home / skills / meleantonio / awesome-econ-ai-stuff / academic-paper-writer

academic-paper-writer skill

/_skills/writing/academic-paper-writer

This skill helps economists draft, structure, and polish academic papers with proper conventions for journals, improving clarity and submission readiness.

npx playbooks add skill meleantonio/awesome-econ-ai-stuff --skill academic-paper-writer

Review the files below or copy the command above to add this skill to your agents.

Files (2)
SKILL.md
7.5 KB
---
name: academic-paper-writer
description: Draft economics papers with proper structure and academic style
workflow_stage: writing
compatibility:
  - claude-code
  - cursor
  - codex
  - gemini-cli
author: Awesome Econ AI Community
version: 1.0.0
tags:
  - LaTeX
  - academic-writing
  - papers
  - economics
---

# Academic Paper Writer

## Purpose

This skill helps economists draft, structure, and polish academic papers with proper conventions for economics journals. It provides templates for different paper types and guidance on academic writing style.

## When to Use

- Starting a new research paper from scratch
- Restructuring an existing draft
- Writing specific sections (introduction, literature review, conclusion)
- Preparing papers for journal submission

## Instructions

### Step 1: Identify Paper Type

Ask the user:
1. Is this empirical or theoretical?
2. What is the target journal/audience?
3. What stage is the paper at? (outline, first draft, revision)
4. What sections need help?

### Step 2: Follow the IMRAD Structure

For empirical papers, use:
1. **Introduction** - Motivation, research question, contribution
2. **Literature Review** - Related work and positioning
3. **Data & Methods** - Sources, sample, empirical strategy
4. **Results** - Main findings with tables/figures
5. **Discussion** - Interpretation, mechanisms, limitations
6. **Conclusion** - Summary and implications

### Step 3: Apply Economics Writing Conventions

- **First paragraph** should state the research question and main finding
- **Use present tense** for established facts, past tense for your findings
- **Be precise** with causal language (effect vs. association)
- **Cite heavily** in the literature review
- **Lead with results** in the results section

## Example Output: Introduction Template

```latex
\section{Introduction}

% Hook - Why does this matter?
[TOPIC] is a fundamental question in economics, with implications for 
[POLICY AREA] and [BROADER RELEVANCE]. Despite extensive research, 
we still lack clear evidence on [SPECIFIC GAP].

% Research question
This paper asks: [RESEARCH QUESTION IN PLAIN LANGUAGE]? 
Specifically, we examine whether [PRECISE FORMULATION OF THE QUESTION].

% Preview of answer
We find that [MAIN RESULT IN ONE SENTENCE]. This effect is 
[economically significant / modest / heterogeneous], with 
[QUANTITATIVE SUMMARY: e.g., "a one standard deviation increase 
in X associated with a Y percent increase in Z"].

% Methodology (brief)
To identify this effect, we exploit [IDENTIFICATION STRATEGY: 
natural experiment / RCT / instrumental variable / RDD]. 
Our data come from [DATA SOURCE], covering [TIME PERIOD] 
and [SAMPLE SIZE] observations.

% Contribution / Related literature
Our paper contributes to several strands of literature. 
First, we extend the work of \citet{Author2020} by [EXTENSION]. 
Second, we provide new evidence on [MECHANISM/CHANNEL] that 
complements \citet{OtherAuthor2019}. Finally, our findings 
have implications for [POLICY/FUTURE RESEARCH].

% Roadmap
The remainder of the paper is organized as follows. 
Section~\ref{sec:background} provides background and reviews 
related literature. Section~\ref{sec:data} describes our data 
and empirical strategy. Section~\ref{sec:results} presents our 
main findings. Section~\ref{sec:robustness} discusses robustness 
checks. Section~\ref{sec:conclusion} concludes.
```

## Example Output: Results Section Template

```latex
\section{Results}
\label{sec:results}

% Lead with the main finding
Table~\ref{tab:main} presents our main results. Column (1) shows 
the baseline OLS specification without controls. The coefficient 
on [TREATMENT VARIABLE] is [POINT ESTIMATE] (s.e. = [SE]), 
statistically significant at the [1/5/10] percent level.

% Add controls incrementally
In column (2), we add [CONTROL SET 1]. The point estimate 
[increases/decreases slightly/remains stable] to [ESTIMATE]. 
Column (3) includes [CONTROL SET 2] and adds [FIXED EFFECTS]. 
Our preferred specification in column (4) includes [FULL CONTROLS] 
and yields [FINAL ESTIMATE].

% Interpret magnitude
To gauge economic significance, note that [INTERPRETATION]. 
A one standard deviation increase in [X] is associated with 
a [Y] percent [increase/decrease] in [OUTCOME], or roughly 
[COMPARISON TO MEAN/OTHER BENCHMARK].

% Brief mention of mechanisms/heterogeneity if relevant
Table~\ref{tab:hetero} explores heterogeneity by [DIMENSION]. 
We find that the effect is [larger/concentrated among] 
[SUBGROUP], suggesting that [INTERPRETATION].

\begin{table}[htbp]
\centering
\caption{Main Results: Effect of X on Y}
\label{tab:main}
\begin{tabular}{lcccc}
\hline\hline
 & (1) & (2) & (3) & (4) \\
 & OLS & + Controls & + FE & Preferred \\
\hline
Treatment & 0.052*** & 0.048*** & 0.041** & 0.039** \\
          & (0.012)  & (0.011)  & (0.015) & (0.016) \\
\\
Controls       & No  & Yes & Yes & Yes \\
Fixed Effects  & No  & No  & Yes & Yes \\
Cluster SE     & No  & No  & No  & Yes \\
\\
Observations   & 10,000 & 9,850 & 9,850 & 9,850 \\
R-squared      & 0.05   & 0.12  & 0.35  & 0.35  \\
\hline\hline
\multicolumn{5}{l}{\footnotesize Notes: * p<0.10, ** p<0.05, *** p<0.01.} \\
\multicolumn{5}{l}{\footnotesize Standard errors in parentheses.} \\
\end{tabular}
\end{table}
```

