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

Harvard economic platform researcher Dipayan Ghosh proposes some alternative solutions to breaking up tech titans such as Facebook, Google, Apple, and Amazon.

Olivia London

2019-07-23 09:22:00 Tuesday ET

Harvard economic platform researcher Dipayan Ghosh proposes some alternative solutions to breaking up tech titans such as Facebook, Google, Apple, and Amazon.

Harvard economic platform researcher Dipayan Ghosh proposes some alternative solutions to breaking up tech titans such as Facebook, Google, Apple, and Amazo

+See More

Buffett discusses Berkshire's cash ambition, its reinsurance business, and his succession plan.

Becky Berkman

2018-02-23 09:35:00 Friday ET

Buffett discusses Berkshire's cash ambition, its reinsurance business, and his succession plan.

Warren Buffett releases his annual letter to Berkshire Hathaway shareholders as of February 2018. Buffett discusses Berkshire's core cash ambition, its

+See More

Ramit Sethi suggests that it is important to invest in long-term gains instead of paying attention to daily dips and trends.

John Fourier

2018-10-30 10:41:00 Tuesday ET

Ramit Sethi suggests that it is important to invest in long-term gains instead of paying attention to daily dips and trends.

Personal finance author Ramit Sethi suggests that it is important to invest in long-term gains instead of paying attention to daily dips and trends. It

+See More

American exceptionalism often turns out to be the heuristic rule of thumb for better economic growth, low and stable inflation, full employment, and macro-financial stability.

Apple Boston

2026-07-01 11:29:00 Wednesday ET

American exceptionalism often turns out to be the heuristic rule of thumb for better economic growth, low and stable inflation, full employment, and macro-financial stability.

In recent years, higher American economic growth has been impressive both by historical standards and in comparison to the rest of the world. American excep

+See More

Artificial intelligence continues to push boundaries for tech titans to sustain their disruptive innovations and competitive advantages.

Chanel Holden

2020-11-01 11:21:00 Sunday ET

Artificial intelligence continues to push boundaries for tech titans to sustain their disruptive innovations and competitive advantages.

Artificial intelligence continues to push boundaries for several tech titans to sustain their central disruptive innovations, competitive moats, and first-m

+See More

The business legacy of Steve Jobs transforms smart mobile devices with Internet connectivity and digital content.

Becky Berkman

2020-03-19 13:39:00 Thursday ET

The business legacy of Steve Jobs transforms smart mobile devices with Internet connectivity and digital content.

The business legacy and sensitivity of Steve Jobs can transform smart mobile devices with Internet connectivity, music and video content curation, and digit

+See More