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Insights

Nebo Insights are a collection of whitepapers, webinar recordings, and use case videos that help you understand where Nebo came from and how Nebo works.

Behavioral Finance

These insights focus on how psychological influences can affect clients and advisors, how people make financial decisions, their attitudes toward money, and how these factors influence their spending and investment habits— An all-encompassing view on behavioral finance topics range from mental accounting to anchoring to present bias, framing, and nudging.

Theory

These insights focus on fleshing out and expanding on the decades of deep research that sits at the foundation of Neb, explaining in detail the theory that power our most powerful insight: defining risk – not as volatility – but as ‘not having what you need when you need it.’

Product

These insights focus on product-related topics, such as how to use Nebo's many features, how and why these features were developed, and how Nebo’s features can become part of your RIA tech-stack daily workflow.

View All
Product
Theory
Behavioral Finance

Product

All
pen
Whitepapers
mirror
Case Studies
video
Webinars
Ben Inker
Matt Kadnar
August 2023
6 minutes

Webinar Replay: Dear Allocator is it Ok to Own 100% Stocks?

A moderated Q&A between Ben Inker and Matt Kadnar as they answer RIA submitted questions on a variety of topics.

Download now
Watch now
Ben Inker
July 2023

Dear Allocator: Is it OK to own 100% stocks?

We recently polled our Nebo clients: “What one investment question would you want to ask Ben Inker, Co-Head of GMO Asset Allocation, today?” We got some classic reactions, like “Ooh! Ooh! This is like walking me into the Eccles Building and saying, ‘If you could ask Chair Powell one question, what would it be?’” and “Interesting. It's kind of like a ‘Dear Abby’ advice column. I like it.” We also received a lot of interesting questions about this “Ask an Allocator” opportunity, and we will try to answer them in time. Provided in this edition is Ben’s answer to one of our favorites from Rich Toscano, Investment Manager at Pacific Capital Associates and self-proclaimed “value investing nerd.”

Download now
Watch now
Matt Kadnar
11:32 minutes

Rent Trust 3 – Jane Smith – Integration with Financial Planning

Highlighting Nebo’s flexible framework, we show how easy it is to integrate cash flow work done from major financial planning software directly into Nebo. We also explore Nebo’s next-generation Monte Carlo simulations in assessing the viability of a personalized glide path and additional savings, withdrawal, and retirement age scenario planning.

Download now
Watch now
Matt Kadnar
12:46 minutes

Rent Trust 2 – How does my portfolio change with the market?

Building on our first case study, we explore more deeply how Nebo incorporates your investment schema, capital market assumptions, and preferred methods of implementation. Nebo then uses these inputs for its proprietary, multi-period shortfall optimization allowing you to test your intuition and better understand the key decisions that are driving today’s portfolio allocation.

Download now
Watch now
Matt Kadnar
13:40 minutes

Rent Trust 1 – What is my basic plan? Is it viable?

In this brief video, we walk you through a case study from one of our early advisors – how in minutes Nebo can help you build a strategic glide path, test its viability and then build a portfolio based on today’s market conditions.

Download now
Watch now
Ben Inker
Matt Kadnar
August 2023
6 minutes

Webinar Replay: Dear Allocator is it Ok to Own 100% Stocks?

A moderated Q&A between Ben Inker and Matt Kadnar as they answer RIA submitted questions on a variety of topics.

Download now
Watch now
Ben Inker
July 2023

Dear Allocator: Is it OK to own 100% stocks?

We recently polled our Nebo clients: “What one investment question would you want to ask Ben Inker, Co-Head of GMO Asset Allocation, today?” We got some classic reactions, like “Ooh! Ooh! This is like walking me into the Eccles Building and saying, ‘If you could ask Chair Powell one question, what would it be?’” and “Interesting. It's kind of like a ‘Dear Abby’ advice column. I like it.” We also received a lot of interesting questions about this “Ask an Allocator” opportunity, and we will try to answer them in time. Provided in this edition is Ben’s answer to one of our favorites from Rich Toscano, Investment Manager at Pacific Capital Associates and self-proclaimed “value investing nerd.”

