diversion programs participated in interviews."
Best for: Detailed pathway; studies where sample access is notable
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Method-Justified Openings (2% - AVOID)
Why to Avoid
- Readers assume interviews are appropriate for qualitative research questions
- Justification wastes word count
- Signals insecurity about method choice
Examples to AVOID
Do NOT write:
"Qualitative methods are appropriate for this study because they allow for in-depth exploration of meaning-making processes."
"Interviews allow researchers to understand how participants interpret their experiences."
"To understand the mechanisms underlying [phenomenon], I used in-depth interviews."
Exception
Method-justified openings may be appropriate when:
- Converting from quantitative-dominant subfield
- Addressing explicit reviewer concern
- Making methodological contribution
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Opening Move Templates by Pathway
Efficient Pathway
Template 1:
"I draw from [N] [interview type] interviews with [population]."
Template 2:
"This study draws on [N] interviews conducted with [population] between [dates]."
Template 3:
"We conducted [N] interviews with [population] in [location]."
---
Standard Pathway
Template 1 (framing + data):
"While [prior research approach], here we draw on [alternative approach]. Specifically, we analyze [N] interviews from [project description]."
Template 2 (temporal):
"Between [dates], I conducted [N] [interview type] interviews with [population] in [location]. This study examines [focus]."
Template 3 (project context):
"Data were collected as part of [broader project name/description]. I draw specifically from [N] interviews with [subgroup]."
---
Detailed Pathway
Template 1 (research design):
"This study [research goal] using original, [design type] evidence from [cases/context]. The unit of analysis is [unit]. [Data description]."
Template 2 (multi-site):
"This article draws on two complementary datasets collected in [location A] and [location B]. The first consists of [N] interviews... The second includes [M] interviews..."
Template 3 (context-led):
"[Context/setting description establishing importance]. In this setting, I conducted [N] interviews with [population] between [dates]."
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Transition from Opening to Body
After the opening sentence(s), typical transitions include:
To population definition:
"Traditionally, sociologists define [concept] through..."
"I classify [group] as..."
To case justification:
"This is an important place to study given..."
"The [N] cases provide an ideal set of comparisons..."
To recruitment:
"Participants were recruited through..."
"I used [sampling approach], recruiting from..."
To sample overview:
"In total, [N] participants were..."
"Table 1 presents selected characteristics..."
---
Common Mistakes
Mistake 1: Burying the Sample Size
Problem: Sample N appears mid-paragraph or later. Solution: Include N in first or second sentence.
Mistake 2: Vague Population Description
Problem: "I interviewed people about their experiences." Solution: Specify population clearly: "I interviewed 47 mothers who had doubled up with family or friends."
Mistake 3: Excessive Qualification
Problem: "This exploratory study uses qualitative methods to begin to understand..." Solution: State directly: "This study examines..."
Mistake 4: Method Defense
Problem: "Interviews are appropriate because..." Solution: Skip justification; lead with data.
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Quick Reference: Opening Sentence Starters
| Pattern | Example Start |
|---|---|
| Direct data | "I draw from..." |
| Direct data | "This study draws on..." |
| Direct data | "We analyze..." |
| Temporal | "Between [dates]..." |
| Framing | "While [prior approach], here we..." |
| Multi-study | "This article draws on two..." |
| Context | "[Setting description]..." |
| Project | "Data were collected as part of..." |