Library

Home > Library > Stock market alphas help predict macroeconomic innovations.

Stock market alphas help predict macroeconomic innovations.

Author Andy Yeh Alpha

This research article delves into mutual causation between stock market alphas and macroeconomic innovations. The online appendix provides complete econometric details and algorithms for empirical analysis. This empirical analysis includes the recursive multivariate filtration of Fama-French dynamic conditional alphas, ARMA-GARCH representation of both dynamic conditional alphas and betas, and vector autoregression analysis of mutual causation between alpha spreads and macro surprises. 

Description:

We extract dynamic conditional factor premiums from the Fama-French factor model and find that most anomalies disappear after we account for time variation in these premiums. New vector autoregression evidence shows that mutual causation between dynamic conditional alphas and macroeconomic surprises serves as a core qualifying condition for fundamental factor selection. This economic insight is an incremental step toward drawing a distinction between rational risk and behavioral mispricing models. As dynamic conditional alphas often reveal the marginal investor’s fundamental news and expectations about the cross-section of average asset returns, our economic insight helps enrich macroeconomic asset return prediction.

 

This research article delves into mutual causation between stock market alphas and macroeconomic innovations. The online appendix provides complete econometric details and algorithms for empirical analysis. This empirical analysis includes the recursive multivariate filtration of Fama-French dynamic conditional alphas, ARMA-GARCH representation of both dynamic conditional alphas and betas, and vector autoregression analysis of mutual causation between alpha spreads and macro surprises. 

 

This analytic ebook cannot constitute any form of financial advice, analyst opinion, recommendation, or endorsement. We refrain from engaging in financial advisory services, and we seek to offer our analytic insights into the latest economic trends, stock market topics, investment memes, and other financial issues. Our proprietary alpha investment algorithmic system helps enrich our AYA fintech network platform as a new social community for stock market investors: https://ayafintech.network.

 

We share and circulate these informative posts and essays with hyperlinks through our blogs, podcasts, emails, social media channels, and patent specifications. Our goal is to help promote better financial literacy, inclusion, and freedom of the global general public. While we make a conscious effort to optimize our global reach, this optimization retains our current focus on the American stock market.


This ebook shares new economic insights, investment memes, and stock portfolio strategies through both blog posts and patent specifications on our AYA fintech network platform. AYA fintech network platform is every investor's social toolkit for profitable investment management. We can help empower stock market investors through technology, education, and social integration.

 

Blog+More

The McKinsey edge reflects the collective wisdom of key success principles in business management consultancy.

Chanel Holden

2020-11-10 07:25:00 Tuesday ET

The McKinsey edge reflects the collective wisdom of key success principles in business management consultancy.

The McKinsey edge reflects the collective wisdom of key success principles in business management consultancy. Shu Hattori (2015)   The McKins

+See More

The U.S. further derisks and decouples from China.

Peter Prince

2023-05-31 03:15:40 Wednesday ET

The U.S. further derisks and decouples from China.

The U.S. further derisks and decouples from China.   Why does the U.S. seek to further economically decouple from China? In recent times, th

+See More

Treasury Secretary Steven Mnuchin welcomes a weak U.S. dollar amid pervasive fears of an open trade war between America and China.

James Campbell

2018-01-15 07:35:00 Monday ET

Treasury Secretary Steven Mnuchin welcomes a weak U.S. dollar amid pervasive fears of an open trade war between America and China.

Treasury Secretary Steven Mnuchin welcomes a weak U.S. dollar amid pervasive fears of an open trade war between America and China. At the World Economic For

+See More

Analytic business competitors apply smart data science to support their distinctive capabilities and strategic advantages.

Peter Prince

2020-11-24 09:30:00 Tuesday ET

Analytic business competitors apply smart data science to support their distinctive capabilities and strategic advantages.

Many analytic business competitors can apply smart data science to support their distinctive capabilities and strategic advantages. Thomas Davenport and

+See More

Self-Improvement Book Review: The 8th Habit by Stephen Covey.

Monica McNeil

2026-05-02 10:28:00 Saturday ET

Self-Improvement Book Review: The 8th Habit by Stephen Covey.

Stephen Covey recommends the 8th habit for effective team leaders to find their own voices (in addition to the 7 habits of highly effective people). In esse

+See More

We assess how stablecoins and blockchains can combine to strengthen the U.S. Treasury bond market after the recent U.S. congressional passage of the GENIUS Act.

John Fourier

2027-07-31 13:25:00 Saturday ET

We assess how stablecoins and blockchains can combine to strengthen the U.S. Treasury bond market after the recent U.S. congressional passage of the GENIUS Act.

In the broader context of stablecoins for asset tokenization worldwide, many governments now seek to enter the global markets for stablecoins and other U.S.

+See More