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Research & Insights
Keep up with in-depth academic research and insights posts published by the MKT Mediastats team.


Multi-Asset Rotation
By MKT MediaStats Research Team August 22, 2025 Recent research in financial economics suggests that attention to economic narratives, as...
MKT Research
Aug 22, 2025


How Do Media Narratives Influence the Financial Markets?
9/30/2022 Gideon Ozik, Research Associate at the EDHEC-Risk Institute, EDHEC PhD in Finance (2012) and managing partner of MKT...
MKT Research
Sep 30, 2022


Dynamic Rotation Between Megatrends
By MKT MediaStats Research Team August 1, 2024 Thematic investing has gained significant attention in the asset-management industry....
MKT Research
Sep 9, 2022


Gauging International Conflict
Hosted on State Street's Street Speak by Tim Graf, listen to Travis Whitmore and Michael Metcalfe discussing their "Conflict and curious...
MKT Strat
Mar 11, 2022


Tense Markets: highlighting the likelihood of Russia invading
Originally published on State Street Global Markets | Insights by Noel Dixon February 15, 2022 High Stakes: The White House rang the...
MKT Strat
Feb 14, 2022


Who Sets the Tone? A Textual Analysis Approach to Understanding Monetary Policy
Originally presented at the 2021State Street Research Retreat (State Street Live) by Ronnie Sadka and Marvin Loh December 13, 2021 With...
MKT MediaStats
Dec 13, 2021


Conversation about Macroeconomics, Sentiment, and Hidden Themes
Lunch and Learn: the founder of the MKT MediaStates platform, Gideon Ozik, as our keynote speaker with Noel Dixon, State Street Global...
MKT MediaStats
Dec 7, 2021


The Shifting Shortages Narrative and What it Means for Inflation
Originally published on State Street Insights by Michael Metcalfe and Gideon Ozik December 2, 2021 The persistence of supply constraints,...
MKT Strat
Dec 2, 2021


Omicron Enters the Fray
Originally published by our State Street Global Markets colleague, Marvin Loh Source: State Street Global Markets, MKT MediaStats Quick...
MKT MediaStats
Nov 30, 2021


Competition Links and Stock Returns
Forthcoming in the Review of Financial Studies By Assaf Eisdorfer, Ken Froot, Gideon Ozik, and Ronnie Sadka This paper demonstrates that...
MKT Research
Nov 1, 2021


Central Bank Monetary Tones and Yields
By Musa Amadeus, Rajeev Bhargava, Tim Graf, Michael Guidi, Michael Metcalfe, Gideon Ozik, and Ronnie Sadka This paper examines the ramifications of central bank monetary tones on future changes in yields. We observe that monetary tones in media coverage of central bank policies contain predictive information pertaining to future weekly fluctuations in yields. We find that bottom-to-top decile fluctuations in Federal Reserve monetary tones precipitate a roughly 5.58 basis poi
MKT Research
Aug 31, 2021


Predicting Performance Using Consumer Big Data
Forthcoming in the Journal of Portfolio Management By Ken Froot, Namho Kang, Gideon Ozik, and Ronnie Sadka To predict firms’ fundamentals, the authors construct three proxies for real-time corporate sales from fully distinct information sources: In-store foot traffic (IN-STORE), web traffic to companies’ websites (WEB), and consumers’ interest level in corporate brands and products (BRAND). The authors demonstrate that trading using these proxies, estimated for a sample of 33
MKT Research
Aug 18, 2021


Measuring Stock Inflation Sensitivity
By MKT MediaStats Research Team This note introduces a new stock inflation score, obtained while fusing variation in macroeconomic...
MKT Research
Aug 1, 2021


Flattening the Illiquidity Curve: Retail Trading During the COVID-19 Lockdown
Forthcoming in the Journal of Finance and Quantitative Analysis By Gideon Ozik, Ronnie Sadka, and Siyi Shen 7/5/2021 This article studies...
MKT Research
Jul 5, 2021


US Elections: Investing Amid Political Risk
A research collaboration between State Street Global Advisors (SSgA), State Street Global Markets (SSGM), and MKT MediaStats. By Daniel...
MKT MediaStats
Sep 1, 2020


The Market Price of Trade War
Trade War factor portfolio that mimics the Trade War narrative, formed as a long-short Trade War beta return spread among S&P500 stocks, has earned a significant positive return over recent years. Individual-stock daily return sensitivities to changes in Trade War discussion (Trade War betas) are computed using historical rolling windows. A Trade War factor portfolio that mimics the Trade War narrative, formed as a long-short Trade War beta return spread among S&P500 s
MKT MediaStats
Mar 18, 2020


Pricing Media-Derived Carbon Emission Betas
By Gideon Ozik, and Ronnie Sadka 1/23/2020 Photo by NASA on Unsplash ESG investing has gained significant importance in the investment community around the world. While in principle the idea of scoring firms by ESG characteristics is formidable, its implementation has proven challenging, primarily because of the difficulty in measurement. In this preliminary study we use MKT MediaStats media information reservoirs, including tens of millions of articles, to carefully measure
MKT Research
Jan 23, 2020


Media Perspective on UK General Elections
MKT maintains multiple information reservoirs including bellwether reservoir (which contains all articles from the top media outlets daily), foreign exchange, country equity, corporate, interest rates, and commodities. The media information spans roughly 100,000 distinct sources, amounting to about one million articles per week across the these reservoirs. For this study we utilize a bellwether reservoir subset focusing on UK-based sources. The subset includes about 1.4
Gideon Ozik
Dec 9, 2019


Media Coverage of Aramco IPO
The Saudi government announced plans to list Aramco on public markets in what is likely to be the largest IPO in history. We analyzed our...
Gideon Ozik
Nov 27, 2019


5th Democratic Debate - Preview
Democratic debate preview: New and familiar faces Buttigieg pulls ahead in Iowa but not so much nationally With Beto O’rourke dropping out and Julian Castro missing the threshold requirement, we are now down to a lofty 10 candidates for Wednesday night’s 5th Democratic Presidential Debate. Voters who were hopeful of amore narrowed field were met with uncongenial news of Deval Patrick entering the race, and Michael Bloomberg giving it serious thought. This time around Pet
Gideon Ozik
Nov 20, 2019


4th Democratic Debate Preview: Moment of Truth
Trump's approval rating is equal to Obama's this stage in in the Presidential cycle. Believe it or not President Trumps approval rating...
Gideon Ozik
Oct 15, 2019


Ridesharing is going public
Introduction After months of speculation, the highly anticipated IPO of Lyft was issued on Nasdaq on March 29. According to Reuters,...
Gideon Ozik
May 6, 2019


What do measures of real-time corporate sales say about earnings surprises?
Published in the Journal of Financial Economics By Ken Froot, Namho Kang, Gideon Ozik, and Ronnie Sadka We develop real-time proxies of...
MKT Research
Jul 1, 2017
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