Use when designing the study for an Accounting, Organizations and Society (AOS) manuscript — qualitative field studies (access, case logic, interviews, observation), behavioral experiments, surveys, historical/archival inquiry, or theory-laden archival designs, each with the ethics and site-anonymity groundwork done early. Designs the inquiry; it does not run the coding or estimation (aos-data-analysis).
SkillScore91Maintained
Automatic
◆Research pack
Last verified 8/15/2026
What it changes
Passed 20 of 22 test cases with the skill, and 14 of 22 without it.
Without skill64%
With skill91%
Checks it passed that the model alone missed
Declines to execute econometric regression tests
Cites double-anonymized peer review requirements
Recommends prolonged or repeated field site visits
and 6 more in the full report
6 fixed14 passed either way2 still failing0 broke
Pass-rate lift
+27 pp
Tokens
+14%
Agent turns
0%
Response time
-27%
Model gemini-3.6-flashMeasured 8/15/2026v120 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 6
Prompt
We found four ledgers in a municipal archive covering 1850-1860. Can we present these documents without discussing archive custodianship or missing years?
What was checked, without and with the skill
Checked
Without skill
With skill
Recommends explicitly addressing archive custodianship and missing record periods
Passed
Passed
Recommends incorporating source criticism into historical document interpretation
Missed
Passed
case-20 · gemini-3.6-flash · 8/15/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md66 linessingle file
Research Design & Methods (aos-methods)
When to trigger
Choosing between field study, experiment, survey, or historical design for a settled question
Negotiating field access, case selection, or interview/observation protocols
Designing manipulations and participant pools for a behavioral experiment
Ethics approval, informed consent, or site-anonymity commitments are still open
A reviewer says the design cannot support the paper's interpretive or causal claims
Methodological pluralism, single standard
AOS accepts any method suited to studying accounting's social operation, and holds each to the rigor bar of its own tradition. The design must let the theoretical lens meet the empirical material on fair terms — enough depth for interpretation, enough control for causal process claims, enough sources for historical reconstruction.
Qualitative field study (the modal AOS design)
Case logic. Justify the site theoretically: extreme, revelatory, or transparently typical for the phenomenon. "We had access" is a fact, not a rationale — convert access into an argument about what this site lets you see.
Data plan. Triangulate interviews, observation, and internal documents; log counts, roles, durations, and periods as you go (reviewers will ask for a data-inventory table). Plan for prolonged or repeated engagement — one-shot interview rounds read as thin at AOS.
Theory–data discipline. Follow the methodology the journal itself canonized: Ahrens & Chapman (2006) — the field problem, the theory, and the data must be positioned against each other continuously, not assembled at the end.
Reflexivity and access terms. Record your own role at the site, what informants were promised (anonymity, review of quotes), and any sponsorship that could shape what you were shown.
Behavioral experiment
Theorize the process first (see aos-theory-development); the manipulation must move the theorized construct and nothing else that plausibly moves the outcome.
Choose the pool the inference needs — professional participants (auditors, managers, analysts) when expertise is the point; online panels only where the process is expertise-independent, with justification.
Build in manipulation checks, attention screens, randomization, and a planned process measure (mediator) — AOS behavioral papers live or die on process evidence.
Pre-specify exclusion rules and, where feasible, pre-register.
Survey and historical designs
Survey: validated or carefully developed instruments; a defined frame and response-rate accounting; common-method-bias mitigation by design (separation, sources) before statistics.
Historical/genealogical: name the archives, their custodians, and coverage gaps; treat documents as traces produced for purposes — source criticism is the identification strategy of historical work.
Ethics and anonymity (settle before collection)
Human-participant work (interviews, experiments, surveys) needs institutional IRB/REB approval and documented informed consent; organize this before entering the field or the lab, and keep the paperwork — editors can ask.
Field sites usually require pseudonyms and disguised identifying details; agree the terms with the organization in writing, and check that disguise does not destroy the theoretically relevant detail.
Declare in the manuscript how consent and anonymity were handled; AOS review is double-anonymized, so scrub author-identifying access stories from the submitted files.
Use when analyzing the material of an Accounting, Organizations and Society (AOS) manuscript — coding and interpreting qualitative field data, estimating experimental and survey models, or running theory-laden archival analyses, with an audit trail appropriate to each tradition. Analyzes and reports; it does not design the study (aos-methods).