Anton Vorobets
Pinned
The Portfolio Construction and Risk Management book is now freely available.

It contains everything I wish I knew when I started my professional career 10 years ago.

Get access here: antonvorobets.substack.com/p/pcrm-book

#investing #quant #quantsky #markets #finance #riskmanagement #volatility
Portfolio Construction and Risk Management Book
This post contains the latest version of the Portfolio Construction and Risk Management book by Anton Vorobets.
antonvorobets.substack.com
Start the year with a quantamental review and get insights about future results that will be revealed soon.

The January 2026 edition of the Portfolio Construction newsletter is available below.

It also contains a popular posts recap; in case you miss something during the holiday period.

#quant
Happy Quantametal Year
January 2026 edition of the Portfolio Construction newsletter, summarizing 2025 and revealing plans for 2026.
open.substack.com
January 8, 2026 at 1:45 PM
A very interesting dialogue with Johannes from Quant Enthusiasts.

We talk about many fundamental aspects related to the future of quantitative investment and risk management.

Make sure to check it out: substack.com/@antonvorobe...

#quant #quantsky #finance #markets #python #investing #investment
Anton Vorobets (@antonvorobets)
A very interesting dialogue with Johannes from @Quant Enthusiasts. We talk about many fundamental aspects related to the future of quantitative investment and risk management. Finally, there are som...
substack.com
January 6, 2026 at 1:42 PM
A structured way to analyze the effect of geopolitical and macroeconomic shocks for fully general P&L simulations.

Read more about it here: substack.com/profile/1707...

#quant #quantsky #finance #markets #python #investing #bayesian #macro #geopolitics
Anton Vorobets (@antonvorobets)
A structured way to analyze the effect of geopolitical and macroeconomic shocks for fully general P&L simulations. Many qualitative predictions are made about the consequences of recent geopolitical ...
substack.com
January 4, 2026 at 12:43 PM
Doing what most others do and “playing on the winning team” are opposites when it comes to investment management.

Read more about it here: substack.com/profile/1707...

#quant #quantsky #finance #markets #python #investment
Anton Vorobets (@antonvorobets)
Doing what most others do and “playing on the winning team” are opposites when it comes to investment management. I recently saw a post by a quant influencer recommending followers to “play on the wi...
substack.com
January 2, 2026 at 2:22 PM
Portfolio construction and risk management summary for 2025.

This year seems to have been a breaking point for how people plan to approach investment management in the future.

Read more about it here: substack.com/profile/1707...

#quant #quantsky #finance #markets #python #investing #cvar
Anton Vorobets (@antonvorobets)
Portfolio construction and risk management summary for 2025. This year seems to have been a breaking point for how people plan to approach investment management in the future. More people are becomi...
substack.com
December 31, 2025 at 1:55 PM
What is the tail risk optimal allocation for gold in a multi-asset portfolio?

This case study optimizes the 95%-CVaR of multi-asset portfolios with various risk targets.

You can find the results and Python code in the Substack post below

#quant #quantsky #finance #markets #python #investing #cvar
Optimal Gold Allocation
This article performs CVaR portfolio optimization to assess the size of the optimal gold allocation for portfolios with various risk targets.
open.substack.com
December 30, 2025 at 1:54 PM
Thank you for reading the Quantamental Investing publication.

As a nice Christmas present, it just hit more than 4000 subscribers.

If you haven’t seen it yet, make sure to check it out.

substack.com/@antonvorobe...

#quant #quantsky #finance #markets #python #investing #investment #quantametal
Anton Vorobets (@antonvorobets)
Thank you for reading the Quantamental Investing publication. As a nice Christmas present, it just hit more than 4000 subscribers. Compared to the largest publications, this is a low number. But ta...
substack.com
December 25, 2025 at 3:57 PM
This is an important lecture about portfolio optimization with fully general parameter uncertainty.

It allows us to handle general risk measures, derivative instruments, and take diversification interactions into account.

Make sure to check it out if you missed it!

#quant #quantsky #finance #cvar
Lecture 10: Resampled Portfolio Optimization
Watch now | This lecture goes through Section 6.4 from the Portfolio Construction and Risk Management book, presenting Resampled Portfolio Stacking.
open.substack.com
December 22, 2025 at 9:53 AM
For investment technology, you can do 95% of the work in 5% of the time.

So what's the problem? Find out here: substack.com/profile/1707...

