In contrast to decision models which use in-sample scenarios we use out-of-sample scenarios to conduct simulation and decision evaluation including backtesting. We propose two simulation methodologies and describe six decision evaluation techniques that can be applied to test the performance of...

Recent years have shown an increase in development and acceptance of quantitative methods for asset and liability management strategies. This book presents state of the art quantitative decision models for three sectors: pension funds, insurance companies and banks, taking into account new...

Environmental, Social, and Governance (ESG) signals are an important part of factor-based investing strategies as they can stem from the same economic rationales as general factor premiums. Because factors are broad and diversified, building portfolios by jointly optimizing factor exposures with...

Characteristics of companies associated with climate change predict excess equity returns. We show that firms with lower carbon emission intensities—with carbon emissions being a key component of the Paris Accord—have high excess returns. We present evidence that firms with lower carbon...

We document significant spreads in style factors — value, size, quality, momentum, and low volatility — in each of the style box categories. This is also true even for the value and small size factors, which are reflected in the original definition of the style box framework. Some single...