Use when building the theoretical engine for an Administrative Science Quarterly (ASQ) manuscript — mechanisms, process vs. variance logic, constructs, and boundary conditions. Builds the argument; it does not select methods or run analysis.
SkillScore77Maintained
Automatic
◆Research pack
Last verified 8/15/2026
What it changes
Passed 17 of 22 test cases with the skill, and 5 of 22 without it.
Without skill23%
With skill77%
Checks it passed that the model alone missed
Includes asq-literature-positioning under 【Next step】.
Specifies asq-literature-positioning as the next step.
Designates asq-literature-positioning as the next step.
and 20 more in the full report
12 fixed5 passed either way5 still failing0 broke
Pass-rate lift
+55 pp
Tokens
+9%
Agent turns
0%
Response time
-29%
Model gemini-3.6-flashMeasured 8/15/2026v117 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 12
Prompt
I'm preparing an ASQ manuscript based on a multi-year qualitative study tracking how surgical teams adapt to automated diagnostic tools. Right now my draft relies on a static framework of factors, and I need to build a true explanatory model. Please evaluate my study's conceptual framework and structure your output to include: the selected theory type (process vs variance) and its rationale, the core generative mechanism detailing the actors, social structure, and driving logic, the boundary conditions where the logic holds or fails, a non-obvious insight generated by the engine, and the suggested next step for positioning the paper.
What was checked, without and with the skill
Checked
Without skill
With skill
Uses the bracketed header 【Theory form】 to classify the study as a process theory.
Missed
Passed
Includes the bracketed header 【Core mechanism】 detailing actors, social structure, and processual logic.
Missed
Passed
Lists asq-literature-positioning in the 【Next step】 section.
Missed
Passed
case-01 · 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.md72 linessingle file
Theory Development (asq-theory-development)
When to trigger
You have a puzzle (from asq-topic-selection) but no theoretical machinery to explain it
Your "theory" is a box-and-arrow diagram with labeled constructs but no mechanism
You are unsure whether your phenomenon needs a process theory or a variance theory
Reviewers say the theory is "thin," "post hoc," or "a relabeling of the finding"
Process theory vs. variance theory
This is the central choice at ASQ. Get it right before drafting.
Variance theory explains how much of an outcome varies with antecedents: X → Y, with moderators/mediators. Appropriate for "whether and under what conditions" questions, typically quantitative.
Process theory explains how and why something unfolds over time: sequences, events, feedback, transformation. Appropriate for emergence, becoming, contestation, and dynamics — typically qualitative/inductive.
ASQ punishes variance framing forced onto a process question: if your data show a sequence of events transforming an organization but you write it as "factor A increases outcome B," reviewers will say the theory and phenomenon are mismatched. Match the form of the theory to the form of the phenomenon. ASQ's lineage makes process and interpretive theorizing fully legitimate as the main contribution — this is a real difference from journals where the variance/hypothesis template is the implicit standard. Barley's (1986) ASQ study of CT scanners, for instance, theorized structuring as a process rather than estimating an effect of technology on structure.
Mechanism first
A construct is not a mechanism. State the generative mechanism — the social/organizational process that produces the relationship or sequence:
Name the actors and what they are doing (sensemaking, competing, imitating, categorizing, coordinating, resisting). ASQ's sociology-of-organizations roots mean collective and field-level mechanisms (mimetic, normative, and coercive isomorphism in the DiMaggio & Powell 1983 sense) are as welcome as micro ones.
Name the social structure in which they act (field, hierarchy, network, category system, status order)
Specify the causal/processual logic: why does this actor, in this structure, produce this outcome or this next step?
Specify boundary conditions: where does the mechanism hold, weaken, or reverse?
A good test: could a reader predict a new, non-obvious implication from your mechanism? If not, you have a label, not a theory.
For inductive papers
If theory is emergent (grounded), this skill still applies — but in reverse order:
Theory is the output, presented after the data structure (see asq-data-analysis)
Still required: a named mechanism, a process model (often a figure with phases/feedback), and a clear statement of what is novel relative to existing organizational theory
A grounded, inductively-built theory can be the entire contribution at ASQ — it need not be a stepping stone to a later deductive test, as it might be framed elsewhere
Avoid "theory by adjective": calling a pattern "dynamic" or "recursive" without specifying the process
Use when the theoretical argument and hypotheses are the bottleneck for an Academy of Management Journal (AMJ) manuscript — building a mechanism and deriving testable hypotheses a priori. Constructs the theory; it does not run the analysis (amj-data-analysis) or write the final contribution paragraph (amj-contribution-framing).