docs: correct Dube et al. (2025) JAE citation to issue 7 (#610)

igerber · claude · web-flow · commit 075a0ccaa6e4 · 2026-07-04T06:44:41.000-04:00
The LP-DiD primary source was cited as J. Applied Econometrics 40(5):741-758
in five doc/code sites; the published record is 40(7):741-758 (DOI
10.1002/jae.70000). Fixed in references.rst, REGISTRY.md, dube-2025-review.md,
docs/api/lpdid.rst, and the carousel generator; CHANGELOG [Unreleased] Fixed
entry supersedes the 3.6.0 release-note attribution per the repo's
historical-entry convention.

Co-authored-by: Claude Fable 5 &lt;noreply@anthropic.com&gt;
diff --git a/CHANGELOG.md b/CHANGELOG.md
@@ -5,6 +5,18 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## [Unreleased]
+
+### Fixed
+- **Dube, Girardi, Jordà & Taylor (2025) citation corrected to *J. Applied Econometrics*
+  40(**7**):741-758** (was cited as issue 5) across `docs/references.rst`,
+  `docs/methodology/REGISTRY.md`, `docs/methodology/papers/dube-2025-review.md`,
+  `docs/api/lpdid.rst`, and `carousel/generate_lpdid_carousel.py`. Verified against the
+  published record (DOI 10.1002/jae.70000; IDEAS/RePEc `wly/japmet/v40y2025i7p741-758`).
+  Historical CHANGELOG entries (the 3.6.0 release notes) intentionally retain the
+  original attribution as a record of what was claimed at release time; this entry
+  supersedes it.
+
 ## [3.6.2] - 2026-07-03
 
 ### Added
diff --git a/carousel/generate_lpdid_carousel.py b/carousel/generate_lpdid_carousel.py
@@ -816,7 +816,7 @@ def slide_01_cover(self):
         self.cell(
             WIDTH,
             8,
-            "Dube, Girardi, Jordà & Taylor (2025), J. of Applied Econometrics 40(5).",
+            "Dube, Girardi, Jordà & Taylor (2025), J. of Applied Econometrics 40(7).",
             align="C",
         )
         self.set_xy(0, HEIGHT - 51)
diff --git a/docs/api/lpdid.rst b/docs/api/lpdid.rst
@@ -61,7 +61,7 @@ estimand is a strictly non-negatively-weighted average of cohort effects.
 
 **Reference:** Dube, A., Girardi, D., Jordà, Ò., & Taylor, A. M. (2025). A Local
 Projections Approach to Difference-in-Differences. *Journal of Applied
-Econometrics*, 40(5), 741-758.
+Econometrics*, 40(7), 741-758.
 
 .. module:: diff_diff.lpdid
 
diff --git a/docs/methodology/REGISTRY.md b/docs/methodology/REGISTRY.md
@@ -1798,7 +1798,7 @@ Consolidated list of substantive deviations from the W2025 paper and from R `etw
 
 ## LPDiD
 
-**Primary source:** [Dube, A., Girardi, D., Jordà, Ò., & Taylor, A. M. (2025). "A Local Projections Approach to Difference-in-Differences." *Journal of Applied Econometrics*, 40(5), 741-758.](https://doi.org/10.1002/jae.70000) (Open Access; NBER Working Paper 31184; FRBSF Working Paper 2023-12.) Paper review on file: `docs/methodology/papers/dube-2025-review.md` (main article + official online appendix; equation/section numbering pinned to the JAE 2025 version).
+**Primary source:** [Dube, A., Girardi, D., Jordà, Ò., & Taylor, A. M. (2025). "A Local Projections Approach to Difference-in-Differences." *Journal of Applied Econometrics*, 40(7), 741-758.](https://doi.org/10.1002/jae.70000) (Open Access; NBER Working Paper 31184; FRBSF Working Paper 2023-12.) Paper review on file: `docs/methodology/papers/dube-2025-review.md` (main article + official online appendix; equation/section numbering pinned to the JAE 2025 version).
 
