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

Platform enterprises leverage network effects, scale economies, and information cascades to boost exponential user growth.

Fiona Sydney

2020-05-28 15:37:00 Thursday ET

Platform enterprises leverage network effects, scale economies, and information cascades to boost exponential user growth.

Platform enterprises leverage network effects, scale economies, and information cascades to boost exponential business growth. Laure Reillier and Benoit

+See More

Disruptive innovators compete against luck by figuring out why customers hire products and services to accomplish specific jobs.

John Fourier

2020-05-14 12:35:00 Thursday ET

Disruptive innovators compete against luck by figuring out why customers hire products and services to accomplish specific jobs.

Disruptive innovators can better compete against luck by figuring out why customers hire products and services to accomplish jobs. Clayton Christensen, T

+See More

Most artificial intelligence applications cannot figure out the intricate nuances of natural language and facial recognition.

Fiona Sydney

2019-09-01 10:31:00 Sunday ET

Most artificial intelligence applications cannot figure out the intricate nuances of natural language and facial recognition.

Most artificial intelligence applications cannot figure out the intricate nuances of natural language and facial recognition. These intricate nuances repres

+See More

Paul Morland suggests that demographic changes lead to modern economic growth in the current world.

Laura Hermes

2023-10-28 12:29:00 Saturday ET

Paul Morland suggests that demographic changes lead to modern economic growth in the current world.

Paul Morland suggests that demographic changes lead to modern economic growth in the current world. Paul Morland (2019)   The human tide: how

+See More

Elon Musk envisions a bold fantastic future with his professional trifecta of lean enterprises SolarCity, SpaceX, and Tesla.

Joseph Corr

2020-04-10 11:33:00 Friday ET

Elon Musk envisions a bold fantastic future with his professional trifecta of lean enterprises SolarCity, SpaceX, and Tesla.

Elon Musk envisions a bold fantastic future with his professional trifecta of lean startup enterprises SolarCity, SpaceX, and Tesla. Ashlee Vance (2015)

+See More

We can decipher valuable lessons from the annual letters to shareholders written by Amazon CEO Jeff Bezos.

Becky Berkman

2019-07-19 18:40:00 Friday ET

We can decipher valuable lessons from the annual letters to shareholders written by Amazon CEO Jeff Bezos.

We can decipher valuable lessons from the annual letters to shareholders written by Amazon CEO Jeff Bezos. Amazon is highly customer-centric because the wor

+See More