Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when deciding which jams- sub-skill to invoke next, or when sequencing manuscript work from question to rebuttal for a Journal of the Academy of Marketing Science (JAMS)…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jams-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jams-workflow --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow .claude/skills/jams-workflow && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "jams-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow into .claude/skills/jams-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jams-workflow", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflowType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jams-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jams-workflow --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow .agents/skills/jams-workflow && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jams-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow into .agents/skills/jams-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jams-workflow", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jams-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jams-workflow --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow .cursor/skills/jams-workflow && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "jams-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow into .cursor/skills/jams-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jams-workflow", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jams-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jams-workflow --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow .gemini/skills/jams-workflow && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "jams-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow into .gemini/skills/jams-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jams-workflow", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jams-workflowInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jams-workflow -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow .github/skills/jams-workflow && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "jams-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow into .github/skills/jams-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jams-workflow", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jams-workflow -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jams-workflow --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow .opencode/skills/jams-workflow && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "jams-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow into .opencode/skills/jams-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jams-workflow", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
jams-workflowA skill your agent uses when deciding which jams- sub-skill to invoke next, or when sequencing manuscript work from question to rebuttal for a Journal of the Academy of Marketing Science (JAMS)…
Jams Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jams- sub-skill to invoke next, or when sequencing manuscript work from question to rebuttal for a Journal of the Academy of Marketing Science (JAMS) submission. Routes — it does not replace — the specialized skills.
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的… The licence is MIT.
11 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Jams Workflow loads about 1.8k tokens when it runs. Until then it costs about 64 tokens; SKILL.md has 740 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 740 words, ~1,845 tokens.
.claude/skills/jams-workflow/SKILL.md (or your agent's skills folder).This is the router. It tells you which jams- skill to use at the current stage* of a manuscript aimed at the Journal of the Academy of Marketing Science (JAMS) — the flagship journal of the Academy of Marketing Science (AMS), published by Springer (ISSN 0092-0703 print / 1552-7824 online; bimonthly). JAMS is the broad marketing-science outlet: marketing strategy, B2B/industrial marketing, services, retailing, channels, sales, branding, innovation, the marketing–finance interface, and consumer behavior. Its defining tradition is managerial relevance married to strong method — every paper is expected to advance theory and tell a manager (or policy maker) something they can act on.
Default assumption: unless the user says otherwise, treat the target as JAMS. Operational tells that you are at JAMS and not a sibling: submission runs through Springer Editorial Manager; review is double-anonymized (fully blinded manuscript + separate title page with ORCID); the house citation style is APA; and the contribution test is explicitly dual — theory contribution and "what should a manager do." Co-Editors-in-Chief Stephanie M. Noble and Charles H. Noble (University of Tennessee, since June 2024) lead the journal (检索于 2026-06;以官网为准). Re-verify volatile specifics on the Springer journal page (link.springer.com/journal/11747).
| Current symptom | Next skill |
|---|---|
| Scope/outlet fit uncertain; not clearly a broad marketing-science question | jams-topic-selection |
| The conceptual framework / mechanism is thin or borrowed | jams-theory-development |
| Contribution vs. the marketing literature is fuzzy or oversold | jams-literature-positioning |
| Construct validity, design, or identification need alignment to the claim | jams-methods |
| Estimation (SEM/PLS/HLM/regression/experiment/meta) needs work | jams-data-analysis |
| The theory and managerial "so what" are not both sharp | jams-contribution-framing |
| Exhibits are dense; tables do not answer the question | jams-tables-figures |
| Intro/abstract/prose bury the idea or miss the JAMS voice | jams-writing-style |
| Editorial Manager preflight: blinding, APA, files, statements | jams-submission |
| Want to understand the developmental review timeline / decisions | jams-review-process |
| Received an R&R; need a response-letter strategy | jams-rebuttal |
jams-topic-selection — lock the broad, managerially consequential marketing questionjams-theory-development — build the conceptual framework and mechanismjams-literature-positioning — stake the contribution against the marketing canonjams-methods — match construct validity and design to the claimjams-data-analysis — SEM/PLS/HLM/regression/experiment/meta, done rightjams-contribution-framing — the dual theory + managerial contributionjams-tables-figures — exhibits that answer the questionjams-writing-style — make the idea land (abstract + intro last)jams-submission — Editorial Manager preflight (blinding, APA, statements)jams-review-process — calibrate the developmental-review timelinejams-rebuttal — after the R&R
jams-writing-styleis late-stage polish; do not rewrite the intro before theory, design, and the managerial takeaway settle.
