1994
DOI: 10.1016/1057-0810(94)90016-7
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An Optimization Model for Scheduling Withdrawals from Tax-Deferred Retirement Accounts

Abstract: As a growing number of Americans reach refiremen? age, more and more people are facing important decisions about how to withdraw savingsfrom tax-deferred retirement accounts (TDRAs). These decisions are complicated by the Federal Tax Code which imposes a number of rules and regulations on these withdrawals. Since these decisions collectively involve billions of dollars, the potential lossfrom even slightly suboptimal decision making is very large. In this paper, we present a mathematical p… Show more

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Cited by 7 publications
(4 citation statements)
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“…6 Coopersmith and Sumutka (2011) highlight the benefits of general-purpose optimization routines, as well as the mathematical and implementation challenges it faces due to non-linear constraints imposed by progressive taxes. Their work builds on the pioneering work of linear programming for retirement income planning by Ragsdale et al (1994). Most recently, Welch (2016Welch ( , 2017 showed how linear programming models can measure tax-exempt conversion effectiveness and be adapted to upward or downward trending markets.…”
Section: Objective Wealth Functions and Tax Law Modelsmentioning
confidence: 99%
See 1 more Smart Citation
“…6 Coopersmith and Sumutka (2011) highlight the benefits of general-purpose optimization routines, as well as the mathematical and implementation challenges it faces due to non-linear constraints imposed by progressive taxes. Their work builds on the pioneering work of linear programming for retirement income planning by Ragsdale et al (1994). Most recently, Welch (2016Welch ( , 2017 showed how linear programming models can measure tax-exempt conversion effectiveness and be adapted to upward or downward trending markets.…”
Section: Objective Wealth Functions and Tax Law Modelsmentioning
confidence: 99%
“…However, the use of utility functions prevents their direct application by FinTech companies interested in building software tools needed by the unique circumstances that current and future retirees face. Cook et al (2015), Al Zaman (2008), DiLellio and Ostrov (2017, 2020, Coopersmith and Sumutka (2011), Ragsdale et al (1994), among others, used an alternative optimization approach. These authors impose an objective function to maximize portfolio longevity and/ or the size of the bequest.…”
Section: Modelmentioning
confidence: 99%
“…The all-time approach that we have found in the literature uses linear programing algorithms to optimize withdrawals. This line of research begins with Ragsdale et al (1994), which worked with a TDA and taxable account. This was extended to include Roth accounts and additional features in Coopersmith and Sumutka (2011) and Coopersmith and Sumutka (2017), who also concentrated on analyzing the effect of different rates of return in accounts, and in Meyer and Reichenstein (2013), Welch (2016), andWelch (2017), who "assign a single rate of return to all accounts to concentrate on the effects of taxes" as we do in this paper.…”
Section: Literature Reviewmentioning
confidence: 99%
“…Applied mathematical models to cover optimal retirement behavior (Ragsdale, Seila, and Little, 1994;Welch, 2008) discuss salient points involved in our article's RVD procedure. They also examine concerns beyond our RVD emphasis such as that by Welch (2015).…”
Section: Introductionmentioning
confidence: 99%