US6125355A
Expired / Lapsed
US
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Pricing module for financial advisory system
Assignee: Edelman Financial Engines LLC
•
Filing: 1997-12-02
•
Granted: 2000-09-26
•
Expires: 2017-12-02
Abstract
Abstract The pricing module of the present invention provides a single module that models both fixed-income securities and equity securities into the future in an arbitrage-free model. Because the modeling includes both fixed-income securities and equity securities that are modeled based on common input state variables and does not allow arbitrage conditions between the fixed-income securities and the equity securities (as well as no arbitrage within a security class), the present invention provides an improved pricing module as compared to those in the prior art.
Inventors
- 👤 Geert Bekaert
- 👤 Steven R. Grenadier
- 👤 Christopher L. Jones
- 👤 Jason S. Scott
- 👤 John G. Watson
Bibliographic Details
Application Number
—
Jurisdiction
US
Data Source
google_patents
Last Synchronized
2026-11-05 18:22
CPC Classifications
G; G06; G06Q; G06Q40/00; G06Q40/04; G06Q10/00; G06Q10/06; G06Q10/063; G06Q10/0635; G06Q30/00; G06Q30/02; G06Q30/0201; G06Q40/03; G06Q40/06
Claims Analysis
Total Claims: 57
Claim 1
Independent Claim
82 words
In a computer system, a method for pricing equity securities and fixed-income securities having a no arbitrage constraint, the method comprising: determining a fixed-income security pricing based on an inflation value, a real rate value and a term structure parameter; determining equity security pricing based on the inflation value, the real rate value, the term structure risk parameter, a dividend growth value, and an equity correlation parameter; and generating pricing data corresponding to the fixed-income security pricing and the equity security pricing.
Claim 2
Dependent Claim
82 words
In a computer system, a method for pricing equity securities and fixed-income securities having a no arbitrage constraint, the method comprising: determining a fixed-income security pricing based on an inflation value, a real rate value and a term structure parameter; determining equity security pricing based on the inflation value, the real rate value, the term structure risk parameter, a dividend growth value, and an equity correlation parameter; and generating pricing data corresponding to the fixed-income security pricing and the equity security pricing.
Claim 3
Dependent Claim
21 words
The method of claim 1, wherein the fixed-income securities comprise: one or more short term-bonds; and one or more long-term bonds.
Claim 4
Dependent Claim
23 words
The method of claim 1, wherein the equity securities comprise one or more stocks, mutual funds, warrants, stock options, or derivative equity securities.
Claim 5
Dependent Claim
11 words
The method of claim 1 further comprising receiving the inflation value.
Claim 6
Dependent Claim
12 words
The method of claim 1 further comprising receiving the real rate value.
Claim 7
Dependent Claim
16 words
The method of claim 1 further comprising the step of receiving the term structure risk parameter.
Claim 8
Dependent Claim
15 words
The method of claim 1 further comprising the step of receiving the dividend growth value.
Claim 9
Dependent Claim
15 words
The method of claim 1 further comprising the step of receiving the equity correlation parameter.
Claim 10
Dependent Claim
57 words
The method of claim 1, wherein the term structure risk parameter and the equity correlation parameter are determined such that when determining fixed-income security pricing and determining equity security pricing are performed for one or more chosen historical times that the pricing approximates observed fixed-income security pricing and observed equity security pricing for the chosen historical times.
Claim 11
Dependent Claim
16 words
The method of claim 1, wherein the inflation value is determined as a heteroskedastic stochastic process.
Claim 12
Dependent Claim
114 words
The method of claim 10, wherein the inflation value at time t+1 (π t+1 ) is determined according to: ##EQU18## where μ.sub.π is a constant determined based on an unconditional mean for observed inflation over a period of time, ρ.sub.π is a first-order autocorrelation for the observed inflation over the period of time, π t is an inflation value for time t, σ'.sub.π is selected such that a standard deviation of a plurality of predicted inflation values corresponding to the period of time is approximately equal to a standard deviation of the observed inflation for the period of time, and ε t+1 .sup.π is a value chosen by a standard normal random deviate function.
