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Jru workflow

Skill brycewang-stanford/Awesome-Journal-Skills/Journal-of-Risk-and-Uncertainty-Skills/skills/jru-workflow

Use when deciding which jru-* sub-skill to invoke next, or when sequencing manuscript work from question through rebuttal for a Journal of Risk and Uncertainty (JRU) submission. Routes — it does not replace — the specialized skills.From its SKILL.md

Install
npx -y skills add brycewang-stanford/Awesome-Journal-Skills --skill jru-workflow

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

SKILL.md

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JRU Workflow Router (jru-workflow)

Overview

This is the router. It tells you which jru- skill to use at the current stage* of a manuscript aimed at the Journal of Risk and Uncertainty (JRU) — the field's leading specialized outlet for decision-making under risk and uncertainty. Founded in 1988 and edited since by W. Kip Viscusi (Vanderbilt), published by Springer (Springer Nature Link; ISSN 0895-5646 print / 1573-0476 electronic), JRU is the home journal of expected utility and its alternatives (prospect theory, rank-dependent utility, ambiguity / Knightian uncertainty), of risk-preference measurement, of the value of a statistical life (VSL), and of insurance, precaution, and intertemporal risk. It publishes decision theory, lab and field experiments, and empirical / structural estimation side by side.

Default assumption: unless the user says otherwise, treat the target as JRU. Operational tells that you are at JRU and not a sibling: the paper's object is a risk or uncertainty primitive — a utility/probability-weighting representation, an elicited risk or ambiguity parameter, a VSL, an insurance-demand elasticity — not a market design, a game-theoretic equilibrium, or a generic behavioral anomaly. Volatile process specifics (exact word/abstract limits, OA fees, board members) are marked (检索于 2026-06;以官网为准) or 待核实; never invent them.

When to trigger

  • The user asks "what should I do next?" on a JRU-bound draft
  • A draft needs its current bottleneck diagnosed (theory vs. elicitation vs. estimation)
  • Work is ping-ponging between the decision model, the experiment, the empirics, and the response letter
  • A JRU decision letter arrived and the user needs to switch into revision mode

Routing table

Current symptomNext skill
Question feels like a generic anomaly, not a risk/uncertainty primitivejru-topic-selection
Contribution vs. EU/PT/ambiguity literature is fuzzy or oversoldjru-literature-positioning
The decision-theoretic representation or axioms are loosejru-theory-model
What identifies the risk/ambiguity parameter (elicitation or structural) is unclearjru-identification
Results may be sensitive to spec, sample, incentive frame, or inferencejru-robustness
Exhibits bury the choice patterns / parameter estimatesjru-tables-figures
Prose buries the decision model; abstract/intro do not landjru-writing-style
Experiment data, z-Tree/oTree code, or structural code need packagingjru-replication-package
Want to anticipate the likely referee objections before submissionjru-referee-strategy
Ready to submit via Springer's portal; need a preflightjru-submission
Received an R&R / reject-and-resubmit; need a response strategyjru-rebuttal

Default order

  1. jru-topic-selection — lock a genuine risk/uncertainty primitive
  2. jru-literature-positioning — stake the contribution vs. EU and its alternatives
  3. jru-theory-model — get the decision-theoretic representation right
  4. jru-identification — what elicits or estimates the parameter
  5. jru-robustness — incentive-, spec-, and inference-robustness
  6. jru-tables-figures — make choice patterns and estimates legible
  7. jru-writing-style — make the idea land (abstract + intro last)
  8. jru-replication-package — assemble experiment instructions + data + code
  9. jru-referee-strategy — wargame the report before it arrives
  10. jru-submission — Springer portal preflight
  11. jru-rebuttal — after the decision letter

jru-writing-style is a late-stage polish; do not rewrite the intro before the representation and the elicitation/estimation settle.

Anti-patterns

  • Treating JRU as interchangeable with Experimental Economics (which is method-general — it cares whether the experiment is well-run, not whether the object is a risk primitive)
  • Treating JRU as JEBO (broad behavioral / organizational) or Theory and Decision (pure axiomatics with no measurement)
  • Polishing exhibits while the parameter estimates are still moving
  • Letting an appendix carry the axiom or the incentive-compatibility argument the main text must establish

Routing by paper archetype

JRU spans four risk-and-uncertainty branches, and the binding constraint differs by branch. Read the archetype, then enter the chain at the right link.

ArchetypeLikely first bottleneckEnter at
decision-theory / representationaxioms ↔ functional form ↔ behavioral contentjru-theory-model
lab/field experiment eliciting risk or ambiguityincentive-compatible mechanism + estimandjru-identification → jru-robustness
structural / empirical risk preferences (VSL, insurance)what variation identifies the parameterjru-identification
replication / methods comparison of elicitation devicesdesign + data + code transparencyjru-replication-package → jru-robustness

Worked routing example (illustrative)

A user says: "We elicit ambiguity aversion with a matching-probabilities task and estimate an α-MEU model, but a referee says the elicitation is not incentive-compatible and the model is unfalsifiable." That is two distinct JRU pushbacks — the mechanism does not truthfully reveal the preference (owned by jru-identification) and the representation has no behavioral content (owned by jru-theory-model). Fix the representation first so the estimand is well-defined, then defend the mechanism; only once the headline ambiguity parameter is stable do you return to jru-tables-figures and jru-rebuttal.

Sibling-venue routing (when JRU may be the wrong home)

Part of routing is catching a paper that should not be at JRU at all. If the diagnosis below fits, the binding step is jru-topic-selection (to re-anchor) or a different venue entirely:

TellLikely better home
The contribution is the experimental technique, not a risk primitiveExperimental Economics
Several behavioral findings, no single decision-theoretic claimJEBO
Pure axiomatization with no measurable implicationTheory and Decision
A managerial decision tool rather than a positive risk claimManagement Science (decision analysis)

If the primitive is the headline and the application is merely the setting, JRU is right — route into the chain at jru-topic-selection.

Minimal decision snippet

if decision_letter_arrived:        -> jru-rebuttal
elif ready_to_submit:              -> jru-submission
elif anticipating_referees:        -> jru-referee-strategy
elif exhibits_unclear:             -> jru-tables-figures
elif results_fragile:              -> jru-robustness
elif parameter_id_unclear:         -> jru-identification
elif representation_loose:         -> jru-theory-model
elif contribution_fuzzy:           -> jru-literature-positioning
else:                              -> jru-topic-selection

What ships with it

Read from the repository

Just SKILL.md. No reference files, no scripts.

Keep looking

Skills are one crate of 325,949. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.