From annals-aag-skills
Defends the research design of an Annals of the American Association of Geographers manuscript across spatial/quantitative, remote-sensing, qualitative, and mixed-methods traditions.
How this skill is triggered — by the user, by Claude, or both
Slash command
/annals-aag-skills:aaag-research-designThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
The Annals spans four areas and accepts many methodologies, but is demanding about each. The design
The Annals spans four areas and accepts many methodologies, but is demanding about each. The design
must credibly connect the geographic argument (aaag-theory-building) to the evidence, and must take
space and scale seriously — spatial dependence, the MAUP, projection, and sampling are design
issues, not afterthoughts. This skill is mode-aware: pick the section that matches your work.
aaag-literature-positioningaaag-transparency-and-data), including consent and geoprivacy.For the single strongest rival explanation, write: "If the rival held rather than my argument, the [spatial pattern / measurements / accounts] would look like ___; instead they look like ___." If the design cannot distinguish them — including ruling out a scale or spatial-autocorrelation artifact — it does not yet identify the contribution.
| Likely objection | Area | The fix |
|---|---|---|
| "Your OLS ignores spatial autocorrelation." | Methods/Human | Test residual Moran's I; move to a spatial model and report diagnostics. |
| "This is a unit-of-analysis artifact (MAUP)." | Methods/Nature-Society | Re-run across areal units/bandwidths; show stability or scope the claim by scale. |
| "Random CV overstates accuracy on spatial data." | Methods/RS | Use blocked/spatial CV; report the spatial structure of error. |
| "No independent validation of the classification." | RS/Physical | Add a held-out reference sample + area-adjusted accuracy. |
| "Convenience case; what is it a case of?" | Human/Nature-Society | State the case-selection logic and the population it represents. |
| "Whose voice / positionality?" | Human | Make reflexivity and interpretation-checking explicit. |
【Mode】spatial-quant / remote-sensing-physical / qualitative / mixed
【Estimand or claim】what is identified/shown
【Spatial integrity】dependence / MAUP-scale / projection / validation handled? [Y/N]
【Rival ruled out】the adjudication sentence (incl. scale/spatial-artifact)
【Robustness】planned checks
【Next】aaag-data-analysis
../../resources/external_tools.md — spatial-analysis, GIS, remote-sensing, and CAQDAS tooling by area../../resources/official-source-map.md — areas, scope, and review modelnpx claudepluginhub brycewang-stanford/awesome-journal-skills --plugin annals-aag-skillsSets analysis and reporting norms for Annals of the American Association of Geographers manuscripts covering spatial statistics, remote-sensing accuracy, and qualitative coding.
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