Curranthro Data Analysis

Analysis & Interpretation (curranthro-data-analysis)

CA reviewers and commentators are expert and read across every subfield, so the same results may be read by an ethnographer, an archaeologist, and a bioanthropologist at once — and for a Major Article, their critiques are published as signed Comments beside your paper. At CA, interpretation is analysis: qualitative inference is held to a real standard, not waved through as "context." This skill covers execution and reporting norms; design decisions live in curranthro-research-design.

When to trigger

• Building the results/interpretation section from fieldnotes, transcripts, material, or measurements
• A reviewer (or anticipated commentator) asked for more evidence, alternative readings, or robustness
• Reconciling what interlocutors say with what they do, or pre-planned vs. emergent themes
• Making the analysis transparent enough to be credible without exposing protected sources

Analysis & interpretation norms CA expects

1. Show the evidence behind the claim. Ground each interpretive claim in specific, quoted, or described evidence (a fieldnote moment, an utterance, an artifact, a measurement) — not assertion.
2. Pursue the alternative reading. Name the strongest rival interpretation and show why the evidence favors yours; report where it doesn't fit cleanly. A Major Article that pre-empts the obvious Comment is far stronger when the Comments arrive.
3. Disconfirming evidence. Include cases that complicate the argument rather than curating only confirming material; say what you learned from the friction.
4. Quote and represent fairly. Translate and contextualize interlocutors' words; do not flatten them into illustrations of your theory. Attribute analytics to communities where they originate.
5. For quantitative subfields (biological/archaeological): report effect sizes and uncertainty, not just significance; pre-specify where possible; correct for multiple comparisons; validate measures; avoid conflating ancestry with social race.
6. Reflexivity in the analysis. Note how your position shaped which evidence was available and how you read it.

Mixed-methods / computational specifics

• If you code text or use computational tools on field/archival data, document the procedure, validate against close reading, and treat outputs as interpretable evidence, not ground truth.
• Keep the qualitative core legible: a table or model never replaces the interpretive argument at CA.

CA comment-facing analysis ledger

For a CA Major Article, treat analysis as something that must survive not only peer review but also the published conversation around the paper. Build a comment-facing ledger before drafting results.

Distinguish article type: a Major Article needs an agenda-setting claim robust enough for signed Comments and a Reply; a shorter report can make a bounded empirical contribution, but still needs to state the limits that commentators would otherwise supply for you.

Transparency while you work (not at the end)

• Maintain an audit trail linking claims to sources (evidence tables, coded excerpts) so the argument is checkable without de-anonymizing protected interlocutors.
• For quantitative work: set/report seeds, pin software versions, keep exhibit numbers matched to outputs (see curranthro-transparency-and-data).

Anti-patterns

• Cherry-picked quotes that illustrate the thesis with no disconfirming cases
• Interpretation asserted with no grounding evidence ("informants felt…")
• Treating qualitative evidence as merely decorative around a "real" quantitative result (or the reverse)
• Stars-only tables with no effect sizes/intervals (biological/archaeological work)
• Extracting community analytics without attribution; speaking for rather than with interlocutors
• Numbers or quotations the underlying record cannot support — commentators will check

Output format

【Main claim】the interpretive/empirical result
【Evidence】what grounds it (fieldnote / utterance / material / measure)
【Article posture】Major Article / report-length contribution; comment exposure named?
【Alternative reading】named and adjudicated?
【Disconfirming evidence】included and addressed? [Y/N]
【Anticipated Comments】top 2-3 commentator objections and prepared evidence
【Quant rigor】(if applicable) effect size + uncertainty + validation
【Reflexivity】position's effect on the analysis noted? [Y/N]
【Reply-ready limit】what the Reply can concede without breaking the argument
【Next】curranthro-tables-figures

What CA reviewers and commentators probe, by mode

Calibration anchors (hedged)

• The bar is agenda-setting significance with honest interpretation, not within-subfield novelty or statistical decoration; a rich case with a thin argument rarely clears CA Major-Article review.
• CA practices methodological pluralism — match the inference standard to the mode, and never trade interlocutors' dignity for a sharper claim.
• Specific transparency mechanics can change — confirm against the journal's current guidelines.

Supplementary resources

• ../../resources/external_tools.md — qualitative-analysis, transcription, and quantitative packages
• ../../resources/exemplars/library.md — how verified CA papers ground interpretation

Source: brycewang-stanford/Awesome-Journal-Skills → Current-Anthropology-Skills/skills/curranthro-data-analysis/SKILL.md