Personalized goal-based investing via multi-stage stochastic goal programming

被引:19
作者
Kim, Woo Chang [1 ]
Kwon, Do-Gyun [1 ]
Lee, Yongjae [2 ]
Kim, Jang Ho [3 ]
Lin, Changle [4 ]
机构
[1] Korea Adv Inst Sci & Technol, Dept Ind & Syst Engn, Daejeon 34141, South Korea
[2] Ulsan Natl Inst Sci & Technol, Sch Management Engn, 50 UNIST Gil, Ulsan 44919, South Korea
[3] Kyung Hee Univ, Dept Ind & Management Syst Engn, 1732 Deogyeong Daero, Yongin 17104, Gyeonggi Do, South Korea
[4] Tsinghua Univ, Inst Interdisciplinary Informat Sci, FinTech Ctr, 30 Shuangqing Rd, Beijing 100084, Peoples R China
关键词
Goal-based Investing; Goal Programming; Multi-stage Stochastic Programming; Automated Investment Management; Robo-advisor; Financial Technology (FinTech); Retirement planning; Defined contribution pension plan; ASSET-LIABILITY MANAGEMENT; PORTFOLIO OPTIMIZATION; GENERATION; MODEL;
D O I
10.1080/14697688.2019.1662079
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
In this paper, we propose a goal-based investment model that is suitable for personalized wealth management. The model only requires a few intuitive inputs such as size of wealth, investment amount, and consumption goals from individual investors. In particular, a priority level can be assigned to each consumption goal and the model provides a holistic solution based on a sequential approach starting with the highest priority. This allows strict prioritization by maximizing the probability of achieving higher priority goals that are not affected by goals with lower priorities. Furthermore, the proposed model is formulated as a linear program that efficiently finds the optimal financial plan. With its simplicity, flexibility, and computational efficiency, the proposed goal-based investment model provides a new framework for automated investment management services.
引用
收藏
页码:515 / 526
页数:12
相关论文
共 39 条
[11]   www.personal_asset_allocation [J].
Consiglio, A ;
Cocco, F ;
Zenios, SA .
INTERFACES, 2004, 34 (04) :287-302
[12]   Scenario optimization asset and liability modelling for individual investors [J].
Consiglio, Andrea ;
Cocco, Flavio ;
Zenios, Stavros A. .
ANNALS OF OPERATIONS RESEARCH, 2007, 152 (1) :167-191
[13]   A parsimonious model for generating arbitrage-free scenario trees [J].
Consiglio, Andrea ;
Carollo, Angelo ;
Zenios, Stavros A. .
QUANTITATIVE FINANCE, 2016, 16 (02) :201-212
[14]   Portfolio Optimization with Mental Accounts [J].
Das, Sanjiv ;
Markowitz, Harry ;
Scheid, Jonathan ;
Statman, Meir .
JOURNAL OF FINANCIAL AND QUANTITATIVE ANALYSIS, 2010, 45 (02) :311-334
[15]  
Deguest R., 2015, INTRO COMPREHEIVE IN
[16]   Lifecycle Goal Achievement or Portfolio Volatility Reduction? [J].
Dempster, M. A. H. ;
Kloppers, Dwayne ;
Medova, Elena ;
Osmolovsky, Igor ;
Ustinov, Phihilipp .
JOURNAL OF PORTFOLIO MANAGEMENT, 2016, 42 (02) :99-117
[17]   Asset liability management for individual households [J].
Dempster, M. A. H. ;
Medova, E. A. .
BRITISH ACTUARIAL JOURNAL, 2011, 16 (02) :405-439
[18]  
Fabozzi F.J., 2002, Journal of Investing, V11, P7, DOI [10.3905/joi.2002.319510, DOI 10.3905/JOI.2002.319510]
[19]  
FOWLER GB, 2006, J WEALTH MANAG, V9, P18, DOI DOI 10.3905/JWM.2006.628677
[20]  
Geyer A, 2009, J COMPUT FINANC, V12, P29