JAMS spans several genres, and the binding constraint differs by genre. Read the archetype, then enter the chain at the right link.
| Archetype | Likely first bottleneck | Enter at |
|---|---|---|
| Survey + SEM/PLS (strategy, B2B, services) | construct validity, CMV, discriminant validity | jams-methods → jams-data-analysis |
| Secondary-data econometrics (scanner, CRM, finance interface) | causal identification / endogeneity | jams-methods (identification) → jams-data-analysis |
| Behavioral experiment | manipulation validity, mediation, mechanism | jams-methods → jams-data-analysis |
| Meta-analysis | sampling frame, coding reliability, moderators | jams-methods → jams-data-analysis |
| Conceptual / framework paper | a genuinely new framework, not a literature recap | jams-theory-development → jams-contribution-framing |
A user says: "My survey SEM fits well and all paths are significant, but a reviewer says the contribution is a new-context replication and the managerial implications are generic." That is two distinct JAMS pushbacks. The contribution challenge is owned by jams-literature-positioning (find the live gap) and jams-contribution-framing (state the dual contribution and defend against "incremental"); the generic-managerial-implication challenge is owned by jams-contribution-framing and jams-writing-style (rewrite the implications section with decisions and magnitudes). A good fit also routes through jams-data-analysis to make sure each path has a managerial magnitude to cite. Note what is not the bottleneck here: the measurement model already fits, so do not start by re-running the SEM.
if decision_letter_arrived: -> jams-rebuttal
elif ready_to_submit: -> jams-submission
elif exhibits_unclear: -> jams-tables-figures
elif estimation_or_validity: -> jams-data-analysis / jams-methods
elif contribution_or_positioning: -> jams-contribution-framing / jams-literature-positioning
elif theory_thin: -> jams-theory-development
else: -> jams-topic-selectionjams-tables-figures polish exhibits while estimation is still moving【Target】Journal of the Academy of Marketing Science (JAMS)
【Archetype】survey-SEM / secondary-data / experiment / meta-analysis / conceptual
【Current bottleneck】fit / theory / positioning / design / evidence / exhibits / style / submission / revision
【Next skill】<one jams-* skill>
【Reason】why this step is the binding constraint
【Source check】official facts verified or marked 待核实 / 检索于 2026-06© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Jams Workflow next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Jams Workflow this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.8k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Peer Reviewspacering-net/codeg | 3.9k | 17 repos | ~5.9k | Automated safety check: Notes | MIT |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning an Annals of the American Association of Geographers manuscript in the literature — engaging geographic scholarship across the relevant area and the…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when responding to an Annals of the American Association of Geographers decision letter (major/minor revision) — building a point-by-point response to the subject editor and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when you need to understand how the Annals of the American Association of Geographers evaluates a manuscript — double-anonymous review routed through a subject editor by…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running the final pre-submission preflight for the Annals of the American Association of Geographers via ScholarOne Manuscripts — area/article-type selection…
Categories
A skill your agent uses when deciding which jams- sub-skill to invoke next, or when sequencing manuscript work from question to rebuttal for a Journal of the Academy of Marketing Science (JAMS)…. Jams Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jams- sub-skill to invoke next, or when sequencing manuscript work from question to rebuttal for a Journal of the Academy of Marketing Science (JAMS) submission.
Jams Workflow fits situations like: deciding which jams- sub-skill to invoke next; sequencing manuscript work from question to rebuttal for a Journal of the Academy of Marketing Science (JAMS) submission.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jams-workflow -a claude-code`. Or copy the skill folder (Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jams-workflow in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jams-workflow -a codex`. Or copy the skill folder (Journal-of-the-Academy-of-Marketing-Science-Skills/skills/jams-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jams-workflow in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jams-workflow -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jams-workflow, .gemini/skills/jams-workflow, .github/skills/jams-workflow and .opencode/skills/jams-workflow in your project.
SKILL.md names no scripts, command-line tools or credentials: Jams Workflow is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Jams Workflow is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.8k tokens (SKILL.md is roughly 7.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Jams Workflow: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,228 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.