Insight, Inc - Prediction, Fourier, Pattern Recognition

Headquartered in Miami, FL, Insight Inc is a finance startup exploring state-of-the-art price prediction algorithms, using well-established knowledge.

Learn More About Insight Inc Methods: Popular Articles

Stock Price Prediction Background

For decades, steady, strong portfolio returns have been rare. Stock prices and indexes wiggle around. And, people often refer to “volatility.”

Stock markets, futures, and indexes are all in the realm of non-linear dynamics.  So, markets are not efficient nor rational. Instead, they are chaotic. Insight Inc, based in Miami, Florida, explores these dynamics.

In the last 100 years, three theorems have touched upon the human causes of unstable market dynamics:

Thus, the market is a collection of micro-herds, each with incomplete information. We know that the herd moves back and forth. And, prices move up and down.

Indeed, in 1963 and 1972, Edward N Lorenz showed that the number of significant figures is important for accurate prediction in non-linear systems.

He also distinguished between random noise and dynamic effects, such as turbulence or exponential changes. Effectively, Lorenz demonstrated practical applications using weather prediction techniques.

For decades, steady, strong portfolio returns have been rare.  Even the adage “Past performance is no guarantee of future results” is standard. Even from organizations with certified asset managers. Thus, Insight Inc sees that the need for better performance is apparent.

Growth Comparison


insight inc miami, finance startup, assets of US life insurance companies, 1854 to 2017


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Dynamic Energy Comparison

Mechanical System

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People System

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Examples From References by Insight Inc in Miami

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Dynamic Movements of Sand Dunes

April 22, 2019

Dynamic movements of sand dunes on Mars. Different patterns for different materials. See Visual Dynamics Examples

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Nikola Tesla

April 8, 2019

“If you want to find the secrets of the universe, think in terms of energy, frequency and vibration.” — Nikola Tesla. See Visual Nature Examples

Flight of the Starlings

April 7, 2019

Dynamic movements of animals sometimes include flow and vibrations. See Visual Nature Examples

Human Dynamics in Markets (Nonlinear Systems)

April 7, 2019

From Robert Schiller: Visual illustration of "volatility," the phenomenon of wiggling price behavior in securities or indexes. See Dynamics References

Prediction Topics – Dynamic Systems, Chaotic Systems, Nonlinear Systems

April 7, 2019

From Ivars Peterson: In special computing situations requiring great accuracy, the only solution is a custom computer setup. Nothing else will work. See Dynamics References

Challenges of Using Statistics in the Stock Market

Challenges of Using Statistics in the Stock Market

July 4, 2014

From Nate Silver: A summary why it is difficult to predict future movements in the economy and in the stock market. See Dynamics References