Paul Klee - Red Balloon

One fixed-income manager delivered a 5.70% annual return. That is the number a family council or investment committee might use to judge the mandate, yet the return decomposition tells a more complicated story.

Of that performance, 0.86 percentage points came from tightening credit spreads, while adverse interest-rate movements detracted 0.18 percentage points. The portfolio also held an average credit rating of BBB+, with approximately 29% in BBB/Baa securities. At the same time, volatility stood at 2.74 against 2.18 for the benchmark, while the Sharpe ratio — a measure of return relative to volatility — was 0.97 against the benchmark’s 1.38.

A 5.70% return answers one question: what did the portfolio earn? It doesn’t explain how it was generated or what risks were involved to achieve it.

This is the weakness of the headline total return. In fixed income, total return combines several distinct sources of performance. Coupon income, movement along the yield curve, changes in government rates, changes in credit spreads and other trading or security-specific effects can all contribute to the same final number. Campisi’s fixed-income attribution framework separates these drivers so that the source of realised performance can be examined rather than inferred from the outcome (Campisi, 2000).

The distinction matters, as spread tightening can increase bond prices without demonstrating successful issuer selection. Coupon income may compensate for losses caused by rising rates without removing the underlying duration exposure. A positive total return can coexist with weakening risk-adjusted performance.

Standard manager reporting can make this difficult to see because individual mandates are commonly presented through headline performance, yield and benchmark comparisons. When wealth is distributed across several managers, banks and currencies, those individual reports also provide no consistent consolidated view of the risks being taken across the family portfolio.

The Cecily Group’s independent reporting consolidates portfolio data across managers and institutions at transaction level, with consistent benchmarking and cross-manager analysis. The aim is to give principals, trustees and advisors an independent view of both portfolio performance and the drivers behind it.

Why the Usual Explanations Are Incomplete 

Fixed income portfolios are often seen as a necessary drag on a portfolio’s performance and as a counterbalance to the equities’ whims through their (purported) negative correlation. Despite the fact that sometimes the negative correlation does deliver, portfolio managers, trustees and family councils need to be aware of the conditions under which this negative correlation holds, and more importantly, when it does not hold. In any case, looking at the fixed income portfolio as a passive investment merely held to provide negative correlation misses a large opportunity of getting the best out of the fixed income portfolio, in our view. Hence, we suggest running more detailed analyses on the fixed income portfolio.

A strong headline return can make the underlying exposures appear justified after the fact. In fixed income, however, a positive outcome does not necessarily validate the decisions that produced it. 

“Coupon income compensated for the rate losses”

This defence has some merit. One manager generated 3.08% from income, helping offset a -0.97% contribution from rate changes and supporting a positive 2.96% consolidated return.

But coupon income does not remove duration risk. If yields continue to rise, falling bond prices can erode capital faster than coupons accumulate. A positive return can therefore conceal an exposure that remains vulnerable to further rate movements.

“Credit spreads are tight because corporate fundamentals remain sound”

Strong corporate balance sheets can support lower credit spreads, making exposure to BBB credit appear reasonable. The problem is that tight spreads leave less room for further compression, while a slowdown, downgrade cycle or market shock can cause them to widen.

This matters when spread tightening has already contributed materially to performance. Past gains from favourable credit conditions can make the exposure appear successful even as the potential reward from further spread compression diminishes.  

Research on asset-owner and asset-manager relationships points to the same governance problem from another direction. Simple performance metrics can provide an incomplete basis for assessing whether managers remain aligned with the objectives and investment horizon of the asset owner (Wierckx, 2021).

Independent information also matters because boards require reliable information to monitor external decision-makers effectively; information gaps weaken that oversight function (Armstrong et al., 2016).

The issue for a family office is therefore not whether these explanations are reasonable in isolation. It is whether the portfolio’s reported success depends on exposures whose consequences have not yet appeared in the headline return.

So what happens when favourable carry and credit conditions make those exposures look successful — until the market moves the other way?

When Carry Conceals Asymmetric Risk

Fixed-income returns can remain positive even as the portfolio becomes increasingly vulnerable to a change in market conditions.

The process often begins with carry: the income earned simply by holding bonds. Higher coupons provide a steady contribution to return and can offset some losses when interest rates rise. As a result, headline performance can remain positive even while adverse rate movements are reducing the value of the underlying bonds. 

Credit spreads can add another source of return. A credit spread is the additional yield investors demand for holding corporate debt rather than comparable government bonds. When spreads tighten, bond prices rise, allowing credit exposure to contribute positively to performance even without any change in the underlying coupon. 

The difficulty arises when favourable conditions persist. Strong coupon income can make duration exposure appear manageable, while repeated spread tightening rewards exposure to lower-rated investment-grade credit. Neither contribution necessarily reflects security selection or successful tactical positioning.

This creates the central governance problem: a credit and duration asymmetry can develop when attractive carry and tightening spreads support current returns while the portfolio remains exposed to materially larger losses if rates rise or credit conditions deteriorate. 