Download now
Watch now
Matt Kadnar
11:32 minutes

Rent Trust 3 – Jane Smith – Integration with Financial Planning

Highlighting Nebo’s flexible framework, we show how easy it is to integrate cash flow work done from major financial planning software directly into Nebo. We also explore Nebo’s next-generation Monte Carlo simulations in assessing the viability of a personalized glide path and additional savings, withdrawal, and retirement age scenario planning.

Download now
Watch now
Matt Kadnar
12:46 minutes

Rent Trust 2 – How does my portfolio change with the market?

Building on our first case study, we explore more deeply how Nebo incorporates your investment schema, capital market assumptions, and preferred methods of implementation. Nebo then uses these inputs for its proprietary, multi-period shortfall optimization allowing you to test your intuition and better understand the key decisions that are driving today’s portfolio allocation.

Download now
Watch now
Matt Kadnar
13:40 minutes

Rent Trust 1 – What is my basic plan? Is it viable?

In this brief video, we walk you through a case study from one of our early advisors – how in minutes Nebo can help you build a strategic glide path, test its viability and then build a portfolio based on today’s market conditions.

Download now
Watch now

Theory

All
pen
Whitepapers
microphone
Case Studies
video
Webinars
Ben Inker
July 2023

Dear Allocator: Is it OK to own 100% stocks?

We recently polled our Nebo clients: “What one investment question would you want to ask Ben Inker, Co-Head of GMO Asset Allocation, today?” We got some classic reactions, like “Ooh! Ooh! This is like walking me into the Eccles Building and saying, ‘If you could ask Chair Powell one question, what would it be?’” and “Interesting. It's kind of like a ‘Dear Abby’ advice column. I like it.” We also received a lot of interesting questions about this “Ask an Allocator” opportunity, and we will try to answer them in time. Provided in this edition is Ben’s answer to one of our favorites from Rich Toscano, Investment Manager at Pacific Capital Associates and self-proclaimed “value investing nerd.”

Download now
Watch now
Matt Kadnar
Martin Tarlie
Ben Inker
2023

Monte Carlo Simulations – Details Matter

Monte Carlo simulations are an important aspect of testing the viability of a client’s financial plan. Unfortunately, the Monte Carlo engines in standard financial planning software are based on the overly-academic Random Walk model, leading to unrealistic long-term volatility profiles at odds with historical data.

Download now
Watch now
Martin Tarlie
Matt Kadnar
Oct 2018
46:07 minutes

What Do You Need and When Do You Need It? A New Approach to Retirement Income

At the 2018 GMO Fall Conference, Matt Kadnar and Martin Tarlie frame the retirement problem around a simple question: What do you need and when do you need it? They discuss the importance of a flexible framework and the significant impact that mean reversion has on expected returns for a portfolio.

Download now
Watch now
Martin Tarlie
Andy Finnegan
Oct 2019
44:58 minutes

Sequence of Returns Risk: More Bark Than Bite?

At the 2019 GMO Fall Conference, Martin Tarlie reveals how you can manage for better outcomes (in expectation) by “asking the right question” and “moving your assets.” Also, he demonstrates a GMO-built tool (early stage!) to help you understand the trade-offs between short-term safety and long-term compounding of wealth, among other things.

Download now
Watch now
Martin Tarlie
Oct 2020
30:00 minutes

A New Paradigm in Portfolio Construction

At the 2020 GMO Fall Conference, Martin Tarlie redefined risk more intuitively as “What do you need and when do you need it?” and demonstrated our first application of this concept, Nebo, which builds customized portfolios that minimize the risk of falling short of what you need when you need it. Nebo is a flexible, open-architecture platform that financial advisors can use to build customized portfolios for each client by combining GMO, third-party and their market views.

