/parallel-streams

Parallel Streams Analysis

This command guides you through the dual-stream approach from the Atelier methodology, where theoretical patterns from literature and empirical patterns from your data develop in parallel before synthesis.

Overview

In Stage 2, Phase 1, you work with two streams simultaneously:

• Stream A (Theoretical): Extract patterns from foundational literature
• Stream B (Empirical): Extract patterns from your coded documents

These streams develop independently before synthesis, allowing genuine dialogue between theory and data.

Stream A: Theoretical Pattern Extraction

Purpose

Systematically extract theoretical patterns from your foundational literature that may inform your empirical analysis.

Process

1. Identify foundational articles (3-5 key papers)
2. Extract theoretical constructs and their relationships
3. Note the philosophical commitments of each framework
4. Document how constructs are operationalized in the literature

Questions to Guide Stream A

• What theoretical patterns emerge from the literature?
• How do different authors conceptualize your phenomenon?
• What dimensions or variations does the literature suggest?
• Where do theoretical frameworks converge or diverge?

Tools

• For PDF articles: Use MinerU (if API key configured) or manual conversion (Adobe Acrobat, Google Docs OCR)
• Use Sequential Thinking to work through complex theoretical frameworks
• Optional: Exa/Jina for literature search and fetching

Stream B: Empirical Pattern Extraction

Purpose

Continue building patterns from your coded documents, now with AI assistance through @dialogical-coder.

Process

1. Review your Stage 1 codes and initial framework
2. Code additional documents using @dialogical-coder
3. Track emergent patterns that weren't in your initial framework
4. Note variations and exceptions that challenge existing categories

Questions to Guide Stream B

• What patterns are you seeing across documents?
• How do patterns vary by context, participant, or situation?
• What surprises you or challenges your initial framework?
• Where do informants' language and concepts differ from literature?

Tools

• @dialogical-coder for 4-stage reflexive coding
• Sequential Thinking for working through complex coding decisions
• Lotus Wisdom when patterns seem contradictory

Tracking Your Streams

Create a tracking document or use your project notes to maintain:

Stream A (Theoretical)
----------------------
Article: [Title]
Key constructs: [list]
Relationships: [describe]
Philosophical stance: [note]

Stream B (Empirical)
--------------------
Documents coded: [X of Y]
Emergent patterns: [list]
Surprises/challenges: [describe]

When to Move to Synthesis

You're ready for synthesis (/qual-synthesize) when:

• You've processed your foundational literature
• You've coded a substantial portion of your documents
• Both streams have generated distinct patterns
• You notice tensions or connections between streams

Philosophical Note

Parallel streams prevent two common errors:

1. Forcing data into theory (deductive imperialism)
2. Ignoring relevant theory (naive inductivism)

The dialogue between streams creates the interplay central to Gioia methodology.

Next Steps

After working with parallel streams:

1. Document patterns from both streams
2. Note initial connections and tensions
3. Run /qual-synthesize to integrate streams