The asymmetry becomes particularly relevant when credit spreads are already tight. The scope for further compression becomes increasingly limited, while spreads can widen substantially during economic stress. A portfolio concentrated in BBB credit may therefore continue producing attractive returns precisely when the compensation available for taking additional credit risk is becoming less favourable.

The exposure can remain hidden because the consequences do not appear until market conditions change. As long as coupons continue to arrive and spreads remain stable or tighten, headline performance may provide little reason for concern. When inflation expectations rise, monetary policy changes, credit quality deteriorates or investors demand a higher risk premium, the same exposures begin working against the portfolio.

The report illustrates how quickly this can become visible. Different rate environments produced markedly different outcomes within the same manager’s bond portfolio: USD bonds returned 5.26%, while EUR bonds returned 2.31%, with rate effects of +0.01% and -1.64% respectively. The consolidated return alone would obscure the extent to which currency-specific interest-rate exposure influenced the result.

Silicon Valley Bank provides an extreme example of why positive income from fixed-income securities can coexist with substantial underlying rate risk. During the low-interest-rate period, the bank invested heavily in longer-dated fixed-rate securities. As rates rose in 2022, the market value of those holdings fell and unrealised losses accumulated. The securities continued to generate income, but their economic value had changed materially. As funding pressures increased, SVB sold securities at a substantial loss and announced plans to raise capital. The disclosure contributed to concerns about its financial position, followed by an extraordinary run on deposits. The Federal Reserve’s subsequent review identified failures in interest-rate risk management and inadequate board-level visibility into the bank’s vulnerabilities (Federal Reserve, 2023).

A family office bond mandate operates under very different funding conditions, but the governance lesson is relevant: income can remain visible while deterioration in the value and risk profile of the underlying holdings receives far less attention.

In most portfolios, the warning will not arrive as dramatically as it did at SVB. It may appear gradually through greater sensitivity to interest rates, increasing reliance on spread compression, weaker risk-adjusted returns, or different exposures behaving very differently under the same market conditions. By the time these effects materially reduce headline performance, the underlying risk may have been building for several reporting periods.

This is where return attribution becomes a governance tool. The real question is whether the family is still being adequately compensated for taking the exposures that produced headline returns.

Seeing What Drives the Return

Headline performance becomes more useful for oversight when it can be traced back to the exposures and market movements that produced it. The reporting framework provides three complementary ways to do this.

1. Yield Decomposition — Campisi Framework

Chart 1: What Drove the Fixed-Income Return?

What it does:
Breaks fixed-income total return into five additive components: Income, Rolldown, Rate Change, Spread Change and Residual. This separates coupon carry from the effects of yield-curve positioning, interest-rate movements, credit spreads and other factors.

Required inputs:
Bond-level holdings and returns, coupon income, modified duration, benchmark yields, credit spreads and yield-curve data.

What it reveals:
Whether performance came primarily from income, movement along the yield curve, changes in government rates, tightening or widening credit spreads, or effects captured within the Residual.

Why it matters:
A positive return alone cannot distinguish between passive carry, favourable market conditions and active decisions. Yield Decomposition provides committees with a basis for asking whether the sources of return are consistent with the mandate and the risks the manager is expected to take.

Subtleties & Limitations:

  • Residual ambiguity. The Residual can contain convexity, trading and idiosyncratic effects, so it should not automatically be interpreted as manager skill.
  • Incomplete coverage. In the analysed report, fixed-income ETFs and funds are excluded from the Campisi decomposition. The analysis therefore does not represent every fixed-income exposure within the consolidated portfolio.
  • Callable securities. The report does not provide option-adjusted spread duration for callable bonds, which may affect the separation of rate and spread effects when yield curves move significantly.

2. Currency-Segmented Yield Decomposition

Chart 2: The Same Bond Portfolio, Different Rate Environments

What it does:
Applies the same return decomposition at currency level rather than relying solely on the consolidated fixed-income result.

Required inputs:
The underlying Campisi inputs, with holdings and return drivers classified by currency.

What it reveals:
Whether different currency sleeves are experiencing materially different income, rate, spread and rolldown effects. This can expose risks that offset one another when viewed only at the consolidated level.

Why it matters:
Interest-rate conditions can differ substantially across markets. A consolidated result may therefore conceal the fact that one part of the bond portfolio is benefiting from its rate environment while another is experiencing significant drag. Insights from this analysis can furthermore be used in the evaluation of currency hedges.

Subtleties & Limitations:

  • Currency versus FX risk. Currency segmentation identifies differences between bond sleeves, but it should not be interpreted as a complete foreign-exchange attribution.
  • Aggregation effects. Results depend on how securities and currencies are grouped. A currency-level view can still conceal differences in duration, credit quality and maturity within each sleeve.

3. Benchmark-Relative Volatility and Sharpe Ratio

Chart 3: Benchmark-Relative Volatility and Sharpe Ratio

Chart 3: Benchmark-Relative Volatility and Sharpe Ratio

What it does:
Examines the portfolio’s volatility and Sharpe ratio against its benchmark. The Sharpe ratio measures return relative to the volatility taken to achieve it.

