本文へ移動
cccskills
無料GitHub で公開

"grad-action-research"

"Apply action research through Plan-Act-Observe-Reflect cycles and Participatory Action Research (PAR) to generate knowledge while improving practice. Use this skill when the user needs to design practitioner research that integrates inquiry with intervention, facilitate participatory research with stakeholders, structure iterative improvement cycles, or when they ask 'how do I research my own practice', 'how do I involve participants as co-researchers', or 'how do I combine research with practical change'.".

インストール方法を見る

含まれるファイル(2)

  • SKILL.md5.7 KB
  • examples/sample_scenario.md7.0 KB

SKILL.md(原文)

インストールする前に、エージェントに与えられる指示の中身を確認できます。

Action Research

Overview

Action research is a cyclical methodology that integrates research with practice improvement. Originating with Kurt Lewin, it follows iterative Plan-Act-Observe-Reflect cycles where practitioners investigate their own context, implement changes, and generate knowledge simultaneously. Participatory Action Research (PAR) extends this by positioning community members as co-researchers, emphasizing democratic knowledge production and social transformation.

When to Use

  • Practitioners want to systematically improve their own professional practice
  • Research must produce both knowledge and tangible change in a specific context
  • Community stakeholders need to be co-researchers, not just subjects
  • The problem is situated, practical, and requires iterative solution development

When NOT to Use

  • When the researcher is an external observer with no stake in the practice
  • When generalizable theory (not local improvement) is the sole goal
  • When participants cannot commit to multiple cycles of reflection and action
  • When organizational or political constraints prevent implementing changes

Assumptions

IRON LAW: Action research requires DUAL commitment — to generating
knowledge AND to improving practice. Research without action is
conventional research; action without reflection is just practice.
Both halves are non-negotiable.

Key assumptions:

  1. Knowledge is produced through action and reflection, not detached observation
  2. Practitioners are knowledgeable agents capable of researching their own practice
  3. Change and understanding develop iteratively through multiple cycles
  4. In PAR, those affected by the research have the right to participate in its design and conduct

Methodology

Step 1: Plan

Identify the problem or area for improvement collaboratively. Conduct reconnaissance (fact-finding about the current situation). Develop an action plan based on the diagnosis. In PAR, ensure stakeholders co-design the plan.

Step 2: Act

Implement the planned intervention or change. Document what was actually done (which may differ from the plan). Keep the intervention scope manageable for one cycle.

Step 3: Observe

Collect data systematically during and after the action. Use multiple methods: fieldnotes, interviews, surveys, documents, student work, video. Focus on both intended and unintended consequences of the action.

Step 4: Reflect

Analyze the data collaboratively. Evaluate what happened and why. Identify what worked, what did not, and what was surprising. Feed insights into the next cycle's planning. Document learning for knowledge generation.

Repeat the cycle — each iteration refines both the action and the understanding.

Output Format

## Action Research Report: [Context]

### Problem and Context
- Problem: [what needs to change]
- Setting: [where the practice occurs]
- Stakeholders: [who is involved as co-researchers]
- PAR elements: [how participation was structured, if applicable]

### Cycle Log
| Cycle | Plan | Action Taken | Key Observations | Reflections |
|-------|------|-------------|-----------------|-------------|
| 1 | [intended action] | [actual action] | [data summary] | [lessons learned] |
| 2 | [revised plan] | [actual action] | [data summary] | [lessons learned] |
| 3 | [revised plan] | [actual action] | [data summary] | [lessons learned] |

### Knowledge Generated
- Practical knowledge: [what works in this context and why]
- Theoretical contribution: [how findings extend understanding beyond this context]

### Practice Changes Implemented
1. [Change that was adopted and sustained]
2. [Change that was adopted and sustained]

### Validity Criteria
- Outcome validity: [did the action resolve the problem?]
- Process validity: [was the methodology sound?]
- Democratic validity: [were stakeholders meaningfully involved?]
- Catalytic validity: [did participants develop deeper understanding?]
- Dialogic validity: [was the research subjected to peer scrutiny?]

