Analysis & Interpretation (amanthro-data-analysis)
AA reviewers are expert and read across four fields, so the same results section may be read by an
ethnographer, an archaeologist, and a bioanthropologist at once. At AA, 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 amanthro-research-design.
When to trigger
- Building the results/interpretation section from fieldnotes, transcripts, material, or measurements
- A reviewer 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 AA expects
- 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.
- Pursue the alternative reading. Name the strongest rival interpretation and show why the
evidence favors yours; report where it doesn't fit cleanly. AA values honesty about ambiguity.
- Disconfirming evidence. Include cases that complicate the argument rather than curating only
confirming material; say what you learned from the friction.
- 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.
- 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.
- 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 AA.
AA four-field evidence-and-care ledger
Before writing the results section, build an AA ledger that shows how the analysis earns trust across
anonymous four-field review while protecting the people, places, materials, and communities that make
the evidence possible.
| Claim type |
Evidence burden |
AA-specific check |
| Ethnographic interpretation |
fieldnote moment, situated quote, practice, or interaction |
alternative reading named; interlocutor dignity preserved |
| Archaeological/material claim |
artifact/context record, stratigraphy, archive, or material trace |
source limits and silences stated, not hidden |
| Biological/quantitative claim |
measure validity, uncertainty, comparison set, effect size |
ancestry, population, and social categories not conflated |
| Linguistic/semiotic claim |
transcript, translation, interactional sequence, or form-function link |
transcript supports the indexical/social claim |
| Public or multimodal claim |
image, sound, exhibit, media artifact, or public-facing evidence |
consent, caption, and analytic function are explicit |
| Community/accountability claim |
collaborative interpretation, feedback, or provenance trail |
analytics attributed; extractive phrasing removed |
Use the ledger to decide what can be shown in the manuscript, what belongs in protected notes, and what
must remain undisclosed for ethical reasons. The goal is not maximal transparency; it is accountable
evidence that an AA reviewer can audit without compromising participants or collections.
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
amanthro-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
Output format
【Main claim】the interpretive/empirical result
【Evidence】what grounds it (fieldnote / utterance / material / measure)
【Four-field mode】ethnographic / material / biological-quant / linguistic / multimodal / community-accountability
【Alternative reading】named and adjudicated?
【Disconfirming evidence】included and addressed? [Y/N]
【Quant rigor】(if applicable) effect size + uncertainty + validation
【Care check】privacy, consent/provenance, attribution, and dignity protected? [Y/N]
【Reflexivity】position's effect on the analysis noted? [Y/N]
【Next】amanthro-tables-figures
What AA reviewers probe, by mode
| Mode |
The check a referee runs first |
The fix that earns trust |
| Ethnographic / interpretive |
Is the claim grounded in shown evidence, or asserted? |
Quote/describe the moment; name the rival reading |
| Archival / material |
Are the silences and biases of the source read, not ignored? |
Read against the grain; state what the archive cannot show |
| Biological / quantitative |
Is uncertainty honest and "race" handled carefully? |
Effect sizes + intervals; ancestry ≠ social race; validated measures |
| Linguistic |
Does the transcript support the indexical claim? |
Show the discourse data; tie form to social meaning |
| Multimodal |
Does the media argue, or merely illustrate? |
Make the image/sound carry analytic weight, with consent |
Calibration anchors (hedged)
- The bar is anthropological significance with honest interpretation, not within-subfield novelty
or statistical decoration; a rich case with a thin argument rarely clears AA review.
- AA practices methodological pluralism and an ethics of care — 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
1---2name: amanthro-data-analysis3description: Use when executing and reporting the analysis/interpretation for an American Anthropologist (AA) manuscript so it survives expert anonymous review — disciplined ethnographic/qualitative inference, honest interpretation, and (for biological/archaeological work) sound quantitative analysis. Guides analysis and interpretation norms; it does not fabricate evidence or quotations.4---56# Analysis & Interpretation (amanthro-data-analysis)78AA reviewers are expert and read across four fields, so the same results section may be read by an9ethnographer, an archaeologist, and a bioanthropologist at once. At AA, **interpretation is analysis**:10qualitative inference is held to a real standard, not waved through as "context." This skill covers11execution and reporting norms; design decisions live in `amanthro-research-design`.1213## When to trigger1415- Building the results/interpretation section from fieldnotes, transcripts, material, or measurements16- A reviewer asked for more evidence, alternative readings, or robustness17- Reconciling what interlocutors say with what they do, or pre-planned vs. emergent themes18- Making the analysis transparent enough to be credible without exposing protected sources1920## Analysis & interpretation norms AA expects21221. **Show the evidence behind the claim.** Ground each interpretive claim in specific, quoted, or23 described evidence (a fieldnote moment, an utterance, an artifact, a measurement) — not assertion.242. **Pursue the alternative reading.