## Example Output: Conclusion Template

```latex
\section{Conclusion}
\label{sec:conclusion}

% Restate question and answer
This paper examined [RESEARCH QUESTION]. Using [METHOD/DATA], 
we found that [MAIN FINDING]. This result is robust to 
[ROBUSTNESS CHECKS].

% Implications
Our findings have several implications. For policy, they suggest 
that [POLICY IMPLICATION]. For theory, they provide support for 
[THEORETICAL MECHANISM] and challenge [ALTERNATIVE VIEW].

% Limitations (brief, honest)
Several limitations warrant mention. First, [LIMITATION 1: 
e.g., external validity]. Second, [LIMITATION 2: e.g., 
data constraints]. Future research could address these by 
[SUGGESTION].

% Future directions
This paper opens several avenues for future work. 
[DIRECTION 1]. [DIRECTION 2]. We hope our findings 
stimulate further research on [BROADER TOPIC].
```

## Writing Tips

### For Introductions
- **First sentence should grab attention** - not "This paper examines..."
- **State your contribution clearly** - what's new about this paper?
- **Be specific about magnitudes** - don't just say "large effect"
- **Acknowledge limitations** preemptively in the last paragraph

### For Results
- **Lead with numbers** - put the coefficient in the first sentence
- **Interpret economically** - what does a 0.05 coefficient mean?
- **Guide the reader** through tables column by column
- **Don't oversell** - distinguish statistical from economic significance

### For Conclusions
- **Don't introduce new results** - synthesize what you've shown
- **Be honest about limitations** - reviewers will find them anyway
- **End on the contribution** - remind readers why this matters

## Common Pitfalls

- ❌ Burying the main result in the middle of the paper
- ❌ Using "significant" without specifying statistical or economic
- ❌ Over-claiming causality without proper identification
- ❌ Literature review that's just a list of papers
- ❌ Conclusion that's just a summary

## References

- [Cochrane (2005) Writing Tips for PhD Students](https://www.johnhcochrane.com/research-all/writing-tips-for-phd-studentsnbsp)
- [Shapiro (2019) How to Give an Applied Micro Talk](https://www.brown.edu/Research/Shapiro/pdfs/applied_micro_slides.pdf)
- [Thomson (2011) A Guide for the Young Economist](https://mitpress.mit.edu/books/guide-young-economist)

## Changelog

### v1.0.0
- Initial release with introduction, results, and conclusion templates

Overview

This skill drafts, structures, and polishes economics research papers with conventions expected by academic journals. It provides templates for introductions, results, and conclusions, plus guidance on framing, tense usage, and causal claims. Use it to produce clear, submission-ready sections or to reorganize an existing draft.

How this skill works

I first identify the paper type (empirical or theoretical), target journal/audience, stage of the manuscript, and which sections need help. For empirical work I follow an IMRAD-like flow (Introduction, Literature, Data & Methods, Results, Discussion, Conclusion) and generate text that leads with the main finding, explains identification, and guides readers through tables and robustness checks. I also apply economics-specific conventions: precise causal language, tense rules, citation guidance, and magnitude-focused interpretation.

When to use it

  • Starting a new paper and drafting a structured introduction and roadmap
  • Rewriting or restructuring an existing draft for clarity and journal norms
  • Generating or polishing specific sections (literature review, data & methods, results, conclusion)
  • Preparing a manuscript for submission or responding to reviewer requests
  • Turning empirical outputs (tables/coefficients) into readable results text

Best practices

  • Begin the introduction with the research question and the main result in the first paragraph
  • State magnitudes and economic significance, not just statistical significance
  • Be conservative with causal claims; explicitly state identification assumptions
  • Lead the results section with numbers and interpret them in plain language
  • Structure the literature review to position your contribution, not just list papers

Example use cases

  • Generate a one-paragraph hook + three-paragraph introduction for an empirical paper
  • Convert regression table outputs into a concise results section that references columns and robustness
  • Rewrite a literature review to emphasize gaps and how the paper contributes
  • Draft a conclusion that restates findings, lists limitations, and proposes future directions
  • Produce a methods subsection that clearly describes identification strategy and data

FAQ

Can you tailor text to a specific journal style?

Yes. Tell me the target journal and any length or format constraints, and I will adapt tone, section ordering, and level of detail accordingly.

Do you generate citations and references?

I can insert citation placeholders and suggest reference formats, but you should provide exact citations or export a bibliography to ensure accuracy.