Claim 13
Dependent Claim
19 words
The method of claim 1, wherein the real rate of interest value is determined as a heteroskedastic stochastic process.
Claim 14
Dependent Claim
124 words
The method of claim 12, wherein the real rate value at time t+1 (χ t+1 ) is determined according to: ##EQU19## where μ.sub.χ is a constant determined based on an unconditional mean for observed real rate over a period of time, ρ.sub.χ is a first-order autocorrelation of the observed real rate of interest over the period of time, χ t is a real rate value for time t, σ'.sub.χ is selected such that a standard deviation of a plurality of predicted real rate values corresponding to the period of time is approximately equal to a standard deviation of the observed real rate of interest over the period of time, and ε t+1 .sup.χ is a value chosen by a standard normal random deviate function.
Claim 15
Dependent Claim
39 words
The method of claim 13, wherein the estimated real rate of interest is determined based on a short-term nominal rate of interest and a value of inflation is based on expected inflation and the nominal short-term rate of interest.
Claim 16
Dependent Claim
75 words
The method of claim 14, wherein the short-term nominal rate of interest is determined according to: ##EQU20## where μ.sub.π is a constant determined based on an unconditional mean of observed inflation over a period of time, ρ.sub.π is a first-order autocorrelation for inflation over the period of time, π t is an inflation value for time t, and σ'.sub.π 2 is a variance of the innovations in the inflation process over the period of time.
Claim 17
Dependent Claim
17 words
The method of claim 1, wherein the dividend growth value is determined as a homoskedastic stochastic process.
Claim 18
Dependent Claim
125 words
The method of claim 16, wherein the dividend growth value at time t+1 (Δd t+1 ) determined according to: Δd.sub.t+1 =μ.sub.d +ρ.sub.d Δd.sub.t +σ'.sub.d ε.sub.t+1.sup.Δd where μ d is a constant determined based on an unconditional mean for observed dividend growth over a period of time, ρ d is a first-order autocorrelation for the observed dividend growth over the period of time, χ d is a dividend growth value for time t, σ' d is selected such that a standard deviation of a plurality of predicted dividend growth values corresponding to the period of time approximately equal to a standard deviation of observed dividend growth for the period of time, and ε t+1 .sup.Δd is a value chosen by a standard normal random deviate function.
Claim 19
Dependent Claim
30 words
The method of claim 1, wherein the term structure risk (λ) value is approximately equal to a slope of a yield curve at a particular time for a representative investor.
Claim 20
Dependent Claim
24 words
The method of claim 1, wherein the equity correlation (β) value is determined based on observed equity behavior with respect to observed bond behavior.
Claim 21
Dependent Claim
47 words
The method of claim 1, wherein the step of determining fixed-income security pricing comprises the step of determining an n-period yield (y nt ) according to: ##EQU21## where p nt is a logarithm of a time, t, of a default-free bond paying one dollar in n years.
Claim 22
Dependent Claim
187 words
The method of claim 20, wherein p nt is: p.sub.nt =A.sub.n +B.sub.n χ.sub.t +C.sub.n π.sub.t where A.sub.n =A.sub.n-1 =μ.sub.π +B.sub.n-1 μ.sub.χ +C.sub.n-1 μ.sub.π ##EQU22## and A.sub.0 =B.sub.0 =C.sub.0 =0 and where χ t is a real rate value for time t, π t is an inflation value for time t, μ.sub.π is a constant determined based on an unconditional mean for observed inflation over a period of time, μ.sub.χ is a constant determined based on an unconditional mean for observed real rate over the period of time, ρ.sub.χ is a first order autocorrelation of the observed real rate of interest over the period of time, λ is approximately equal to a slope of a yield curve at a particular time, σ'.sub.π is selected such that a standard deviation of a plurality of predicted inflation values corresponding to the period of time is approximately equal to a standard deviation of the observed inflation for the period of time, ρ.sub.π is a first order autocorrelation for the observed inflation over the period of time, and σ.sub.π 2 is a variance of the observed inflation over the period of time.