** Name the strongest rival interpretation and show why the25 evidence favors yours; report where it doesn't fit cleanly. AA values honesty about ambiguity.263. **Disconfirming evidence.** Include cases that complicate the argument rather than curating only27 confirming material; say what you learned from the friction.284. **Quote and represent fairly.** Translate and contextualize interlocutors' words; do not flatten29 them into illustrations of your theory. Attribute analytics to communities where they originate.305. **For quantitative subfields** (biological/archaeological): report effect sizes and uncertainty, not31 just significance; pre-specify where possible; correct for multiple comparisons; validate measures;32 avoid conflating ancestry with social race.336. **Reflexivity in the analysis.** Note how your position shaped which evidence was available and how34 you read it.3536## Mixed-methods / computational specifics37- If you code text or use computational tools on field/archival data, document the procedure, validate38 against close reading, and treat outputs as interpretable evidence, not ground truth.39- Keep the qualitative core legible: a table or model never replaces the interpretive argument at AA.4041## AA four-field evidence-and-care ledger4243Before writing the results section, build an AA ledger that shows how the analysis earns trust across44anonymous four-field review while protecting the people, places, materials, and communities that make45the evidence possible.4647| Claim type | Evidence burden | AA-specific check |48|------------|-----------------|-------------------|49| Ethnographic interpretation | fieldnote moment, situated quote, practice, or interaction | alternative reading named; interlocutor dignity preserved |50| Archaeological/material claim | artifact/context record, stratigraphy, archive, or material trace | source limits and silences stated, not hidden |51| Biological/quantitative claim | measure validity, uncertainty, comparison set, effect size | ancestry, population, and social categories not conflated |52| Linguistic/semiotic claim | transcript, translation, interactional sequence, or form-function link | transcript supports the indexical/social claim |53| Public or multimodal claim | image, sound, exhibit, media artifact, or public-facing evidence | consent, caption, and analytic function are explicit |54| Community/accountability claim | collaborative interpretation, feedback, or provenance trail | analytics attributed; extractive phrasing removed |5556Use the ledger to decide what can be shown in the manuscript, what belongs in protected notes, and what57must remain undisclosed for ethical reasons. The goal is not maximal transparency; it is accountable58evidence that an AA reviewer can audit without compromising participants or collections.5960## Transparency while you work (not at the end)61- Maintain an audit trail linking claims to sources (evidence tables, coded excerpts) so the argument62 is checkable without de-anonymizing protected interlocutors.63- For quantitative work: set/report seeds, pin software versions, keep exhibit numbers matched to64 outputs (see `amanthro-transparency-and-data`).6566## Anti-patterns6768- Cherry-picked quotes that illustrate the thesis with no disconfirming cases69- Interpretation asserted with no grounding evidence ("informants felt…")70- Treating qualitative evidence as merely decorative around a "real" quantitative result (or the reverse)71- Stars-only tables with no effect sizes/intervals (biological/archaeological work)72- Extracting community analytics without attribution; speaking *for* rather than *with* interlocutors73- Numbers or quotations the underlying record cannot support7475## Output format7677```78【Main claim】the interpretive/empirical result79【Evidence】what grounds it (fieldnote / utterance / material / measure)80【Four-field mode】ethnographic / material / biological-quant / linguistic / multimodal / community-accountability81【Alternative reading】named and adjudicated?82【Disconfirming evidence】included and addressed? [Y/N]83【Quant rigor】(if applicable) effect size + uncertainty + validation84【Care check】privacy, consent/provenance, attribution, and dignity protected? [Y/N]85【Reflexivity】position's effect on the analysis noted? [Y/N]86【Next】amanthro-tables-figures87```8889## What AA reviewers probe, by mode9091| Mode | The check a referee runs first | The fix that earns trust |92|------|--------------------------------|--------------------------|93| Ethnographic / interpretive | Is the claim grounded in shown evidence, or asserted? | Quote/describe the moment; name the rival reading |94| Archival / material | Are the silences and biases of the source read, not ignored? | Read against the grain; state what the archive cannot show |95| Biological / quantitative | Is uncertainty honest and "race" handled carefully? | Effect sizes + intervals; ancestry ≠ social race; validated measures |96| Linguistic | Does the transcript support the indexical claim? | Show the discourse data; tie form to social meaning |97| Multimodal | Does the media *argue*, or merely illustrate? | Make the image/sound carry analytic weight, with consent |9899## Calibration anchors (hedged)100101- The bar is **anthropological significance with honest interpretation**, not within-subfield novelty102 or statistical decoration; a rich case with a thin argument rarely clears AA review.103- AA practices methodological pluralism and an **ethics of care** — match the inference standard to the104 mode, and never trade interlocutors' dignity for a sharper claim.105- Specific transparency mechanics can change — confirm against the journal's current guidelines.106107## Supplementary resources108109- [`../../resources/external_tools.md`](../../resources/external_tools.md) — qualitative-analysis, transcription, and quantitative packages110- [`../../resources/exemplars/library.md`](../../resources/exemplars/library.md) — how verified AA papers ground interpretation
brycewang-stanford