Alina Khay

Signal Points: 150+ Feature Universe to Forecast Asset Returns

The inability to forecast the past has no impact on our desire to forecast the future.

Oct 5 • 

Alina Khay

22

September 2025

From Econometrics to Machine Learning

Machine Learning’s Transformation of Asset Pricing

Sep 27 • 

Alina Khay

41

1

Beyond Algorithms: The Market Power of Herd Behavior

When Market Psychology Trumps Quantitative Models

Sep 9 • 

Alina Khay

33

Weekly Market Edges That Still Work

A Playbook for Seasonality That Persists

Sep 4 • 

Alina Khay

31

August 2025

Profiting from Information Asymmetry

How Quants Monetize Information Inneficiencies

Aug 29 • 

Alina Khay

31

Using Sentiment Data to Forecast S&P 500 Returns

How Behavioral Signals Become Tradable in Quantitative Practice

Aug 19 • 

Alina Khay

46

A Systematic Volume Edge for Spotting Conviction in Bitcoin Trades

Price Shows the Move. Volume Reveals the Intent.

Aug 8 • 

Alina Khay

46

July 2025

The Trillion Dollar Equation That Runs Financial Markets

The Black-Scholes equation transformed options market and Wall Street. Here’s how it works, where it breaks, and why it still drives today’s markets.

Jul 27 • 

Alina Khay

54

4

The Geometry of Price: Quantitative Pattern Discovery with Soft-DTW in Bitcoin

In crypto markets where narratives shift hourly and prices rarely move in straight lines, identifying repeatable structure feels impossible. But what if…

Jul 24 • 

Alina Khay

29

Building Effective Models in Real Markets: Making Machine Learning Work in Financial Time Series

Financial markets don’t follow neat rules. Prices jump on rumour, collapse on panic, and grind sideways for weeks. That makes machine learning both…

Jul 14 • 

Alina Khay

29

The Power of Exponential Thinking

Why linear models fail in nonlinear markets—and what to do instead.

Jul 8 • 

Alina Khay

42

3

June 2025

Mastering the Tri-Timeframe Trend-Following System

A Quantitative Approach to Trade With the Flow, Not Against It

Jun 28 • 

Alina Khay

24

1