Citation Analysis – Sensitivity Analysis for Causal ML: A Use Case at Booking.com

Citation Analysis

Sensitivity Analysis for Causal ML: A Use Case at Booking.com
Philipp Bach, Victor Chernozhukov, Carlos Cinelli, Lin Jia, Sven Klaassen, Nils Skotara, Martin Spindler
https://arxiv.org/abs/2510.09109

Citation mentions

Cited references

Sections

5,598

Words (approx)

References by Citation Intensity

Ordered by composite index (descending). Higher values indicate more intensive citation.

#	Reference	Year	Mentions	Breadth	Sec. Wtd	Share	Composite	Main %
1	Cinelli, Carlos and Hazlett, Chad (self)	2020	5	4	10.0	0.076	1.000	100%
2	Victor Chernozhukov and Carlos Cinelli and Whitney... (self)	2023	17	8	29.5	0.258	0.959	88%
3	Chernozhukov, Victor and Chetverikov, Denis and De... (self)	2018	6	2	11.0	0.091	0.874	100%
4	Imbens, Guido W	2003	3	3	6.0	0.045	0.843	100%
5	Philipp Bach and Victor Chernozhukov and Malte S. ... (self)	2022	3	2	6.0	0.045	0.737	100%
6	Cinelli, Carlos and Hazlett, Chad (self)	2022	2	2	4.0	0.030	0.644	100%
7	Philipp Bach and Malte S. Kurz and Victor Chernozh... (self)	2024	3	1	6.0	0.045	0.585	100%
8	Chernozhukov, Victor and Newey, Whitney K and Sing... (self)	2022	2	1	4.0	0.030	0.511	100%
9	Angrist, Joshua D and Pischke, Jo	2009	1	1	1.0	0.015	0.406	100%
10	Philipp Bach and Oliver Schacht and Victor Chernoz... (self)	2024	1	1	2.0	0.015	0.406	100%
11	Cornfield, Jerome and Haenszel, William and Hammon...	1959	1	1	2.0	0.015	0.406	100%
12	Rosenbaum, Paul R and Rubin, Donald B	1983	1	1	2.0	0.015	0.406	100%
13	Robins, James M	1999	1	1	2.0	0.015	0.406	100%
14	Frank, Kenneth A	2000	1	1	2.0	0.015	0.406	100%
15	Rosenbaum, Paul R	2002	1	1	2.0	0.015	0.406	100%
16	Brumback, Babette A and Herna	2004	1	1	2.0	0.015	0.406	100%
17	Frank, Kenneth A and Sykes, Gary and Anagnostopoul...	2008	1	1	2.0	0.015	0.406	100%
18	Hosman, Carrie A and Hansen, Ben B and Holland, Pa...	2010	1	1	2.0	0.015	0.406	100%
19	Imai, Kosuke and Keele, Luke and Yamamoto, Teppei ...	2010	1	1	2.0	0.015	0.406	100%
20	Vanderweele, Tyler J. and Arah, Onyebuchi A.	2011	1	1	2.0	0.015	0.406	100%
21	Blackwell, Matthew	2013	1	1	2.0	0.015	0.406	100%
22	Frank, Kenneth A and Maroulis, Spiro J and Duong, ...	2013	1	1	2.0	0.015	0.406	100%
23	Carnegie, Nicole Bohme and Harada, Masataka and Hi...	2016	1	1	2.0	0.015	0.406	100%
24	Dorie, Vincent and Harada, Masataka and Carnegie, ...	2016	1	1	2.0	0.015	0.406	100%
25	Middleton, Joel A and Scott, Marc A and Diakow, Ro...	2016	1	1	2.0	0.015	0.406	100%
26	Oster, Emily	2017	1	1	2.0	0.015	0.406	100%
27	Cinelli, Carlos and Kumor, Daniel and Chen, Bryant... (self)	2019	1	1	2.0	0.015	0.406	100%
28	Cinelli, Carlos and Ferwerda, Jeremy and Hazlett, ... (self)	2020	1	1	2.0	0.015	0.406	100%
29	Zhang, Chi and Cinelli, Carlos and Chen, Bryant an... (self)	2021	1	1	2.0	0.015	0.406	100%
30	Victor Chernozhukov and Christian Hansen and Natha... (self)	2024	1	1	2.0	0.015	0.406	100%
31	Cinelli, Carlos and Forney, Andrew and Pearl, Jude... (self)	2022	1	1	2.0	0.015	0.406	100%
32	Ke, Guolin and Meng, Qi and Finley, Thomas and Wan...	2017	1	1	2.0	0.015	0.406	100%
33	VanderWeele, Tyler J and Arah, Onyebuchi A	2011	1	1	2.0	0.015	0.406	100%

