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AllTopicsToday > Blog > Investing & Finance > Betterment’s portfolio construction methodology
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Investing & Finance

Betterment’s portfolio construction methodology

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Last updated: January 24, 2026 4:15 am
AllTopicsToday
Published: January 24, 2026
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Desk of contents

Introduction
World diversification and asset allocation
Portfolio optimization
Tax administration utilizing municipal bonds
The Worth Tilt portfolio technique
The Revolutionary Expertise portfolio technique
The Socially Accountable Investing portfolio methods
Conclusion
Citations

I. Introduction

Betterment builds funding portfolios designed that can assist you take advantage of your cash and reside the life you need. This information lays out our portfolio development course of, one knowledgeable by real-world proof and systematic decision-making.

The Betterment Core portfolio serves as the muse for all the globally-diversified portfolios we assemble. From there, particular changes are utilized to different portfolios based mostly on the funding goal of their explicit methods. These changes embody further allocations to value-focused or progressive shares, or adherence to Socially Accountable Investing (SRI) standards. For extra info on the third-party portfolios we provide, such because the Goldman Sachs Sensible Beta portfolio, see their respective pages and disclosures.

When constructing a portfolio, any funding supervisor faces two important duties: asset class choice and portfolio optimization. We element our strategy to those within the sections that comply with. Our fund choice course of, whereas equally as necessary, is roofed in a separate methodology.

II. World diversification and asset allocation

An optimum asset allocation is one which lies on the environment friendly frontier, which is a set of portfolios that search to realize the utmost goal for any given possible stage of threat. The target of most long-term portfolio methods is to maximise return for a given stage of threat, which is measured when it comes to volatility—the dispersion of these returns. In step with our strategy of constructing systematic selections backed by analysis, Betterment’s asset allocation is predicated on a idea by economist Harry Markowitz known as Trendy Portfolio Concept.1

A serious tenet of Trendy Portfolio Concept is that any asset included in a portfolio shouldn’t be assessed by itself, however relatively, its potential threat and return ought to be analyzed as a contribution to the entire portfolio. Trendy Portfolio Concept seeks to maximise anticipated return given an anticipated threat stage or, equivalently, reduce anticipated threat given an anticipated return.

Different types of portfolio development might legitimately pursue different targets, comparable to optimizing for revenue, or minimizing lack of principal.

Asset class choice

Our strategy to asset allocation begins with a universe of investable belongings, which may very well be regarded as the “international market” portfolio.2 To seize the exposures of the asset courses for the worldwide market portfolio, we consider out there exchange-traded funds (ETFs) that signify every class within the theoretical market portfolio. We base our asset class choice on ETFs as a result of this aligns portfolio development with our fund choice methodology. All of our portfolios are constructed of the next asset courses:

Shares

U.S. shares
Worldwide developed market shares
Rising market shares

Bonds

U.S. short-term treasury bonds
U.S. inflation-protected bonds
U.S. investment-grade bonds
U.S. municipal bonds
Worldwide developed market bonds
Rising market bonds

We choose U.S. and worldwide developed market shares as a core a part of the portfolio. Traditionally, shares exhibit a excessive diploma of volatility, however present some extent of inflation safety. Regardless that important historic drawdowns, comparable to the worldwide monetary disaster in 2008 and pandemic outbreak in 2020, exhibit the doable threat of investing in shares, longer-term historic information and our ahead anticipated returns calculations counsel that developed market shares stay a core a part of any asset allocation aimed toward attaining constructive returns. It is because, over the long run, developed market shares have tended to outperform bonds on a risk-adjusted foundation.

To attain a world market portfolio, we additionally embody shares from much less developed economies, known as rising markets. Usually, rising market shares are usually extra risky than U.S. and worldwide developed shares. And whereas our analysis reveals excessive correlation between this asset class and developed market shares, their inclusion on a risk-adjusted foundation is necessary for international diversification.

Word that we exclude frontier markets, that are even smaller than rising markets, attributable to their widely-varying definition, excessive volatility, small contribution to international market capitalization, and value to entry.