Claim 23
Dependent Claim
249 words
The method of claim 1, wherein determining equity security pricing comprises determining a price to dividend ratio at a time, t, (pd t ) according to: ##EQU23## where ##EQU24## ƒ.sub.i+1 =ƒ+ƒ.sub.i ρ.sub.d and a.sub.0 =b.sub.0 =c.sub.0 =ƒ.sub.0 =0 and where χ t is a real rate value at time t, π t is an inflation value at time t, Δd t is a dividend growth value at time t, μ.sub.π is a constant determined based on a mean for observed inflation over a period of time, ρ.sub.π is a first-order autocorrelation for the observed inflation over the period of time, σ'.sub.π 2 is a variance of the observed inflation over the period of time, μ.sub.χ is a constant determined based on a mean for observed real rate over the period of time, ρ.sub.χ is a first-order autocorrelation of the observed real rate of interest over the period of time, σ'.sub.χ is selected such that the variance of an inflation process is approximately equal to observed inflation over the period of time, μ d is a constant determined based on a mean for observed dividend growth over the period of time, ρ d is a first-order autocorrelation for dividend growth over the period of time, σ' d is selected such that a standard deviation of a plurality of dividend growth values corresponding to the period of time is approximately equal to a standard deviation of observed dividend growth for the period of time, and β is the equity correlation parameter.
Claim 24
Dependent Claim
23 words
The method of claim 22, wherein equity security returns are determined according to: ##EQU25## where V is a value of a stock market.
Claim 25
Dependent Claim
125 words
In a computer system, a method for pricing equity securities and fixed-income securities having a no arbitrage constraint, the method comprising: determining a term structure risk parameter based on observed term structure data; determining an equity correlation parameter based on a correlation between equity dividends and fixed-income securities; determining a heteroskedastic inflation value; determining a heteroskedastic real rate value; determining a homoskedastic dividend growth value; pricing fixed-income securities based on the term structure risk parameter, the inflation value and the real rate value; and pricing equity securities based on the term structure risk parameter, the inflation value, the real rate value, the dividend growth value, and the equity correlation parameter; and generating pricing data corresponding to the fixed-income security pricing and the equity security pricing.
Claim 26
Dependent Claim
125 words
In a computer system, a method for pricing equity securities and fixed-income securities having a no arbitrage constraint, the method comprising: determining a term structure risk parameter based on observed term structure data; determining an equity correlation parameter based on a correlation between equity dividends and fixed-income securities; determining a heteroskedastic inflation value; determining a heteroskedastic real rate value; determining a homoskedastic dividend growth value; pricing fixed-income securities based on the term structure risk parameter, the inflation value and the real rate value; and pricing equity securities based on the term structure risk parameter, the inflation value, the real rate value, the dividend growth value, and the equity correlation parameter; and generating pricing data corresponding to the fixed-income security pricing and the equity security pricing.
Claim 27
Independent Claim
143 words
A system for analyzing asset portfolios comprising: a value module that provides one or more values; a pricing kernel communicably coupled to the value module, the pricing kernel to generate prices for fixed-income securities based on a term structure risk parameter, an inflation value and a real rate value and to generate prices for equity securities based on the term structure risk parameter, the inflation value, the real rate value, a dividend growth value, and an equity correlation parameter, wherein the pricing of fixed-income securities and the pricing of equity securities are subject to a no arbitrage constraint; and a simulation module communicatively coupled to the pricing kernel, the simulation module to estimate future asset worth based on the prices generated by the pricing kernel, the simulation module to generate pricing data corresponding to the fixed-income security pricing and the equity security pricing.
Claim 28
Independent Claim
143 words
A system for analyzing asset portfolios comprising: a value module that provides one or more values; a pricing kernel communicably coupled to the value module, the pricing kernel to generate prices for fixed-income securities based on a term structure risk parameter, an inflation value and a real rate value and to generate prices for equity securities based on the term structure risk parameter, the inflation value, the real rate value, a dividend growth value, and an equity correlation parameter, wherein the pricing of fixed-income securities and the pricing of equity securities are subject to a no arbitrage constraint; and a simulation module communicatively coupled to the pricing kernel, the simulation module to estimate future asset worth based on the prices generated by the pricing kernel, the simulation module to generate pricing data corresponding to the fixed-income security pricing and the equity security pricing.
