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Insights

Identifying value stocks with machine learning
Identifying value stocks with machine learning
Machine learning (ML) mispricing models are designed to detect hidden nonlinearities that are important in predicting the fundamental value of stocks.
26-09-2022 | Research
Investing across deflation, inflation and stagflation
Investing across deflation, inflation and stagflation
Real returns on equities and multi-asset portfolios are typically poor when inflation is high, especially in times of stagflation.
29-08-2022 | Insight
‘Alternative data allows you to take a deeper look’
‘Alternative data allows you to take a deeper look’
Novel data sources and techniques can help you tap into alternative alpha.
24-08-2022 | Interview
‘Quantification of sustainability can be pushed even further’
‘Quantification of sustainability can be pushed even further’
There is a large amount of untapped alternative data that can be used for sustainable investments.
18-08-2022 | Interview
Marrying sustainability and emerging markets expertise in quantitative strategies
Marrying sustainability and emerging markets expertise in quantitative strategies
The most sustainable emerging market companies are on par with those in developed markets.
03-08-2022 | Insight
Should shorting count for net-zero portfolios?
Should shorting count for net-zero portfolios?
Short positions can be a meaningful add-on, but should not be an excuse for inaction on the long side of a portfolio.
27-07-2022 | Insight
Quant chart: Winning by losing less
Quant chart: Winning by losing less
Low-risk investing tends to deliver higher risk-adjusted long-term returns than the market as it tallies wins by losing less in down periods.
21-07-2022 | Insight
PodcastXL: The pursuit of alternative alpha
PodcastXL: The pursuit of alternative alpha
It has been hailed as the next frontier in quant investing.
13-07-2022 | Podcast
Ten years of successful factor investing in credit markets
Ten years of successful factor investing in credit markets
A decade of live track-records shows that our factor-based credit investing approach has the potential to delivers improved risk-adjusted returns compared to the market.
30-06-2022 | Insight
Forecasting stock crash risk with machine learning
Forecasting stock crash risk with machine learning
Machine learning techniques can be used to uncover nonlinear relationships between several variables to help forecast stock crash risk.
15-06-2022 | Insight
Guide to sustainable quant equities investing
Guide to sustainable quant equities investing
The rules-based nature of quant investing lends itself well for sustainability integration.
09-06-2022 | Insight
Quality: the underappreciation of well-managed businesses
Quality: the underappreciation of well-managed businesses
Persistent human errors when forming future earnings expectations for companies give rise to the Quality premium.
01-06-2022 | Insight
Beyond Fama-French: alpha from short-term signals
Beyond Fama-French: alpha from short-term signals
We believe positive net alpha from established short-term signals can be harvested practically by investors.
31-05-2022 | Research
Conservative investing stands the test of time
Conservative investing stands the test of time
Conservative investing (also termed defensive or low-risk investing) is all about winning by losing less.
23-05-2022 | Insight
Quant chart: Value accelerates to strongest start in decades
Quant chart: Value accelerates to strongest start in decades
Value has achieved the best start to a calendar year in over 35 years.
16-05-2022 | Insight
Quant chart: Meme stock frenzy confirms short-selling signal
Quant chart: Meme stock frenzy confirms short-selling signal
After more than a year following the short squeeze in so-called meme stocks, the informational advantage of short-selling data resurfaces.
29-04-2022 | Insight
Higher risk-free returns do not lead to higher total stock returns
Higher risk-free returns do not lead to higher total stock returns
Our research shows that equity risk premiums tend to be higher when risk-free returns are low, and vice versa.
26-04-2022 | Research
PodcastXL: How to read the huge emerging markets discount
PodcastXL: How to read the huge emerging markets discount
Emerging markets look extremely cheap.
01-04-2022 | Podcast
Podcast: Equity factors are even older than we thought
Podcast: Equity factors are even older than we thought
New Robeco research confirms that investors’ behavioral biases have been around since the days of the American Wild West.
21-03-2022 | Podcast
Value could outperform for five years or more
Value could outperform for five years or more
The resurgent Value style could bring market-beating returns for the next five years and beyond as interest rates rise, Robeco’s Value experts say.
09-03-2022 | Insight
Human instincts drive the Value premium
Human instincts drive the Value premium
Companies with exciting growth stories can lure investors, while those that receive little fanfare can deter them.
04-02-2022 | Insight
US Inflation: the underlying reasons, the Fed’s reaction and the market impact
US Inflation: the underlying reasons, the Fed’s reaction and the market impact
US inflation has hit new records, leading investors to question whether rate rises can keep it in check, or whether the Fed is behind the curve again.
14-01-2022 | Webinar
Factoring carbon taxes into a Value strategy
Factoring carbon taxes into a Value strategy
Incorporating carbon taxes into a Value strategy at a stock level is equivalent to imposing carbon footprint constraints on the overall portfolio.
22-12-2021 | Research
Research on pre-1926 database reveals equity factors are ‘eternal’
Research on pre-1926 database reveals equity factors are ‘eternal’
New research reveals that equity factor styles have existed and persisted since the mid-19th century.
21-12-2021 | Research
Talk ’22: ‘We look for unexpected beauties rather than the usual suspects’
Talk ’22: ‘We look for unexpected beauties rather than the usual suspects’
Emerging market equities can catch up with their developed world counterparts as tapering starts in 2022, says Wim-Hein Pals.
01-12-2021 | Interview
Shielding factor portfolios from credit downgrades and defaults
Shielding factor portfolios from credit downgrades and defaults
Gaining more by losing less in multi-factor credit strategies.
30-11-2021 | Insight
Low Volatility defies the basic finance principles of risk and reward
Low Volatility defies the basic finance principles of risk and reward
Contrary to popular belief, riskier investments do not necessarily translate into higher returns.
12-11-2021 | Insight
The quant cycle
The quant cycle
Equity factors follow their own sentiment-driven cycle that cannot be explained by traditional business cycle indicators.
19-10-2021 | Research
Some factors are now more equal than others
Some factors are now more equal than others
There is no free lunch when it comes to harvesting factor premiums.
06-10-2021 | 5-Year outlook
What valuations and interest rates tell us about equity factors
What valuations and interest rates tell us about equity factors
Single and multi-factor equity portfolios are currently very attractively valued and factor premiums persist across interest rate cycles.
04-10-2021 | Insight