 **Reference implementations:** Stata `lpdid` (SSC `s459273`, the authors' reference); R `alexCardazzi/lpdid` (third-party; absorbing + non-absorbing); authors' example scripts `danielegirardi/lpdid` (R + Stata).
 
diff --git a/docs/methodology/papers/dube-2025-review.md b/docs/methodology/papers/dube-2025-review.md
@@ -1,7 +1,7 @@
 # Paper Review: A Local Projections Approach to Difference-in-Differences
 
 **Authors:** Arindrajit Dube, Daniele Girardi, Òscar Jordà, Alan M. Taylor
-**Citation:** Dube, A., Girardi, D., Jordà, Ò., & Taylor, A. M. (2025). A Local Projections Approach to Difference-in-Differences. *Journal of Applied Econometrics*, 40(5), 741-758. https://doi.org/10.1002/jae.70000 (Open Access, CC BY)
+**Citation:** Dube, A., Girardi, D., Jordà, Ò., & Taylor, A. M. (2025). A Local Projections Approach to Difference-in-Differences. *Journal of Applied Econometrics*, 40(7), 741-758. https://doi.org/10.1002/jae.70000 (Open Access, CC BY)
 **PDF reviewed:** papers/J of Applied Econometrics - 2025 - Dube - A Local Projections Approach to Difference-in-Differences.pdf (main article, 18 pp) **+** papers/lpdid_online_appendix.pdf (official Wiley online appendix, 24 pp; Appendices A-C reviewed in full, D-F = simulation/empirical replication, skimmed). Both gitignored under top-level `papers/`; do NOT commit the PDFs.
 **Review date:** 2026-06-28
 
@@ -13,7 +13,7 @@
 
 ## LPDiD
 
-**Primary source:** Dube, Girardi, Jordà & Taylor (2025), *Journal of Applied Econometrics* 40(5):741-758, https://doi.org/10.1002/jae.70000. NBER WP 31184; FRBSF WP 2023-12. Reference Stata package `lpdid` (SSC s459273); authors' example repo https://github.com/danielegirardi/lpdid (R + Stata).
+**Primary source:** Dube, Girardi, Jordà & Taylor (2025), *Journal of Applied Econometrics* 40(7):741-758, https://doi.org/10.1002/jae.70000. NBER WP 31184; FRBSF WP 2023-12. Reference Stata package `lpdid` (SSC s459273); authors' example repo https://github.com/danielegirardi/lpdid (R + Stata).
 
 **Key implementation requirements:**
 
diff --git a/docs/references.rst b/docs/references.rst
@@ -259,7 +259,7 @@ Multi-Period and Staggered Adoption
 Local Projections DiD
 ---------------------
 
-- **Dube, A., Girardi, D., Jordà, Ò., & Taylor, A. M. (2025).** "A Local Projections Approach to Difference-in-Differences." *Journal of Applied Econometrics*, 40(5), 741-758. https://doi.org/10.1002/jae.70000 (Open Access; NBER Working Paper 31184; FRBSF Working Paper 2023-12.)
+- **Dube, A., Girardi, D., Jordà, Ò., & Taylor, A. M. (2025).** "A Local Projections Approach to Difference-in-Differences." *Journal of Applied Econometrics*, 40(7), 741-758. https://doi.org/10.1002/jae.70000 (Open Access; NBER Working Paper 31184; FRBSF Working Paper 2023-12.)
 
   Primary source for the ``LPDiD`` estimator: per-horizon long-difference local-projection regressions estimated on a "clean control" sample, yielding non-negatively-weighted event-study and pooled ATTs (variance-weighted by default; reweighted regression or regression adjustment for the equally-weighted ATT; premean-differenced base periods; covariates; non-absorbing extension). Reference Stata package ``lpdid`` (SSC s459273); R ``alexCardazzi/lpdid``. Paper review on file at ``docs/methodology/papers/dube-2025-review.md``.
 

Original file line number	Diff line number	Diff line change
`@@ -816,7 +816,7 @@ def slide_01_cover(self):`
`816`	`816`	`self.cell(`
`817`	`817`	`WIDTH,`
`818`	`818`	`8,`
`819`		`- "Dube, Girardi, Jordà & Taylor (2025), J. of Applied Econometrics 40(5).",`
	`819`	`+ "Dube, Girardi, Jordà & Taylor (2025), J. of Applied Econometrics 40(7).",`
`820`	`820`	`align="C",`
`821`	`821`	`)`
`822`	`822`	`self.set_xy(0, HEIGHT - 51)`