Claim 29
Dependent Claim
21 words
The system of claim 25, wherein the fixed-income securities comprise: one or more short term-bonds; and one or more long-term bonds.
Claim 30
Dependent Claim
14 words
The system of claim 25, wherein the equity securities comprise one or more stocks.
Claim 31
Dependent Claim
13 words
The system of claim 25 wherein the parameter module provides the inflation value.
Claim 32
Dependent Claim
14 words
The system of claim 25 wherein the parameter module provides the real rate value.
Claim 33
Dependent Claim
15 words
The system of claim 25 wherein the parameter module provides the term structure risk parameter.
Claim 34
Dependent Claim
14 words
The system of claim 25 wherein the parameter module provides the dividend growth value.
Claim 35
Dependent Claim
14 words
The system of claim 25 wherein the parameter module provides the equity correlation parameter.
Claim 36
Dependent Claim
16 words
The system of claim 25, wherein the inflation value is determined as a heteroskedastic stochastic process.
Claim 37
Dependent Claim
17 words
The system of claim 25, wherein the real rate value is determined as a heteroskedastic stochastic process.
Claim 38
Dependent Claim
17 words
The system of claim 25, wherein the dividend growth value is determined as a homoskedastic stochastic process.
Claim 39
Independent Claim
93 words
An apparatus for pricing fixed-income securities and equity securities having a no arbitrage constraint, comprising: an input device; an output device; and a processor coupled to the input device and to the output device to output pricing of fixed-income securities and equity securities, wherein fixed-income securities are priced based on a term structure risk parameter, an inflation value and a real rate value, and further wherein equity securities are priced based on the term structure risk parameter, the inflation value, the real rate value, a dividend growth value and an equity correlation parameter.
Claim 40
Independent Claim
93 words
An apparatus for pricing fixed-income securities and equity securities having a no arbitrage constraint, comprising: an input device; an output device; and a processor coupled to the input device and to the output device to output pricing of fixed-income securities and equity securities, wherein fixed-income securities are priced based on a term structure risk parameter, an inflation value and a real rate value, and further wherein equity securities are priced based on the term structure risk parameter, the inflation value, the real rate value, a dividend growth value and an equity correlation parameter.
Claim 41
Dependent Claim
27 words
The apparatus of claim 36, wherein the term structure risk parameter is determined based on a slope of an observed yield curve relevant to a representative investor.
Claim 42
Dependent Claim
24 words
The apparatus of claim 36, wherein the equity correlation parameter is determined based on observed dividend behavior and with respect to observed bond behavior.
Claim 43
Dependent Claim
57 words
The apparatus of claim 36, wherein the term structure risk parameter and the equity correlation parameter are determined such that when fixed-income securities and equity securities are priced for one or more chosen historical times that the prices approximate observed fixed-income security prices and observed equity security prices, respectively, for the one or more chosen historical times.
Claim 44
Dependent Claim
158 words
A machine readable medium having stored thereon sequences of instructions, which when executed by one or more processors, cause one or more electronic devices to: determine a term structure risk parameter based on evaluation of a user; determine an equity correlation parameter based on a correlation between equity dividends and fixed-income securities; n equity correlation parameter based on a correlation between equity dividends and fixed-income securities; determine a heteroskedastic inflation value; determine a hetroskedastic real rate value; determine a homoskedastic dividend growth rate; price fixed-income securities based on the term structure risk parameter, the inflation value and the real rate value; price a equity securities based on the term structure risk parameter, the inflation value, the real rate value, the dividend growth value, and the equity correlation parameter; and generate pricing data corresponding to the fixed-income security pricing and the equity security pricing; wherein pricing fixed-income securities and pricing equity securities are subject to a no arbitrage constraint.
