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Latest Whitepapers

Index | ESG & Sustainability
Holding the world in your portfolio and considering climate transition risks
The STOXX WTW Climate Transition Indices are a new approach to managing climate risk that offer investors a systematic and transparent way to incorporate climate transition risk into their investment decisions.

Analytics | Index | ESG & Sustainability
Want to incorporate SDG exposures into your portfolios? There’s no such thing as a (risk) free lunch, but here’s a way to do it…
This paper focuses on creating SDG portfolios that maximize exposure to one, two or all SDGs. The study shows that it is quite possible to create a portfolio that significantly improves the exposure to SDGs without taking on too much active risk. An optimizer can help manage that active risk.

Index | Thematic Investing
Thematic investing in the current climate – A more focused approach to sustainable and future-proof investing
The Russian invasion of Ukraine spooked equity investors around the world, but losses were not distributed equally across all sectors, with some industries even exhibiting positive returns. This opens up opportunities for more focused strategies such as thematic investing.

Analytics | Portfolio Risk Management
Another tech bubble about to burst? (Yes, and this one could be even worse…)
Another tech bubble may be about to burst, triggering a US recession. There are multiple similarities between the current tech bubble and the dot-com bubble. This time, however, the Fed cannot leverage interest-rate cuts to put the brakes on a market decline, due to the current record-high inflation combined with low interest rates.

Analytics | Portfolio Risk Management
Hands-on reverse stress testing: A practical guide to reverse stress test a portfolio
How badly could a portfolio get hurt? What scenario would be responsible for such a loss? What are the main risk drivers in this scenario and how plausible would such a scenario be? These questions are all part of what is commonly called reverse stress testing. This paper aims to illustrate how one could follow a very pragmatic end-to-end workflow to answer these questions.

Historically Canadian equity managers have had difficulty accurately modeling their investment universe across the US and Canada. North America regional risk models used to construct portfolios just aren’t able to capture the nuances of both markets and are dominated by the US. That’s why we created the Axioma North America Linked Model.

Index | ESG & Sustainability
Sustainable investment fund labeling frameworks: An apples-to-apples comparison
The list of sustainable investment (SI) frameworks guiding portfolio design is long and keeps growing. Rarely a day goes by without intense discussion of some or all of them, and their often-conflicting implications for fund design. The authors of this paper aim to contribute towards this intensifying debate by examining in detail (as of October 2021) the criteria used in the 12 most important European pieces of legislation, country-specific fund labels and other standards guiding SI product design.

Index | Portfolio Construction
A CVaR Scenario-Based Framework for Minimizing Downside Risk in Multi-Asset Class Portfolios
In this research, we show a two-phase scenario-based CVaR hedging approach to help minimize downside risk in MAC portfolios.

Index | ESG & Sustainability
Quantifying corporate societal impact using United Nations’ Sustainable Development Goals
This is the second in a series of Qontigo and Clarity AI research papers, which focuses on the challenge of measuring impact as a key means of bridging the gap between impact investment theory and practice.

In this whitepaper, we show how portfolios can be built that provide more attractive sustainability characteristics – without taking on too much risk.

In risk management a lot of focus and attention is (rightly) put on models and methodologies used to compute ex-ante risk measures. And in the context of a multi-asset class universe which is vast by nature, perfect data (market data, terms and conditions provided by the user) and bug-free algorithms are not always possible. Therefore, one of the key challenges for risk managers is to ensure that any risk analytic produced is sound and reliable.

Analytics | Portfolio Risk Management
Inflation and Its Impact on the Stock-Bond Correlation: What history can teach us about their future relationship
In this paper, we examine the historical interaction of equity and bond-market returns—both in the recent past and over the last 70 years—in an effort to identify the main triggers of shifts in their relative directions.