We incorporate bond publicity as a result of, traditionally, bonds have a low correlation with shares, and so they stay an necessary option to dial down the general threat of a portfolio. To advertise diversification and leverage varied threat and reward tradeoffs, we embody publicity to a number of asset courses of bonds.

Asset courses excluded from Betterment portfolios

Whereas Trendy Portfolio Concept would have us craft a portfolio to signify the full market, together with all out there asset courses, we exclude some asset courses whose value and/or lack of knowledge outweighs the potential profit gained from their inclusion.

Our portfolio development course of excludes commodities and pure assets asset courses. Particularly, whereas commodities signify an investable asset class within the international monetary market, we’ve got excluded commodities ETFs due to their low contribution to a world inventory/bond portfolio’s risk-adjusted return.

As well as, actual property funding trusts (REITs), which are usually properly marketed as a separate asset class, are usually not explicitly included in our portfolios. We do present publicity to actual property, however as a sector inside shares. Including further actual property publicity by together with a REIT asset class would chubby the publicity to actual property relative to the general market.

Incorporating consciousness of a benchmark

Earlier than 2024, we managed our portfolios in a “benchmark agnostic” method, that means we didn’t incorporate consideration of world inventory and bond indices in our portfolio optimization, although we’ve got all the time sought to optimize the anticipated risk-adjusted return of the portfolios we assemble for purchasers. The “threat” factor of this assertion represents volatility and the associated drawdown potential of the portfolio, nevertheless it might additionally signify the chance within the deviation of the portfolio’s efficiency relative to a benchmark.

In an evolution of our funding course of, in 2024 we up to date our portfolio methodology to grow to be “benchmark conscious,” as we now calibrate our exposures based mostly on a customized benchmark that expresses our choice for diversifying throughout international shares and bonds. A benchmark, which comes within the type of a broad-based market index or a mix of indices, serves as a reference level when approaching asset allocation, understanding funding efficiency, and aligning the expectations of portfolio managers and purchasers. In our case, we created a customized benchmark that almost all carefully aligns with our future expectations for international markets.

The customized benchmark we’ve got chosen consists of:

The MSCI All Nation World inventory IMI index (MSCI ACWI IMI)
The Bloomberg U.S. Common Bond index
The S&P US Treasury Bond 0-1 Yr Index (for <40% inventory allocations)

Our customized benchmark consists of 101 threat ranges of various share weightings of the inventory and bond indexes, which correspond to the 101 threat stage allocations in our Core portfolio. At low threat ranges (allocations which might be lower than 40% shares), we layer an allocation to the S&P US Treasury Bond 0-1 Yr Index, which represents short-term bonds, into the blended benchmark.

We consider that incorporating this tradition benchmark into our course of reinforces the self-discipline of rigorously evaluating the methods during which our portfolios’ efficiency might veer from international market indices and deviate from our purchasers’ expectations. We’ve custom-made the benchmark with 101 threat ranges in order that it serves purchasers’ various funding objectives and threat tolerances. As we are going to discover within the following part, establishing a benchmark permits us to use constraints to our portfolio optimization that ensures the portfolio’s asset allocation doesn’t range considerably from the geographic and market-capitalization measurement exposures of a sound benchmark. Our benchmark choice additionally makes express that the portfolio delivers international diversification relatively than the extra narrowly-concentrated and home-biased exposures of different doable benchmarks such because the S&P 500.

III. Portfolio optimization

As an asset supervisor, we fine-tune the investments our purchasers maintain with us, in search of to maximise return potential for the suitable quantity of threat every shopper can tolerate. We base this effort on a basis of established strategies within the trade and our personal rigorous analysis and evaluation.

Whereas most asset managers provide a restricted set of mannequin portfolios at an outlined threat scale, our portfolios are designed to provide prospects extra granularity and management over how a lot threat they need to tackle. As a substitute of providing a standard set of three portfolio selections—aggressive, reasonable, and conservative—our portfolio optimization strategies allow our Core portfolio technique to be custom-made to 101 completely different stock-bond threat ranges.

