Active Quant: finding alpha with confidence
Blending data-driven insights, risk control and quant expertise to pursue reliable returns.


While portfolio construction approaches have most often been considered two-dimensional (incorporating risk and return goals), investing has historically been a multi-dimensional endeavor, with sustainability the latest addition to multi-objective investing.
To this end, we introduce in our recent research paper a multi-objective investment framework which we deem ‘3D investing’. We demonstrate that such framework results in the ‘best possible’ solution when jointly considering more than two portfolio objectives.
The new paper by David Blitz, Mike Chen, Clint Howard and Harald Lohre demonstrates how traditional mean-variance portfolio optimization can be enhanced by adding sustainability as a third goal, using carbon footprint and SDG (see Figure 1 below) as examples. We find the 3D investment approach generally outperforms the traditional 2D model with sustainability constraints. Our historical simulations show that 3D investing yields higher sustainability metrics and expected returns than a constraint-only method. However, using constraints in sustainable investing still has merit. A combined strategy, blending a flexible sustainability constraint with integrating sustainability into the optimization process, offers a balance between return, risk, and sustainability goals. For aggressive sustainability aims, the 3D approach, which explicitly incorporates sustainability alongside alpha and risk, is ideal.

Blending data-driven insights, risk control and quant expertise to pursue reliable returns.

Source: Robeco. The graph shows that when targeting higher SDG scores above the benchmark, the 3D investing approach is superior to using a portfolio constraint from an after-cost return perspective. This is especially true when targeting more ambitious sustainability goals in lower tracking error quant portfolios .
Subscribe to our newsletter for investment updates and expert analysis.
本網站僅供《證券及期貨條例》(香港法例第571章)及其附屬法例所界定之專業投資者瀏覽及使用。 投資涉及風險。過往表現並不代表未來表現。本網站所載資料僅供參考之用,並不構成任何投資建議,亦非作出買賣任何證券或採納任何投資策略之要約或招攬。投資者不應僅憑本網站提供之資料作出投資決定,在作出任何投資決定前,應徵詢獨立意見(包括有關稅務影響之意見)。投資者應確保完全理解投資產品的相關風險,亦應考量自身投資目標及風險承受水平。投資乃閣下之個人決定。除非銷售投資產品的中介人已向閣下告知該投資產品適合閣下,並已解釋其符合閣下投資目標之原因,否則閣下不應投資。請參閱相關發售文件或其他法律文件,以獲取包括風險因素在內的進一步詳情。 本網站由荷寶投資管理香港有限公司發布,該公司受香港證券及期貨事務監察委員會(「證監會」)規管(中央編號:APU851)。本網站未經證監會審閱。 無法保證任何投資產品可實現其投資目標。概不就任何投資產品之表現或投資回報作任何聲明或承諾。投資的價值或會波動。本網站所載過往表現、推算或預測,均不應視作未來表現之保證或指標,且概不提供任何明示或暗示之保證。本網站內容建基於相信為可靠之來源,惟因應資料傳遞技術特性及須採用多項數據來源(包括第三方內容),故概不保證其準確性。所述觀點僅乃截至上述日期,或會隨市況變化而改變,可予更改而毋須另行通知。該等意見可能有別於其他荷寶投資專業人士之意見。因使用本材料或當中所載任何評論、意見或估算而引致之直接、間接或相應損失,荷寶概不承擔法律責任。荷寶並無責任更新本網站或任何網站內容。未經荷寶事先書面許可,不得複製、分發或刊發本網站任何材料。 除非另有說明,資料來源:荷寶。
Warning – Fraudulent use of Robeco on websites and social media Read more