Claim 45
Dependent Claim
158 words
A machine readable medium having stored thereon sequences of instructions, which when executed by one or more processors, cause one or more electronic devices to: determine a term structure risk parameter based on evaluation of a user; determine an equity correlation parameter based on a correlation between equity dividends and fixed-income securities; n equity correlation parameter based on a correlation between equity dividends and fixed-income securities; determine a heteroskedastic inflation value; determine a hetroskedastic real rate value; determine a homoskedastic dividend growth rate; price fixed-income securities based on the term structure risk parameter, the inflation value and the real rate value; price a equity securities based on the term structure risk parameter, the inflation value, the real rate value, the dividend growth value, and the equity correlation parameter; and generate pricing data corresponding to the fixed-income security pricing and the equity security pricing; wherein pricing fixed-income securities and pricing equity securities are subject to a no arbitrage constraint.
Claim 46
Dependent Claim
23 words
The machine readable medium of claim 40 wherein the fixed-income securities comprise: one or more short-term bonds; and one or more long-term bonds.
Claim 47
Dependent Claim
25 words
The machine readable medium of claim 40 wherein the equity securities comprise one or more stocks, mutual funds, warrants, stock options, or derivative equity securities.
Claim 48
Dependent Claim
59 words
The machine readable medium of claim 40, wherein the term structure risk parameter and the equity correlation parameter are determined such that when determining fixed-income security pricing and determining equity security pricing are performed for one or more chosen historical times that the pricing approximates observed fixed-income security pricing and observed equity security pricing for the chosen historical times.
Claim 49
Dependent Claim
32 words
The machine readable medium of claim 40, wherein the term structure risk (λ) value is approximately equal to a slope of a yield curve at a particular time for a representative investor.
Claim 50
Dependent Claim
26 words
The machine readable medium of claim 40, wherein the equity correlation (β) value is determined based on observed equity behavior with respect to observed bond behavior.
Claim 51
Dependent Claim
86 words
A machine readable medium having stored thereon sequences of instructions, which when executed by one or more processors, cause one or more electronic devices to: determine a fixed-income security pricing based on an inflation value, a real rate value and a term structure parameter; determine equity security pricing based on the inflation value, the real rate value, the term structure risk parameter, a dividend growth value, and an equity correlation parameter; and generate pricing data corresponding to the fixed-income security pricing and the equity security pricing.
Claim 52
Dependent Claim
86 words
A machine readable medium having stored thereon sequences of instructions, which when executed by one or more processors, cause one or more electronic devices to: determine a fixed-income security pricing based on an inflation value, a real rate value and a term structure parameter; determine equity security pricing based on the inflation value, the real rate value, the term structure risk parameter, a dividend growth value, and an equity correlation parameter; and generate pricing data corresponding to the fixed-income security pricing and the equity security pricing.
Claim 53
Dependent Claim
23 words
The machine readable medium of claim 46 wherein the fixed-income securities comprise: one or more short-term bonds; and one or more long-term bonds.
Claim 54
Dependent Claim
25 words
The machine readable medium of claim 46 wherein the equity securities comprise one or more stocks, mutual funds, warrants, stock options, or derivative equity securities.
Claim 55
Dependent Claim
59 words
The machine readable medium of claim 46, wherein the term structure risk parameter and the equity correlation parameter are determined such that when determining fixed-income security pricing and determining equity security pricing are performed for one or more chosen historical times that the pricing approximates observed fixed-income security pricing and observed equity security pricing for the chosen historical times.
Claim 56
Dependent Claim
32 words
The machine readable medium of claim 46, wherein the term structure risk (λ) value is approximately equal to a slope of a yield curve at a particular time for a representative investor.
Claim 57
Dependent Claim
26 words
The machine readable medium of claim 46, wherein the equity correlation (β) value is determined based on observed equity behavior with respect to observed bond behavior.
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USPTO Annuity & Maintenance Windows
| Annuity Stage | Window Opens | Payment Deadline | Surcharge Period Until | Estimated Fee | Status |
|---|---|---|---|---|---|
| 3.5 Years (Year 4) | 2003-09-26 | 2004-03-27 | 2004-09-26 | $2000.00 | Window Closed / Lapsed |
| 7.5 Years (Year 8) | 2007-09-26 | 2008-03-27 | 2008-09-26 | $3760.00 | Window Closed / Lapsed |
| 11.5 Years (Year 12) | 2011-09-26 | 2012-03-27 | 2012-09-26 | $7700.00 | Window Closed / Lapsed |