Agent Skillsbrycewang-stanford/Awesome-Journal-Skills › aerj-theory-and-framework

aerj-theory-and-framework

GitHub

专为AERJ论文构建理论或概念框架,确保研究有坚实的理论基础。适用于撰写框架章节、回应审稿人关于理论不足的质疑、连接构念与测量/编码,以及提出假设。指导如何命名理论、使其发挥实质作用并明确对理解的贡献。

American-Educational-Research-Journal-Skills/skills/aerj-theory-and-framework/SKILL.md brycewang-stanford/Awesome-Journal-Skills

Trigger Scenarios

撰写概念或理论框架章节 审稿人指出论文“缺乏理论”或“理论不足” 将构念与量化测量或质性编码/解释相连接 陈述本研究测试或探索的命题、假设或指导性问题

Install

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aerj-theory-and-framework -g -y
More Options

Non-standard path

npx skills add https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/American-Educational-Research-Journal-Skills/skills/aerj-theory-and-framework -g -y

Use without installing

npx skills use brycewang-stanford/Awesome-Journal-Skills@aerj-theory-and-framework

指定 Agent (Claude Code)

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aerj-theory-and-framework -a claude-code -g -y

安装 repo 全部 skill

npx skills add brycewang-stanford/Awesome-Journal-Skills --all -g -y

预览 repo 内 skill

npx skills add brycewang-stanford/Awesome-Journal-Skills --list

SKILL.md

Frontmatter
{
    "name": "aerj-theory-and-framework",
    "description": "Use when building the conceptual or theoretical framework for an American Educational Research Journal (AERJ) manuscript. AERJ expects a clear framework that frames the question, guides the design and analysis, and elevates a result into a contribution to understanding. Strengthens the framework; it does not invent theory."
}

Theory & Conceptual Framework (aerj-theory-and-framework)

AERJ rewards work that is theoretically grounded — a framework that frames the question, justifies the design, and gives the findings meaning for the field. A strong result without a frame reads as a report, not a contribution. The frame can be a formal theory, a conceptual model, or an interpretive lens, depending on your methodological tradition and dominant education-research lens.

When to trigger

  • Articulating the conceptual / theoretical framework section
  • A reviewer said the paper is "under-theorized" or "atheoretical"
  • Connecting constructs to measures (quant) or to coding/interpretation (qual)
  • Stating the propositions, hypotheses, or guiding questions the study tests or explores

How to build the framework

  1. Name the frame and its provenance. Whose theory or which conceptual tradition (learning theory, organizational theory, sociocultural, critical/equity frameworks, development, etc.)? Cite its strongest statement, not a textbook gloss.
  2. Make it do work. The framework should generate the questions/propositions, motivate the design choices, and shape what counts as evidence — not sit decoratively in section 2.
  3. Define constructs operationally. For quantitative work, tie each construct to a measure/indicator (hand off to aerj-data-analysis). For qualitative work, tie constructs to what you will look for and how you will interpret it.
  4. State the contribution to understanding. Are you extending, testing, complicating, or integrating a framework? Be explicit; AERJ values conceptual advance.
  5. Attend to equity and context. Where relevant, the frame should make explicit assumptions about who, where, and under what conditions the claim holds.

The framework-does-work test

For each major design or analysis choice, write: "We do this because the framework implies ___." If a choice has no such line, either the choice or the framework is underspecified.

Anti-patterns

  • A "theory" section that never reappears in design, analysis, or discussion
  • Borrowing a framework as decoration while the analysis runs on intuition
  • Hypotheses with no derivation from the frame; or qual coding with no conceptual anchor
  • Over-claiming a grand theory from a single bounded study
  • Ignoring context/equity assumptions the framework actually carries

Framework expectations by tradition (AERJ referees)

AERJ rewards conceptual advance, but what a "framework doing work" looks like differs by method and dominant education-research lens. Calibrate yours against the row that fits your study.

Tradition / lens Frame should generate Under-theorized tell a referee flags
Quantitative, teaching/learning lens Hypotheses and construct-to-measure links Hypotheses with no derivation from the frame
Quantitative, policy/institutional lens Mechanisms the policy/organizational design tests A frame cited once, then never revisited
Qualitative Sensitizing concepts guiding what to look for "Lens" named but coding runs on intuition
Mixed Why integration is theoretically motivated Two strands with two unrelated frames

Worked framework vignette (illustrative)

An integrated-AERJ study of a school-funding equalization reform invokes an organizational-resource framework. To make it do work, the authors derive that equalization should compress between-school variance in instructional spending more than within-school variance — a testable implication. Their multilevel design then reports an illustrative drop in between-school spending variance from 0.30 to 0.18 after the reform. Because the framework generated that specific prediction, the result reads as a conceptual advance about how institutions absorb funding shocks, not a descriptive spending tally. Each design choice carries a "we do this because the framework implies ___" line.

Referee pushback and the venue fix

  • "The paper is atheoretical / under-theorized." → Show the frame generating the questions and shaping what counts as evidence, not sitting decoratively in section 2.
  • "You over-claim a grand theory." → Scope the contribution to extend/test/complicate, and state the conditions under which the claim holds.
  • "Constructs aren't operationalized." → Tie each construct to a measure (quant) or to an observable (qual); confirm framing expectations against the journal's current submission guidelines.

Output format

【Framework】name + provenance (key citation)
【Constructs】defined + linked to measures (quant) or to interpretation (qual)
【Propositions/Questions】derived from the frame
【Contribution】extend / test / complicate / integrate
【Does-work check】each design choice tied to the frame? [Y/N]
【Next】aerj-research-design

Supplementary resources

Version History

  • 1839142 Current 2026-07-05 12:19

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Metadata

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Version
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Indexed
2026-07-05 12:19

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