Download now
Watch now
Martin Tarlie
Nov 2021
6:16 minutes

2021 GMO Conference - Conceptual overview

HIGHLIGHTS: Martin Tarlie demonstrates how the science underpinning Nebo helps advisory firms generate better portfolios for their clients.

Download now
Watch now
Martin Tarlie
Andy Finnegan
Nov 2021
31:05 minutes

Needs-Based Allocation: A New Platform for Portfolio Construction – One Year Later

At the 2021 GMO Fall Conference, Martin Tarlie demonstrated how Nebo helps advisory firms generate better portfolios for their clients. Over the past year, we have had the good fortune to work with a handful of innovative financial advisors as design partners, achieving significant usage milestones along the way.

Download now
Watch now
Matt Kadnar
James Montier
Martin Tarlie
July 2022
31:01 minutes

Investing for Retirement: Modelling Your Assets

In this webcast, James Montier and Martin Tarlie discussed the genesis of their latest White Paper, “Investing for Retirement II: Modelling Your Assets – Are Financial Planners Stuck in the 1970s?” We believe an approach to retirement investing that better models and understands how financial markets differ from the outdated academic assumptions of market efficiency and random walks will result in substantially superior portfolios.

Download now
Watch now
Ben Inker
James Montier
Martin Tarlie
Sept 2022
36:17 minutes

Investing for Retirement III: Understanding and Dealing with Sequence Risk

In this webcast, Ben Inker, James Montier, and Martin Tarlie discuss the genesis of their latest whitepaper.

Download now
Watch now
Martin Tarlie
Andy Finnegan
Matt Kadnar
Nov 2022
46:00 minutes

Minimizing Shortfall - Deep risk vs. shallow risk

Risk is often defined as 'volatility,' but it is more aptly defined as 'not having what you need when you need it.' GMO's Needs-Based Allocation platform, “Nebo,” allows financial advisors to build portfolios that minimize this risk. Matt Kadnar and Martin Tarlie explain this framework, and how it differs from other more traditional measures of risk and walk you through a real-life case study for a high-net-worth client.

Download now
Watch now
Martin Tarlie
2016

Investment Horizon and Portfolio Selection

Foundational research: we introduce a method of portfolio selection based on the idea that investment risk is not having enough wealth when you need it. Not having enough wealth translates into a required return. When you need wealth translates into an investment horizon.

Download now
Watch now
Edmund Bellord
Joshua Livnat
Dan Porte
2017

Optimal Holdings of Active, Passive, and Smart Beta Strategies

Foundational research: We study the basic problem of allocating amongst a set of equity strategies given a policy benchmark from an expected shortfall perspective. We find that portfolios that minimize expected shortfall differ substantially from portfolios generated using conventional methods.

Download now
Watch now
Martin Tarlie
2020

A Case Study in Multiperiod Portfolio Optimization: A Classic Problem Revisited

Foundational research: Most people in finance and economics mistakenly believe the only way to solve a multi-period optimization problem is to use dynamic programming. Dynamic programming is not wrong, but it is unnecessarily complicated for the use case – what portfolio should I own today?

Download now
Watch now
Peter Chiappinelli
Ram Thirukkonda
2015

Who Ate Joe’s Retirement

Retirement plan participants are haunted by an invisible risk called sequence risk (sometimes called sequence-of-returns or path dependency risk), that is, getting the “right” returns but in the “wrong” order.

Download now
Watch now
Ben Inker
Martin Tarlie
2014

Investing for Retirement I: The Defined Contribution Challenge

The retirement landscape has changed. The risk of failure with the traditional glide paths and savings/spending assumptions seems to us to be disturbingly high.

