AlgoEdge Insights

Most Recent

Sep 28, 2026

•

4 min read

New Section: The Research Desk — Can Deep Learning Actually Predict Prices From the Order Book?

Sep 26, 2026

•

5 min read

The Turn-of-the-Month Effect Is Real. I Tested It on 26 Years of SPY to Prove It.

Sep 22, 2026

•

6 min read

A Robust Pairs Trading Strategy With KO and PEP in Python

Sep 18, 2026

•

4 min read

I Backtested the Classic RSI(2) Mean-Reversion Strategy on 26 Years of SPY. 181 Trades, 82% Win Rate — Here's the Honest Result.

Sep 16, 2026

•

4 min read

I Built a 3-Factor Stock-Ranking Model on 29 Mega-Caps. The Best Single Factor Beat My "Smarter" Combined Model.

Sep 13, 2026

•

5 min read

The Calm Before the Storm: Trading Silver's Volatility Squeezes

Sep 10, 2026

•

4 min read

I Tested a Japanese Trend-Following System From the 1930s — On Gold

Sep 8, 2026

•

6 min read

$1 in SPY During Market Hours Since 2000 Is Worth $1.35 Today. Overnight, It's Worth $6.22.

Sep 6, 2026

•

6 min read

The Simplest Trend-Following System Ever Built Still Turned $1 Into $150+ on Bitcoin — Here's the Full Backtest

Sep 4, 2026

•

7 min read

The Market Has Two Moods. I Taught a Model to Tell Them Apart.

Read All

The Research Desk: We Rebuilt an NYU Order Book Paper. Here's What Held Up

Oct 2, 2026

•

9 min read

The Research Desk: We Rebuilt an NYU Order Book Paper. Here's What Held Up

We rebuilt the Kolm/Turiel/Westray order-flow paper on 10 real Nasdaq stocks. Most of it held up exactly.

Subscribe to Our Newsletter

The latest news, articles, and resources, sent to your inbox weekly.

I unveil for FREE the simple strategy that allows me and a lot of traders to make at least 10% profits on single quick trades with examples — $BNTC $IHT $WISH

Algorithmic Trading Strategies

5 Strategies in Quant Trading Algorithms

Sep 7, 2025

•

8 min read

5 Strategies in Quant Trading Algorithms

Trading

Sep 4, 2025

•

18 min read

After 3 years of trading, I am proud to say I have achieved (measured and proven) consistent profitability!

Read All

Latest Posts

Read All

Visit AlgoEdge Research

Oct 2, 2026

•

9 min read

The Research Desk: We Rebuilt an NYU Order Book Paper. Here's What Held Up

We rebuilt the Kolm/Turiel/Westray order-flow paper on 10 real Nasdaq stocks. Most of it held up exactly.

New Section: The Research Desk — Can Deep Learning Actually Predict Prices From the Order Book?

Sep 28, 2026

•

4 min read

New Section: The Research Desk — Can Deep Learning Actually Predict Prices From the Order Book?

A real paper on deep learning and order-book predictability, why retail traders structurally can't replicate it, and the honest retail-feasible test I ran instead

The Turn-of-the-Month Effect Is Real. I Tested It on 26 Years of SPY to Prove It.

Sep 26, 2026

•

5 min read

The Turn-of-the-Month Effect Is Real. I Tested It on 26 Years of SPY to Prove It.

322 turn-of-month events, 26 years of SPY, and a walk-forward split that shows the edge held while the opportunity cost of the rest of the calendar went up

A Robust Pairs Trading Strategy With KO and PEP in Python

Sep 22, 2026

•

6 min read

A Robust Pairs Trading Strategy With KO and PEP in Python

How I built a market‐neutral strategy on Coca‐Cola and Pepsi, with rolling beta, z‐scores, and a realistic backtest.

Ayrat Murtazin

I Backtested the Classic RSI(2) Mean-Reversion Strategy on 26 Years of SPY. 181 Trades, 82% Win Rate — Here's the Honest Result.

Sep 18, 2026

•

4 min read

I Backtested the Classic RSI(2) Mean-Reversion Strategy on 26 Years of SPY. 181 Trades, 82% Win Rate — Here's the Honest Result.

181 trades, an honest walk-forward split, and the real tradeoff nobody shows you: it loses on raw return but cuts drawdown by 75%

I Built a 3-Factor Stock-Ranking Model on 29 Mega-Caps. The Best Single Factor Beat My "Smarter" Combined Model.

Sep 16, 2026

•

4 min read

I Built a 3-Factor Stock-Ranking Model on 29 Mega-Caps. The Best Single Factor Beat My "Smarter" Combined Model.

A full quant research report: factor construction, correlation analysis, portfolio combination — and an honest look at why diversifying factors didn't do what the textbook promised

Ayrat Murtazin

Most Recent

New Section: The Research Desk — Can Deep Learning Actually Predict Prices From the Order Book?

The Turn-of-the-Month Effect Is Real. I Tested It on 26 Years of SPY to Prove It.

A Robust Pairs Trading Strategy With KO and PEP in Python

I Backtested the Classic RSI(2) Mean-Reversion Strategy on 26 Years of SPY. 181 Trades, 82% Win Rate — Here's the Honest Result.

I Built a 3-Factor Stock-Ranking Model on 29 Mega-Caps. The Best Single Factor Beat My "Smarter" Combined Model.

The Calm Before the Storm: Trading Silver's Volatility Squeezes

I Tested a Japanese Trend-Following System From the 1930s — On Gold

$1 in SPY During Market Hours Since 2000 Is Worth $1.35 Today. Overnight, It's Worth $6.22.

The Simplest Trend-Following System Ever Built Still Turned $1 Into $150+ on Bitcoin — Here's the Full Backtest

The Market Has Two Moods. I Taught a Model to Tell Them Apart.

The Research Desk: We Rebuilt an NYU Order Book Paper. Here's What Held Up

Subscribe to Our Newsletter

Trending

I unveil for FREE the simple strategy that allows me and a lot of traders to make at least 10% profits on single quick trades with examples — $BNTC $IHT $WISH

5 Strategies in Quant Trading Algorithms

After 3 years of trading, I am proud to say I have achieved (measured and proven) consistent profitability!

Latest Posts

The Research Desk: We Rebuilt an NYU Order Book Paper. Here's What Held Up

New Section: The Research Desk — Can Deep Learning Actually Predict Prices From the Order Book?

The Turn-of-the-Month Effect Is Real. I Tested It on 26 Years of SPY to Prove It.

A Robust Pairs Trading Strategy With KO and PEP in Python

I Backtested the Classic RSI(2) Mean-Reversion Strategy on 26 Years of SPY. 181 Trades, 82% Win Rate — Here's the Honest Result.

I Built a 3-Factor Stock-Ranking Model on 29 Mega-Caps. The Best Single Factor Beat My "Smarter" Combined Model.