#quant #quantsky #finance #markets #python #investing #investment #data #software
Anton Vorobets (@antonvorobets)
For investment technology, you can do 95% of the work in 5% of the time. However, it is the last 5% of work that makes the difference between it being practically relevant or not, and it takes the re...
substack.com
December 19, 2025 at 1:52 PM
Powerful high-dimensional investment simulation with just 3 lines of Python code.

This article explains how you can easily use the Fully Flexible Resampling (FFR) method in Python.

#quant #quantsky #finance #markets #python #investing #simulation #investment #fullyflexibleresampling
Fully Flexible Resampling Python code
This article presents the Fully Flexible Resampling (FFR) functionality from the fortitudo.tech Python package.
open.substack.com
December 18, 2025 at 1:46 PM
A video walkthrough of the high-dimensional CVaR portfolio optimization Python code.

#quant #quantsky #finance #markets #python #investing #cvar #risk #tailrisk
13. High-Dimensional CVaR Portfolio Optimization
This video goes through example 13 from the fortitudo.tech Python package, presenting high-dimensional CVaR portfolio optimization.
open.substack.com
December 11, 2025 at 1:47 PM
The mean-variance excuses are just hilarious.

I recently saw someone write: “old theory is taught, so that new and better methods can be appreciated more.”

Read more about it here: substack.com/@antonvorobe...

#quant #quantsky #finance #markets #python #cvar #investing #investment
Anton Vorobets (@antonvorobets)
The mean-variance excuses are just hilarious. I recently saw someone write: “old theory is taught, so that new and better methods can be appreciated more.” It’s like a restaurant that intentionally ...
substack.com
December 9, 2025 at 1:54 PM
Thank you for reading and supporting the Quantamental Investing publication.

Read more about it here: substack.com/profile/1707...

#quant #quantsky #finance #markets #python #investing #investment #quantamental
Anton Vorobets (@antonvorobets)
Thank you for reading and supporting the Quantamental Investing publication. I am very happy that it has reached a trending spot due to your support. This motivates me to provide even more value for...
substack.com
December 7, 2025 at 1:48 PM
A summary of the anti-scientific tendencies in finance and economics academia.

At the end of this article, there is a popular posts recap. Make sure to check it out.

#quant #quantsky #finance #markets #python #investing #investment #academia #science
Academic Anti-Science
December edition of the Portfolio Construction newsletter, explaining how anti-science manifests itself in academic finance and economics.
open.substack.com
December 2, 2025 at 1:48 PM
To celebrate Black Friday, there is currently a 25% discount on yearly subscriptions for the Quantamental Investing publication.

Find it here: antonvorobets.substack.com/blackfriday

#quant #quantsky #finance #markets #python #riskmanagement
Subscribe to Quantamental Investing
Applied quantitative investment management using the investment framework and methods from the Portfolio Construction and Risk Management book. Click to read Quantamental Investing, by Anton Vorobets,...
antonvorobets.substack.com
November 28, 2025 at 12:53 PM
Python case study of gold’s properties in a multi-asset portfolio, including VIX and inflation shocks.

It analyzes the properties of gold and the effect of a 5% allocation financed by low risk bonds.

#quant #quantsky #finance #markets #python #investing
Gold in Multi-Asset Portfolios
This article analyzes the characteristics of gold in multi-asset portfolios, including an analysis of inflation and VIX shocks.
open.substack.com
November 27, 2025 at 1:47 PM
The investment risk perception results are in!

Given the large majority think it’s losses, it’s even more surprising that academics keep spending so much time on variance.

Thera are also good news for people who truly think risk is variance: substack.com/profile/1707...

#quant #quantsky #finance
Anton Vorobets (@antonvorobets)
The investment risk perception results are in! Given the large majority think it’s losses, it’s even more surprising that academics keep spending so much time on variance. I have good news for those...
substack.com
November 26, 2025 at 2:01 PM
I struggle to understand why people continue to use twitter.

It is quite obvious that twitter is intentionally manipulating users by spreading lies and hate by allowing fake bot profiles to flourish.

Read more here: substack.com/@antonvorobe...

#quant #quantsky #finance #markets #python
Anton Vorobets (@antonvorobets)
I struggle to understand why people continue to use twitter. It is quite obvious that twitter is intentionally manipulating users by spreading lies and hate by allowing fake bot profiles to flourish....
substack.com
November 25, 2025 at 1:57 PM
Clarification of some misconceptions about Monte Carlo for investment markets simulation:

substack.com/@antonvorobe...

#quant #quantsky #finance #markets #python #investing
November 25, 2025 at 8:06 AM