Optimizing portfolios

Trendy Portfolio Concept requires estimating variables comparable to expected-returns, covariances, and volatilities to optimize for portfolios that sit alongside an environment friendly frontier. We refer to those variables as capital market assumptions (CMAs), and so they present quantitative inputs for our course of to derive favorable asset class weights for the portfolio technique. Whereas we might use historic averages to estimate future returns, that is inherently unreliable as a result of historic returns don’t essentially signify future expectations. A greater manner is to make the most of the Capital Asset Pricing Mannequin (CAPM) together with a utility perform which permits us to optimize for the portfolio with a better return for the chance that the investor is keen to just accept.

Computing forward-looking return inputs

Underneath CAPM assumptions, the worldwide market portfolio is the optimum portfolio. Since we all know the weights of the worldwide market portfolio and may moderately estimate the covariance of these belongings, we will recuperate the returns implied by the market.3 This relationship offers rise to the equation for reverse optimization:

μ = λ Σ ωmarket

The place μ is the return vector, λ is the chance aversion parameter, Σ is the covariance matrix, and ωmarket is the weights of the belongings within the international market portfolio.5 By utilizing CAPM, the anticipated return is actually decided to be proportional to the asset’s contribution to the general portfolio threat.

It’s known as a reverse optimization as a result of the weights are taken as a given and this means the returns that buyers expect. Whereas CAPM is a sublime idea, it does depend on plenty of limiting assumptions: e.g., a one interval mannequin, a frictionless and environment friendly market, and the belief that each one buyers are rational mean-variance optimizers.4

With a view to full the equation above and compute the anticipated returns utilizing reverse optimization, we’d like the covariance matrix as an enter. This matrix mathematically describes the relationships of each asset with one another in addition to the volatility threat of the belongings themselves.

In one other newer evolution of our funding course of, we additionally try to extend the robustness of our CMAs by averaging within the estimates of anticipated returns and volatilities printed by giant asset managers comparable to BlackRock, Vanguard, and State Avenue World Advisors. We weight the contribution of their figures to our last estimates based mostly on our judgment of the exterior supplier’s methodology.

Constrained optimization for stock-heavy portfolios

After formulating our CMAs for every of the asset courses we favor for inclusion in our portfolio methodology, we then clear up for goal portfolio allocation weights (the particular set of asset courses and the relative distribution amongst these asset courses during which a portfolio will probably be invested) with the vary of doable options constrained by limiting the deviation from the composition of the customized benchmark. To robustly estimate the weights that finest steadiness threat and return, we first generate a number of thousand random samples of 15 years of anticipated returns for the chosen asset courses based mostly on our newest CMAs, assuming a multivariate regular distribution. For every pattern of 15 years of simulated anticipated return information, we discover a set of allocation weights topic to constraints that present one of the best risk-return trade-off, expressed because the portfolio’s Sharpe ratio, i.e., the ratio of its return to its volatility. Averaging the allocation weights throughout the 1000’s of return samples offers a single set of allocation weights optimized to carry out within the face of a variety of market situations (a “goal allocation”).

The constraints are imposed to make the portfolio weights extra benchmark-aware by setting most and minimal limits to some asset class weights. These constraints replicate our judgment of how far the composition of geographic areas throughout the portfolio’s inventory and bond allocations ought to differ from the breakdown of the indices used within the benchmark earlier than the chance of considerably diverse efficiency between the portfolio technique and the benchmark turns into untenable. For instance, the share of the portfolio’s inventory allocation assigned to worldwide developed shares shouldn’t be profoundly completely different from the share of worldwide developed shares throughout the MSCI ACWI IMI. We implement caps on the weights of rising market shares and bonds, which are sometimes projected to have excessive returns in our CMAs, and set minimal thresholds for U.S. shares and bonds. This strategy not solely ensures our portfolio aligns extra carefully with the benchmark, nevertheless it additionally mitigates the chance of disproportionately allocating to sure excessive anticipated return asset courses.

