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Backtesting

Markets

Trading the Network I: Do Graph Neural Networks Improve Equity Return Predictions?

This article is the first in Trading the Network, a seven-part series investigating whether relationships across financial assets contain predictive information that can ultimately be converted into tradable signals. Part I establishes the baseline by asking whether a simple network of historical return correlations

By BSIC, 1 month27 September 2026 ago
Markets

Backtesting Dispersion Trading Chapter I

Download PDF Introduction There is empirical evidence that index options, especially puts, are overpriced relative to individual stock options. Dispersion trading is a strategy aimed to capitalize from this mispricing. The aim of this article is to explore whether dispersion trading can still generate positive returns, but to generate a Read more…

By BSIC, 3 years12 November 2023 ago
Markets

Lucky Numbers: The overlooked Role of Rebalance Timing Luck

Download PDF Introduction: Rebalance Timing Luck Every trading strategy has some turnover in its portfolio constituents; otherwise, it would simply be a buy-and-hold strategy. Equally, every index has some periodical rebalancing (and turnover) in its constituents. Often, the point in time at which this reshuffling of the portfolio takes place Read more…

By BSIC, 3 years12 November 2023 ago
Markets

Exploring the Application of Kelly’s Criterion in Portfolio Optimization

Download PDF Introduction When managing a portfolio, the fundamental problem is to find investments with excess risk-adjusted expected rates of return. Once the manager has identified some favourable opportunities and is ready to assemble the portfolio, they still need to decide how much capital, as a fraction of the value Read more…

By BSIC, 4 years26 March 2023 ago
Markets

Sparse Gaussian Graphical Models for Pairs Trading

Download PDF Introduction In this article, we discuss an equity Pairs Trading strategy using the S&P 500 index components. Pairs Trading is a statistical arbitrage strategy that involves simultaneously taking long and short positions in two financial assets, expecting their spread to converge to the mean. However, the process of Read more…

By BSIC, 4 years19 February 2023 ago
Markets

Pairs Trading: Building a Backtesting Environment with Python

Download PDF Introduction Statistical arbitrage is a class of trading strategies that profit from exploiting what are believed to be market inefficiencies. These inefficiencies are determined through statistical and econometric techniques. Note that the arbitrage part should by no means suggest a riskless strategy, rather a strategy in which risk Read more…

By BSIC, 5 years24 April 2022 ago

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From Norway’s currency interventions and the art o From Norway’s currency interventions and the art of optimal trade execution to KKR’s landmark Alliance Boots buyout, China’s AI infrastructure bottlenecks and the future of pharmaceutical dealmaking - this week’s BSIC Weekly explores the forces reshaping global markets and corporate finance.

Discover our latest insights and read the full articles at bsic.it (link in bio).

#BSIC #Bocconi #Finance #Markets #CorporateFinance #Investing
This week, our General Discussion explored the mat This week, our General Discussion explored the mathematics of bet sizing, focusing on the Kelly Criterion and its implications for investment decisions. From the difference between expected wealth and compounded growth to the dangers of excessive leverage, we examined why theoretically optimal strategies can still lead to substantial losses. Through simulations, historical US equity market data and the Grossman-Zhou framework, we discussed how fractional Kelly and dynamic position sizing can help investors balance growth with capital preservation.

Swipe through the carousel to explore the key formulas, graphs and empirical findings discussed during our latest GD.

Read the full article, Bet Sizing: From the Kelly Criterion to Drawdown Control, on bsic.it (link in bio).

#BSIC #Bocconi #Finance #Markets #Kelly
One of BSIC’s distinctive activities, General Disc One of BSIC’s distinctive activities, General Discussions (GDs) bring our research to life. During our weekly meetings, members present and explain the articles they have written, creating an opportunity for the entire club to ask questions, challenge assumptions, exchange perspectives and deepen their understanding of financial markets.

This week, we explored the High-Bandwidth Memory (HBM) industry, a critical component of the AI revolution. As demand for AI computing accelerates, memory manufacturers are experiencing unprecedented growth and supply constraints. But could today’s shortages become tomorrow’s oversupply? Our discussion examined the evolving balance between memory capacity and bandwidth, the implications of changing AI workloads, and the potential consequences for industry leaders such as SK hynix.

Swipe through the carousel to discover the key insights, graphs and investment scenarios discussed during our latest GD.

Read the full article, Understanding the HBM Industry, on bsic.it (link in bio)

#BSIC #Articles #Bocconi #CorporateFinance #HBM
From the future of US Treasuries and AI-driven tra From the future of US Treasuries and AI-driven trading strategies to UBS’s battle with Swiss regulators, Nike’s struggles and Germany’s shift from cars to defence - this week’s BSIC Weekly explores the forces reshaping global markets and corporate finance.

Read the full articles on our website.

#BSIC #Bocconi #Finance #Markets #CorporateFinance #Investing #Articles
A record recruitment season for BSIC. We are prou A record recruitment season for BSIC.

We are proud to welcome an exceptional group of new members to BSIC and look forward to seeing their contributions to the Club in the semesters ahead.

Thank you to everyone who applied and took part in our recruitment process, and congratulations to all our new joiners!

#BSIC #Bocconi #BocconiUniversity #Finance #InvestmentClub #Recruitment
From bet sizing and optimal hedging to the infrast From bet sizing and optimal hedging to the infrastructure and financing behind the AI boom - this week’s BSIC Weekly explores the forces reshaping markets and corporate finance, from HBM and hyperscaler capex to private equity’s growing use of insurance capital.

Read the full articles on our website.

#BSIC #Bocconi #Finance #Markets #CorporateFinance #Investing #Articles
From Mexico’s yield curve and AI-driven trading mo From Mexico’s yield curve and AI-driven trading models to sponsor reputation, rising yields and Europe’s race for powered land - this week’s BSIC Weekly is out.

Read the full articles on our website.

#BSIC #Bocconi #Finance #Markets #CorporateFinance #Investing #Articles
Last call! BSIC applications close TODAY! If you’ Last call! BSIC applications close TODAY!

If you’ve been thinking about joining us, this is your final chance. Submit your application by 11:59 AM and take the first step towards becoming part of BSIC.

Applications close at 12:00 PM.

#BSIC #Bocconi #Recruitment #Finance #StudentAssociation
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