Download now
Watch now
James Montier
Martin Tarlie
2022

Investing for Retirement II: Modeling Your Assets & Correcting the Flaws in Monte Carlos

Standard financial industry practice builds retirement portfolios using mean-variance optimization and validates them using Monte Carlo simulations that assume asset returns are a random walk. The unsurprising result of a process stuck over 50 years in the past is portfolios that burden future retirees with an unnecessarily high risk of financial ruin. We believe an approach to retirement investing that better models and understands the ways in which financial markets differ from the outdated academic assumptions of market efficiency and random walks will result in substantially superior portfolios.

Download now
Watch now
Ben Inker
James Montier
Martin Tarlie
2022

Investing for Retirement III: Understanding and Dealing with Sequence Risk

Sequence of return risk is entirely ignored in much of academic finance. But it is a meaningful risk for the vast majority of investment portfolios and there are useful tools that can mitigate its effects.

Download now
Watch now
Ben Inker
July 2023

Dear Allocator: Is it OK to own 100% stocks?

We recently polled our Nebo clients: “What one investment question would you want to ask Ben Inker, Co-Head of GMO Asset Allocation, today?” We got some classic reactions, like “Ooh! Ooh! This is like walking me into the Eccles Building and saying, ‘If you could ask Chair Powell one question, what would it be?’” and “Interesting. It's kind of like a ‘Dear Abby’ advice column. I like it.” We also received a lot of interesting questions about this “Ask an Allocator” opportunity, and we will try to answer them in time. Provided in this edition is Ben’s answer to one of our favorites from Rich Toscano, Investment Manager at Pacific Capital Associates and self-proclaimed “value investing nerd.”

Download now
Watch now
Matt Kadnar
Martin Tarlie
Ben Inker
2023

Monte Carlo Simulations – Details Matter

Monte Carlo simulations are an important aspect of testing the viability of a client’s financial plan. Unfortunately, the Monte Carlo engines in standard financial planning software are based on the overly-academic Random Walk model, leading to unrealistic long-term volatility profiles at odds with historical data.

Download now
Watch now
Martin Tarlie
Matt Kadnar
Oct 2018
46:07 minutes

What Do You Need and When Do You Need It? A New Approach to Retirement Income

At the 2018 GMO Fall Conference, Matt Kadnar and Martin Tarlie frame the retirement problem around a simple question: What do you need and when do you need it? They discuss the importance of a flexible framework and the significant impact that mean reversion has on expected returns for a portfolio.

Download now
Watch now
Martin Tarlie
Andy Finnegan
Oct 2019
44:58 minutes

Sequence of Returns Risk: More Bark Than Bite?

At the 2019 GMO Fall Conference, Martin Tarlie reveals how you can manage for better outcomes (in expectation) by “asking the right question” and “moving your assets.” Also, he demonstrates a GMO-built tool (early stage!) to help you understand the trade-offs between short-term safety and long-term compounding of wealth, among other things.

Download now
Watch now
Martin Tarlie
Oct 2020
30:00 minutes

A New Paradigm in Portfolio Construction

At the 2020 GMO Fall Conference, Martin Tarlie redefined risk more intuitively as “What do you need and when do you need it?” and demonstrated our first application of this concept, Nebo, which builds customized portfolios that minimize the risk of falling short of what you need when you need it. Nebo is a flexible, open-architecture platform that financial advisors can use to build customized portfolios for each client by combining GMO, third-party and their market views.

Download now
Watch now
Martin Tarlie
Nov 2021
6:16 minutes

2021 GMO Conference - Conceptual overview

HIGHLIGHTS: Martin Tarlie demonstrates how the science underpinning Nebo helps advisory firms generate better portfolios for their clients.

Download now
Watch now
Martin Tarlie
Andy Finnegan
Nov 2021
31:05 minutes

Needs-Based Allocation: A New Platform for Portfolio Construction – One Year Later

At the 2021 GMO Fall Conference, Martin Tarlie demonstrated how Nebo helps advisory firms generate better portfolios for their clients. Over the past year, we have had the good fortune to work with a handful of innovative financial advisors as design partners, achieving significant usage milestones along the way.