Constrained optimization for bond-heavy portfolios

For Betterment portfolios which have greater than or equal to a 60% allocation of bonds, the optimization strategy differs in that anticipated returns are maximized for goal volatilities assigned to every threat stage. These volatility targets are decided by contemplating the volatility of the equal benchmark. Manually established constraints are designed to handle threat relative to the benchmark, instituting a declining pattern in rising market inventory and bond exposures as inventory allocations (i.e., the chance stage) decreases. That means that buyers with extra conservative threat tolerances have diminished exposures to rising market shares and bonds as a result of rising markets are likely to have extra volatility and downside-risk relative to extra established markets. Moreover, because the inventory allocation share decreases, we taper the share of worldwide and U.S. combination bonds throughout the total bond allocation, and improve the share of short-term Treasury, short-term funding grade, and inflation-protected bonds. This displays our view that buyers with extra conservative threat tolerances ought to have elevated publicity to short-term Treasury, short-term funding grade, and inflation-protected bonds relative to riskier areas of mounted revenue.

The decrease out there threat ranges of our portfolios exhibit capital preservation targets, because the shorter-term mounted revenue exposures possible possess much less credit score and period threat. Shoppers invested within the Core portfolio at conservative allocation ranges will possible subsequently not expertise as important drawdowns within the occasion of waves of defaults or upward swings in rates of interest. Inflation-protected securities additionally assist buffer the decrease threat ranges from upward drafts in inflation.

IV. Tax administration utilizing municipal bonds

For buyers with taxable accounts, portfolio returns could also be additional improved on an after-tax foundation by using municipal bonds. It is because the curiosity from municipal bonds is exempt from federal revenue tax. To make the most of this, we incorporate municipal bonds throughout the bond allocations of taxable accounts. Different kinds of bonds stay for diversification causes, however the total bond tax profile is improved by incorporating municipal bonds. For buyers in states with a few of the highest tax charges—New York and California—Betterment can optionally change the municipal bond allocation with a extra slender set of bonds for that particular state, additional saving the investor on state taxes.

Betterment prospects who reside in NY or CA can contact buyer help to make the most of state-specific municipal bonds.

V. The Worth Tilt portfolio technique

Current Betterment prospects might recall that traditionally the Core portfolio held a tilt to worth corporations, or companies that look like probably undervalued based mostly on metrics comparable to price-to-earnings (P/E) ratios. Current updates, nonetheless, have deprecated this express tilt that was expressed by way of large-, mid-, and small-capitalization U.S. worth inventory ETFs, whereas sustaining some publicity to worth corporations via broad market U.S. inventory funds.

We not favor allocating to worth inventory ETFs inside our portfolio methodology largely because of our adoption of a broad market benchmark, which highlights the idiosyncratic nature of such tilts, generally known as “off benchmark bets.” We consider our chosen benchmark that represents shares via the MSCI ACWI IMI, which holds a extra impartial weighting to worth shares, extra carefully aligns with the chance and return expectations of Betterment’s various vary of shopper varieties throughout people, monetary advisors, and 401(okay) plan sponsors. Moreover, as markets have grown extra environment friendly and worth issue investing extra popularized, probably compressing the worth premium, we’ve got a touch much less favorable view of the forward-looking, risk-adjusted return profile of the publicity.

That being stated, we’ve got not totally misplaced conviction within the analysis supporting the prudence of worth investing. The worth issue’s deep tutorial roots drove selections to include the worth tilt into Betterment’s portfolios from our firm’s earliest days. For buyers who want to stay invested in a worth technique, we’ve got added the Worth Tilt portfolio, a separate possibility from the Core portfolio, to our investing providing. The Worth Tilt portfolio maintains the Core portfolio’s international diversification throughout shares and bonds whereas together with a sleeve throughout the inventory allocation of large-, mid-, and small-capitalization U.S. worth funds.

We calibrated the scale of the worth fund publicity based mostly on a sure goal historic monitoring error to the backtested efficiency of the newest model of the Core portfolio. Based mostly on this strategy, buyers ought to anticipate the Worth Tilt portfolio to usually carry out equally to Core, with the potential to under- or outperform based mostly on the return of U.S. worth shares. With the choice to pick out between the Worth Tilt portfolio or a Core portfolio now with out an express allocation to worth, the funding flexibility of the Betterment platform has improved.

