brycewang-stanford/auto-empirical-research-skills/academic-paper-writer

\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.

\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}

\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].