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Where this data has been used

Examples of published work that used data from the Global Equity Valuations Database or the historical index constituents database: peer-reviewed journals, and university and central bank working papers.

This is a selection rather than a complete record. More papers have been published using Siblis data than are listed here, and new ones appear faster than we find them. If you have published something that used this data, send the reference to support@siblisresearch.com and it will be added.

2026

Indrajit Mitra & David E. Rapach
Federal Reserve Bank of Atlanta, Policy Hub 6-2026
Bahram Adrangi, Yosef Bonaparte, Arjun Chatrath & Rohan Christie David
The Quarterly Review of Economics and Finance, 107
Bahram Adrangi, Arjun Chatrath, Suphachok Ampai, Zachary Lum & Decclan McLean
The American Economist, 71(1)

2025

Hao Jiang, Dimitri Vayanos & Lu Zheng
The Review of Financial Studies, 38(12)
Tianshu Lyu & Paul Goldsmith-Pinkham
Yale University, Working Paper
Asli Eksi & Saurabh Roy
The Journal of Financial Research, 48(4)

2024

Alex Chinco & Marco Sammon
Journal of Financial Economics, 157
Connor Chung & Dan Cohn
Institute for Energy Economics & Financial Analysis
Stacy Sirmans, Greg Smersh & Daniel Winkler
Journal of Real Estate Research, 46(4)
Hafiz Raza, Gulfam Haider & Syed Zeeshan Haider
International Journal of Management Research and Emerging Sciences, 14(4)

2023

Robin Greenwood & Marco Sammon
Harvard Business School, Working Paper 23-025
Yabei Zhu, Xingguo Luo & Qi Xu
The Journal of Futures Markets, 43(1)

2022

Robert Arnott, Chris Brightman, Vitali Kalesnik & Lillian Wu
Social Science Research Network

2021

Kun Li, Shang-Jin Wei & Xin Liu
NBER Working Paper Series
Rena S. Miller, Gary Shorter & Nicole Vanatko
Congressional Research Service

2020

Evan Karson & Christopher J. Neely
Federal Reserve Bank of St. Louis, Working Paper
Benjamin Bennett, René M. Stulz & Zexi Wang
NBER Working Paper Series

2019

Jim Fischer
12th Economics and Finance Conference, International Institute for Social and Economic Sciences
Shinhua Liu
Journal of Behavioral Finance
Es-CAPE Velocity: Value-Driven Sector Rotation
Corey Hoffstein
Newfound Research
Jeremias Bekierman
Quantitative Finance, 19(4)

2018

Rob Arnott, Vitali Kalesnik & Lillian Wu
Research Affiliates

2017

Frank J. Fabozzi, Sergio M. Focardi & Caroline Jonas
CFA Institute Research Foundation, 2017(4)
John H. Nugen, Alex Pomelnikov & Kerry Webb
Journal of Business & Economic Policy, 4(1)