VI. The Revolutionary Expertise portfolio technique

In 2021, Betterment launched the Revolutionary Expertise portfolio to supply entry to the thematic pattern of technological innovation. The portfolio’s funding premise is predicated upon the thesis that, over the long run, the businesses innovating and disrupting their respective industries are shaping our international economic system and will be the winners of the following industrial revolution. A few of these themes the portfolio seeks to supply elevated publicity to are:

Synthetic intelligence
Different finance
Clear vitality
Manufacturing
Biotechnology

Just like the Worth Tilt portfolio, the Core portfolio is used as the muse of development for the Revolutionary Expertise portfolio. With this portfolio technique, we calibrated the scale of the progressive know-how funds’ publicity based mostly on a sure goal historic monitoring error to the backtested efficiency of the newest model of the Core portfolio.

By this course of, the Revolutionary Expertise portfolio maintains the identical globally-diversified, low-cost strategy that’s present in Betterment’s funding philosophy. The portfolio, nonetheless, has elevated publicity to threat on condition that innovation requires a long-term view, and will face uncertainties alongside the way in which. It could outperform or underperform relying on the return expertise of the progressive know-how funds’ publicity and the thematic panorama. To be taught extra, learn the Revolutionary Expertise portfolio disclosure.

VII. The Socially Accountable Investing portfolio methods

Betterment launched its first Socially Accountable Investing (SRI) portfolio in 2017 and has since expanded the choices to incorporate three distinct portfolios: Broad Affect, Social Affect, and Local weather Affect.

These SRI portfolios are constructed on the identical foundational rules because the Core portfolio, using varied asset courses to create globally-diversified portfolios. Nonetheless, they incorporate socially-responsible ETFs that align with particular Environmental, Social, and Governance (ESG) and shareholder engagement mandates, tailor-made to every SRI focus. Betterment’s SRI strategy emphasizes three core dimensions:

Lowering publicity to corporations engaged in unsustainable actions
Rising investments in these addressing environmental and social challenges
Allocating to funds that make the most of shareholder engagement to advertise accountable company habits.

This system ensures diversified, cost-efficient portfolios that resonate with buyers’ values. For extra info, learn our full Socially Accountable Investing portfolios methodology.

VIII. Conclusion

After setting the strategic weight of belongings in our varied Betterment portfolios, the following step in implementing the portfolio development course of is our fund choice methodology, which selects the suitable ETFs for the respective asset publicity in a usually low-cost, tax-efficient manner. In line with our philosophy, that course of, like our portfolio development course of, is executed in a scientific, rules-based manner, bearing in mind the price of the fund and the liquidity of the fund.

Past ticker choice is our established course of for allocation administration—how we advise downgrading threat over time. The extent of granularity in allocation administration offers the flexibleness to align to a number of objectives with completely different timelines and circumstances. Most of our portfolios include 101 individualized threat ranges (every with a unique share of the portfolio invested in shares vs. bonds, knowledgeable by your monetary objectives, time horizon and threat tolerance). Lastly, our overlay options of automated rebalancing, tax-loss harvesting, and our methodology for automated asset location, which we name Tax Coordination, are designed for use to assist additional maximize individualized, after-tax returns.

Collectively these processes put our rules into motion, to assist every Betterment buyer maximize worth whereas invested at Betterment and once they take their cash house.

IX. Citations

1

Markowitz, H., “Portfolio Choice”.The Journal of Finance, Vol. 7, No. 1. (Mar., 1952), pp. 77-91.

2

Black F. and Litterman R., Asset Allocation Combining Investor Views with Market Equilibrium, Journal of Fastened Earnings, Vol. 1, No. 2. (Sep., 1991), pp. 7-18. Black F. and Litterman R., World Portfolio Optimization, Monetary Analysts Journal, Vol. 48, No. 5 (Sep. – Oct., 1992), pp. 28-43.

3

Litterman, B. (2004) Trendy Funding Administration: An Equilibrium Method.

4

Word that the chance aversion parameter is actually a free parameter.

5

Ilmnen, A., Anticipated Returns.

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