Gotchas

  • A single cycle is NOT action research — the iterative spiral is essential; plan for at least 2-3 cycles
  • "Participatory" in PAR means shared POWER in research decisions, not just consultation or data extraction
  • Action research validity criteria differ from conventional research — use Herr and Anderson's five criteria, not internal/external validity
  • The dual role of researcher-practitioner creates ethical complexity: informed consent, power dynamics, and confidentiality need explicit attention
  • Do NOT treat action research as a post-hoc justification for changes already made — the research must inform the action, not merely document it
  • Journal/memo writing throughout the cycles is critical for capturing the reflective dimension

References

  • Lewin, K. (1946). Action research and minority problems. Journal of Social Issues, 2(4), 34-46.
  • Kemmis, S., McTaggart, R., & Nixon, R. (2014). The Action Research Planner: Doing Critical Participatory Action Research. Springer.
  • Herr, K., & Anderson, G. L. (2015). The Action Research Dissertation: A Guide for Students and Faculty (2nd ed.). Sage.

レビュー

まだレビューはありません。使ってみた感想をお寄せください。

同じリポジトリのスキル

概要と使いどころ

"Implement and select ad bidding strategies from manual CPC to automated target-CPA and target-ROAS. Use this skill when the user needs to choose a bidding strategy, set up automated bidding, or optimize bid parameters — even if they say 'what bidding strategy should I use', 'target CPA setup', or 'smart bidding configuration'.".

日本語の概要は準備中です。原文の説明を表示しています。

charlieviettq/awesome-agent-skill262026年7月20日 更新

"Optimize advertising budget allocation across campaigns using marginal returns analysis. Use this skill when the user needs to distribute budget across multiple campaigns, optimize spend pacing, or maximize overall ROAS under budget constraints — even if they say 'how to split my ad budget', 'campaign budget optimization', or 'diminishing returns on ad spend'.".

日本語の概要は準備中です。原文の説明を表示しています。

charlieviettq/awesome-agent-skill262026年7月20日 更新

"Build CTR prediction models for estimating ad click-through rates from features. Use this skill when the user needs to predict click probability, build an ad ranking model, or evaluate ad creative performance — even if they say 'predict click rate', 'ad relevance scoring', or 'which ad will get more clicks'.".

日本語の概要は準備中です。原文の説明を表示しています。

charlieviettq/awesome-agent-skill262026年7月20日 更新

"Implement Generalized Second Price auction for ad slot allocation and pricing. Use this skill when the user needs to understand search ad auctions, compute ad positions and costs-per-click, or analyze bidding dynamics — even if they say 'how does Google Ads auction work', 'ad rank calculation', or 'second price auction for ads'.".

日本語の概要は準備中です。原文の説明を表示しています。

charlieviettq/awesome-agent-skill262026年7月20日 更新

"Implement VCG mechanism for incentive-compatible ad slot allocation with truthful bidding. Use this skill when the user needs to design a truthful auction mechanism, compute externality-based payments, or understand why platforms may prefer GSP over VCG — even if they say 'truthful auction design', 'VCG payments', or 'incentive-compatible mechanism'.".

日本語の概要は準備中です。原文の説明を表示しています。

charlieviettq/awesome-agent-skill262026年7月20日 更新

"Explain blockchain fundamentals including distributed ledger architecture, consensus mechanisms, and block structure. Use this skill when the user needs to understand blockchain concepts, evaluate whether blockchain fits a use case, or design a blockchain-based solution — even if they say 'how does blockchain work', 'do I need blockchain', or 'distributed ledger'.".

日本語の概要は準備中です。原文の説明を表示しています。

charlieviettq/awesome-agent-skill262026年7月20日 更新

charlieviettq のスキルをすべて見る

このスキルの問題を報告する