Required inputs:
Portfolio and benchmark return histories, volatility and the risk-free rate used in the Sharpe calculation.

What it reveals:
Whether apparently strong performance has been accompanied by increased volatility or deterioration in risk-adjusted returns.

Why it matters:
Return attribution explains where performance came from; risk-adjusted measures provide another perspective on the amount of risk carried while generating it. A portfolio can outperform its benchmark while still displaying a weaker risk-adjusted profile.

Subtleties & Limitations:

  • Historical measure. Volatility describes observed fluctuations and does not capture every form of forward-looking risk, including credit deterioration or sudden spread widening.
  • Sharpe ratio sensitivity. The result depends on the measurement period and the assumptions used, so it should be interpreted alongside the underlying exposures rather than as a standalone judgement of manager quality.

These analyses allow a committee to distinguish income from market effects, identify where rate and spread exposures sit, and assess whether the resulting return remains proportionate to the risk being carried.

Turning Attribution into Oversight

Once the sources of fixed-income return are visible, the reporting question becomes a governance question. The committee must decide whether those return drivers remain consistent with the mandate, the family’s risk tolerance, and the role fixed income is intended to play within the wider portfolio. 

Performance requires attribution. A positive fixed-income return should not end the oversight discussion. Committees should assess whether its underlying drivers remain consistent with the mandate and agreed risk parameters. 

Risk limits need context. Duration and credit quality are mandate decisions, not simply portfolio statistics. If returns increasingly depend on spread exposure or if rate sensitivity moves outside the family’s intended range, the Investment Policy Statement should provide clear boundaries for when the manager must explain or adjust the position.

Manager accountability requires consistent information. Research on corporate governance finds that information problems can restrict the ability of outside directors to monitor effectively (Armstrong et al., 2016). The same principle is relevant to investment oversight: trustees and family councils cannot meaningfully challenge a manager when they see the outcome without sufficient information about its drivers.

Steps to Take

  1. Request yield decomposition. Require managers to show how fixed-income returns divide between Income, Rolldown, Rate Change, Spread Change and Residual. This makes it possible to distinguish recurring carry from market movements and other sources of performance.
  2. Set explicit risk boundaries. Define acceptable duration ranges and credit-quality concentration limits within the Investment Policy Statement. These provide a reference point for determining when portfolio positioning has moved beyond the family’s agreed risk parameters.
  3. Review currencies separately. Examine duration and return contributions by currency rather than relying solely on consolidated fixed-income performance. Different rate environments can create materially different exposures within the same portfolio.
  4. Track risk-adjusted performance. Review volatility and the Sharpe ratio alongside total return. Rising volatility or deteriorating risk-adjusted performance can provide additional context when headline returns remain positive.
  5. Establish review triggers. Define conditions that require formal discussion with the manager. The source report suggests particular attention when spread changes account for a substantial share of outperformance while credit spreads are already tight, or when Residual contributions are persistently negative.

Independent Reporting

The central governance problem is one of information asymmetry. Asset managers have detailed knowledge of the positions they hold and the decisions behind them, while principals, trustees and family councils often receive a condensed account of the resulting performance. Research on financial transparency shows that reliable reporting can reduce information gaps and strengthen the ability of principals to monitor those acting on their behalf (Armstrong et al., 2016; Madhani, 2007).

Our independent reporting creates alignment and clarity by reducing that information gap. For families delegating substantial investment decisions to external managers, independent oversight should be treated as a minimum fiduciary standard: performance needs to be independently understood before it can be meaningfully governed.

Learn how The Cecily Group’s independent reporting can strengthen portfolio oversight and accountability: https://thececilygroup.com/financial-reporting/

Stay tuned as I continue unpacking our reporting methodology, and subscribe to our newsletter to follow the full Inside the Data series.


References

Armstrong, C.S., Guay, W.R., Mehran, H. and Weber, J.P. (2016) ‘The role of financial reporting and transparency in corporate governance’, Economic Policy Review, Federal Reserve Bank of New York. Available at: https://www.newyorkfed.org/medialibrary/media/research/epr/2016/epr_2016_post-crisis-proposal_armstrong.pdf

Board of Governors of the Federal Reserve System (2023) Review of the Federal Reserve’s Supervision and Regulation of Silicon Valley Bank. Washington, DC: Board of Governors of the Federal Reserve System. Available at: https://www.federalreserve.gov/publications/files/svb-review-20230428.pdf

Campisi, S. (2000) ‘Primer on fixed income performance attribution’, Journal of Performance Measurement. Available at: https://www.academia.edu/105620918/Primer_on_Fixed_Income_Performance_Attribution

Madhani, P.M. (2007) ‘Role of voluntary disclosure and transparency in financial reporting’, The Accounting World. Available at: https://ssrn.com/abstract=1507648.

Wierckx, P.J. (2021) ‘Thinking beyond the hiring and firing of asset managers: A new framework truly aligning asset owners with asset managers’, Journal of Accounting and Finance. Available at: 10.33423/jaf.v21i2.4244

Visual: Paul Klee – Red Balloon