Download now
Watch now
Matt Kadnar
James Montier
Martin Tarlie
July 2022
31:01 minutes

Investing for Retirement: Modelling Your Assets

In this webcast, James Montier and Martin Tarlie discussed the genesis of their latest White Paper, “Investing for Retirement II: Modelling Your Assets – Are Financial Planners Stuck in the 1970s?” We believe an approach to retirement investing that better models and understands how financial markets differ from the outdated academic assumptions of market efficiency and random walks will result in substantially superior portfolios.

Download now
Watch now
Ben Inker
James Montier
Martin Tarlie
Sept 2022
36:17 minutes

Investing for Retirement III: Understanding and Dealing with Sequence Risk

In this webcast, Ben Inker, James Montier, and Martin Tarlie discuss the genesis of their latest whitepaper.

Download now
Watch now
Martin Tarlie
Andy Finnegan
Matt Kadnar
Nov 2022
46:00 minutes

Minimizing Shortfall - Deep risk vs. shallow risk

Risk is often defined as 'volatility,' but it is more aptly defined as 'not having what you need when you need it.' GMO's Needs-Based Allocation platform, “Nebo,” allows financial advisors to build portfolios that minimize this risk. Matt Kadnar and Martin Tarlie explain this framework, and how it differs from other more traditional measures of risk and walk you through a real-life case study for a high-net-worth client.

Download now
Watch now
Martin Tarlie
2016

Investment Horizon and Portfolio Selection

Foundational research: we introduce a method of portfolio selection based on the idea that investment risk is not having enough wealth when you need it. Not having enough wealth translates into a required return. When you need wealth translates into an investment horizon.

Download now
Watch now
Edmund Bellord
Joshua Livnat
Dan Porte
2017

Optimal Holdings of Active, Passive, and Smart Beta Strategies

Foundational research: We study the basic problem of allocating amongst a set of equity strategies given a policy benchmark from an expected shortfall perspective. We find that portfolios that minimize expected shortfall differ substantially from portfolios generated using conventional methods.

Download now
Watch now
Martin Tarlie
2020

A Case Study in Multiperiod Portfolio Optimization: A Classic Problem Revisited

Foundational research: Most people in finance and economics mistakenly believe the only way to solve a multi-period optimization problem is to use dynamic programming. Dynamic programming is not wrong, but it is unnecessarily complicated for the use case – what portfolio should I own today?

Download now
Watch now
Peter Chiappinelli
Ram Thirukkonda
2015

Who Ate Joe’s Retirement

Retirement plan participants are haunted by an invisible risk called sequence risk (sometimes called sequence-of-returns or path dependency risk), that is, getting the “right” returns but in the “wrong” order.

Download now
Watch now
Ben Inker
Martin Tarlie
2014

Investing for Retirement I: The Defined Contribution Challenge

The retirement landscape has changed. The risk of failure with the traditional glide paths and savings/spending assumptions seems to us to be disturbingly high.

Download now
Watch now
James Montier
Martin Tarlie
2022

Investing for Retirement II: Modeling Your Assets & Correcting the Flaws in Monte Carlos

Standard financial industry practice builds retirement portfolios using mean-variance optimization and validates them using Monte Carlo simulations that assume asset returns are a random walk. The unsurprising result of a process stuck over 50 years in the past is portfolios that burden future retirees with an unnecessarily high risk of financial ruin. We believe an approach to retirement investing that better models and understands the ways in which financial markets differ from the outdated academic assumptions of market efficiency and random walks will result in substantially superior portfolios.

Download now
Watch now
Ben Inker
James Montier
Martin Tarlie
2022

Investing for Retirement III: Understanding and Dealing with Sequence Risk

Sequence of return risk is entirely ignored in much of academic finance. But it is a meaningful risk for the vast majority of investment portfolios and there are useful tools that can mitigate its effects.

