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Entropy Analytics group

We use data science, multi-year market histories, proprietary algorithms and AI / Machine Learning to identify reliable stock trends for long and short strategies.

Trend Data

Trend Strategies

Research Access

Advisory Workshop

About Us

Turning Market Data Into Investment Clarity

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Entropy Analytics Group is a team of investors, data scientists, market analysts, and software developers with a shared mission: transforming raw financial data into actionable insights.  Our expertise lies in uncovering patterns in stock market behavior that are often hidden in decades of historical performance.

We design proprietary algorithms driven by AI and machine learning to identify reliable buy and sell opportunities.  Every model we build is tested across multiple timeframes to ensure consistency and reduce error.  Each trend is validated through rigorous back-testing and multi-method calculations, so our research is built on a foundation of accuracy and transparency.

At Entropy Analytics Group, we don’t offer trading tips or investment advice.  We deliver clean, research-driven datasets and trend models that clients can use to inform their own decisions.  Whether you’re a research team, analyst, or institution, our goal is to provide you with trustworthy insights that stand up to scrutiny and help you see the market more clearly.

Get to Know Our Process

Partnering With Global Innovators for Smarter Solutions

Our services

Entropy Analytics Group - What We Do

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  • Trend Data: We have datasets with historical asset-performance metrics for over 1,000 publicly-traded securities. We provide curated list of trends, with algorithmic scoring and comparative market indices.

  • Trend Investment Strategies: Our analytic models cover long and short positions, with annualized return histories and risk-reward profiles.

  • Data Integration: We partner in delivering customized solutions to integrate our trend data into your in-house research systems.

Partnering With Global Innovators for Smarter Solutions

Our Team

Our Services

Trend Data

Curated datasets with our trend scores and timing windows.

Trend Strategies

AI-driven long and short strategies with risk-reward profiles.

Research Access

Read-only access for your research team with clear documentation.

Custom Integrations

APIs and data feeds that plug into in-house systems and dashboards.

Back-Testing Support

Sample files and notebooks to validate signals on your side.

Advisory Workshops

Deep-dives on methodology and how to interpret our signals.

Why Choose Us

Built For Real-World Decisions

  • Proven on multi-year histories

The trends we identify are rigorously tested using several overlapping periods of historic performance.

  • Multi-method calculations to reduce bias

We compute trend data using multiple parallel mathematical methods to insure accuracy, precision and reliability.

  • Long and short transaction modeling

Our data covers both long and short transaction models for traditional investment strategies, as well as options, commodities and ETFs

  • End-to-End Partnership

We partner with your firm to integrate our trend data into your research systems, insure a dependable and reliable pathway for data

What Our Data Covers

Number of Securities Analyzed

Our database contains over 1000 publicly traded securities across dozens of industries and vertical markets.

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Return Periods Covered

We compute and analyze the performances for 61,992 return periods on all 1000+ stocks and market indices.

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AI / Machine Learning Model Validation

EAG uses gradient boosting ML algorithms to validate our calculations and data models.  ML accuracy is 0.998

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Success Rate Beating All Target Indices

Fully 62% of our computed trends beat ALL target indices in the most recent validation year (S&P, Nasdaq, Russell, DJIA).

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Get Started

See A Real Trend Sample

Get a demo of our process, and receive a real trend dataset with all of our scoring and market performance comparisons.

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Our Project

Solutions That Speak for Themselves

Workflow Bot Assistant

  • Automates tasks & emails
  • Slack & Google integration

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Predictive Sales Engine

  • Forecasts sales trends
  • Real-time dashboard

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Smart Support Chatbot

  • Handles FAQs & onboarding
  • NLP-powered

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AI Surveillance Vision

  • Detects threats in real time
  • Object & behavior tracking

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Our Team

The Team That Turns Ideas Into Intelligence

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Kenneth Wachs

Founder and CTO

Stephen Elliott

COO

R. D.

Business Analyst

Blog Post

Explore Insights into Entropy Analytics and our Data

Explore Blog
Current Tariff Policies and the Stock Market – Which Industries are the Least Volatile?
Kwachs September 26, 2025

Current Tariff Policies and the Stock Market –…

Tariffs are back in the headlines—and markets are repricing trade-exposed

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Stock Trend Analysis – Employing Machine Learning
Kwachs September 20, 2025

Stock Trend Analysis – Employing Machine Learning

Machine learning (ML) shines when the problem is structured, the

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Deploying Our Data via RowZero – Benefits and Recommendations
Kwachs September 20, 2025

Deploying Our Data via RowZero – Benefits and…

RowZero provides a fast, spreadsheet-native interface for working with large

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Client Reviews

Client Feedback That Speaks for Itself

Daniel Cruz

Startup Founder

“Entropy Analytics Group” automation tools saved us time Aliquam erat volutpat. Etiam non purus euismod, dignissim justo vel, tincidunt lorem.”

Noah Carter

Data Scientist

“Working with Entropy Analytics Group transformed our Aliquam erat volutpat. Etiam non purus euismod, dignissim justo vel, tincidunt lorem.”

Emma Reed

CRM Analyst

“Entropy Analytics Group” team was responsive, Aliquam erat volutpat. Etiam non purus euismod, dignissim justo vel, tincidunt lorem.”

Martin Blake

Product Manager

“From concept to delivery, Entropy Analytics Group Aliquam erat volutpat. Etiam non purus euismod, dignissim justo vel, tincidunt lorem.”

Sophie Grant

Growth Officer

“Our AI project launched on Aliquam erat volutpat. Etiam non purus euismod, dignissim justo vel, tincidunt lorem.”

Chloe Park

QA Supervisor

“We rely on Entropy Analytics Group for ongoing Aliquam erat volutpat. Etiam non purus euismod, dignissim justo vel, tincidunt lorem.”

FAQs

All You Need to Know About Entropy Analytics Group

No. We provide data and research. We do not recommend trades.

Models are trained and tested on 10, 15, and 20-year histories.

Returns are computed based on the "Open" price values from the "buy" and "sell" trading days.  They are then scaled to an annualized value based on the return period.

Yes. Contact us and we’ll send a small sample with documentation.

Our focus is on US large caps stocks, but other markets and exchanges are considered on request.

We update our models on a quarterly basis.  This has shown to be an adequate frequency considering the nature of our data.

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