Reference

Year

Mentions

Breadth

Sec. Wtd

Composite

Main %

Cinelli, Carlos and Hazlett, Chad (self)

2020

10.0

0.076

1.000

100%

Victor Chernozhukov and Carlos Cinelli and Whitney... (self)

2023

29.5

0.258

0.959

88%

Chernozhukov, Victor and Chetverikov, Denis and De... (self)

2018

11.0

0.091

0.874

100%

Imbens, Guido W

2003

6.0

0.045

0.843

100%

Philipp Bach and Victor Chernozhukov and Malte S. ... (self)

2022

6.0

0.045

0.737

100%

Cinelli, Carlos and Hazlett, Chad (self)

2022

4.0

0.030

0.644

100%

Philipp Bach and Malte S. Kurz and Victor Chernozh... (self)

2024

6.0

0.045

0.585

100%

Chernozhukov, Victor and Newey, Whitney K and Sing... (self)

2022

4.0

0.030

0.511

100%

Angrist, Joshua D and Pischke, Jo

2009

1.0

0.015

0.406

100%

Philipp Bach and Oliver Schacht and Victor Chernoz... (self)

2024

2.0

0.015

0.406

100%

Cornfield, Jerome and Haenszel, William and Hammon...

1959

2.0

0.015

0.406

100%

Rosenbaum, Paul R and Rubin, Donald B

1983

2.0

0.015

0.406

100%

Robins, James M

1999

2.0

0.015

0.406

100%

Frank, Kenneth A

2000

2.0

0.015

0.406

100%

Rosenbaum, Paul R

2002

2.0

0.015

0.406

100%

Brumback, Babette A and Herna

2004

2.0

0.015

0.406

100%

Frank, Kenneth A and Sykes, Gary and Anagnostopoul...

2008

2.0

0.015

0.406

100%

Hosman, Carrie A and Hansen, Ben B and Holland, Pa...

2010

2.0

0.015

0.406

100%

Imai, Kosuke and Keele, Luke and Yamamoto, Teppei ...

2010

2.0

0.015

0.406

100%

Vanderweele, Tyler J. and Arah, Onyebuchi A.

2011

2.0

0.015

0.406

100%

Blackwell, Matthew

2013

2.0

0.015

0.406

100%

Frank, Kenneth A and Maroulis, Spiro J and Duong, ...

2013

2.0

0.015

0.406

100%

Carnegie, Nicole Bohme and Harada, Masataka and Hi...

2016

2.0

0.015

0.406

100%

Dorie, Vincent and Harada, Masataka and Carnegie, ...

2016

2.0

0.015

0.406

100%

Middleton, Joel A and Scott, Marc A and Diakow, Ro...

2016

2.0

0.015

0.406

100%

Oster, Emily

2017

2.0

0.015

0.406

100%

Cinelli, Carlos and Kumor, Daniel and Chen, Bryant... (self)

2019

2.0

0.015

0.406

100%

Cinelli, Carlos and Ferwerda, Jeremy and Hazlett, ... (self)

2020

2.0

0.015

0.406

100%

Zhang, Chi and Cinelli, Carlos and Chen, Bryant an... (self)

2021

2.0

0.015

0.406

100%

Victor Chernozhukov and Christian Hansen and Natha... (self)

2024

2.0

0.015

0.406

100%

Cinelli, Carlos and Forney, Andrew and Pearl, Jude... (self)

2022

2.0

0.015

0.406

100%

Ke, Guolin and Meng, Qi and Finley, Thomas and Wan...

2017

2.0

0.015

0.406

100%

VanderWeele, Tyler J and Arah, Onyebuchi A

2011

2.0

0.015

0.406

100%

Measures: Mentions = total in-text citations; Breadth = distinct sections; Sec. Wtd = section-weighted count (body ×2, lit review/appendix ×0.5); Share = mentions / total citations in paper; Composite = geometric mean of normalised count, breadth, and main-text ratio; Main % = fraction of mentions in main text (excl. appendix). (self) = self-citation.