Download now
Watch now

Behavioral Finance

All
pen
Whitepapers
microphone
Case Studies
video
Webinars
Ben Inker
James Montier
Martin Tarlie
2022

Investing for Retirement III: Understanding and Dealing with Sequence Risk

Sequence of return risk is entirely ignored in much of academic finance. But it is a meaningful risk for the vast majority of investment portfolios and there are useful tools that can mitigate its effects.

Download Now
Watch Now
James Montier
Martin Tarlie
Matt Kadnar
2022

Your Own Worst Enemy II - Present Bias

People have a strong tendency to favor the present over the future – we are poor emotional time travelers. This has obvious investment implications, especially when saving and investing for retirement. In this paper, we explain this “present bias” and why Nebo is particularly well-suited to helping advisors address it with their clients.

Download Now
Watch Now
James Montier
2022

Your Own Worst Enemy I - Framing and Nudges

We know from a behavioral perspective that the framing of questions can radically alter the answers given and that it is incredibly hard to remove people’ biases. In this paper, we explore how framing, nudges and re-biasing can influence answers to questions, and how at the philosophical heart of Nebo is a focus on the importance of asking the right questions.

Download Now
Watch Now
James Montier
2022

Your Own Worst Enemy (Preface) - Darwin's Mind: The Origin of Biases

The investor’s chief problem – and even his worst enemy – is likely to be himself.” These sage words – written by the father of value investing Ben Graham - are as true today as they were in 1949. In this paper we examine how evolution has shaped different behavioral biases and how we can turn them to our advantage.

Download Now
Watch Now
Ben Inker
James Montier
Martin Tarlie
2022

Investing for Retirement III: Understanding and Dealing with Sequence Risk

Sequence of return risk is entirely ignored in much of academic finance. But it is a meaningful risk for the vast majority of investment portfolios and there are useful tools that can mitigate its effects.

Download Now
Watch Now
James Montier
Martin Tarlie
Matt Kadnar
2022

Your Own Worst Enemy II - Present Bias

People have a strong tendency to favor the present over the future – we are poor emotional time travelers. This has obvious investment implications, especially when saving and investing for retirement. In this paper, we explain this “present bias” and why Nebo is particularly well-suited to helping advisors address it with their clients.

Download Now
Watch Now
James Montier
2022

Your Own Worst Enemy I - Framing and Nudges

We know from a behavioral perspective that the framing of questions can radically alter the answers given and that it is incredibly hard to remove people’ biases. In this paper, we explore how framing, nudges and re-biasing can influence answers to questions, and how at the philosophical heart of Nebo is a focus on the importance of asking the right questions.

Download Now
Watch Now
James Montier
2022

Your Own Worst Enemy (Preface) - Darwin's Mind: The Origin of Biases

The investor’s chief problem – and even his worst enemy – is likely to be himself.” These sage words – written by the father of value investing Ben Graham - are as true today as they were in 1949. In this paper we examine how evolution has shaped different behavioral biases and how we can turn them to our advantage.

Download Now
Watch Now
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View All
Product
Theory
Behavioral Finance

Behavioral Finance

These insights focus on how psychological influences can affect clients and advisors, how people make financial decisions, their attitudes toward money, and how these factors influence their spending and investment habits— An all-encompassing view on behavioral finance topics range from mental accounting to anchoring to present bias, framing, and nudging.

Theory

These insights focus on fleshing out and expanding on the decades of deep research that sits at the foundation of Neb, explaining in detail the theory that power our most powerful insight: defining risk – not as volatility – but as ‘not having what you need when you need it.’

Product

These insights focus on product-related topics, such as how to use Nebo's many features, how and why these features were developed, and how Nebo’s features can become part of your RIA tech-stack daily workflow.

View All
Product
Theory
Behavioral Finances