Accounting

How asset location decides bond ladder taxes

Published

1 year ago

April 2, 2025

Financial advisors and clients worried about stock volatility and inflation can climb bond ladders to safety — but they won’t find any, if those steps lead to a place with higher taxes.

The choice of asset location for bond ladders in a client portfolio can prove so important that some wealthy customers holding them in a taxable brokerage account may wind up losing money in an inflationary period due to the payments to Uncle Sam, according to a new academic study. And those taxes, due to what the author described as the “dead loss” from the so-called original issue discount compared to the value, come with an extra sting if advisors and clients thought the bond ladder had prepared for the rise in inflation.

Bond ladders — whether they are based on Treasury inflation-protected securities like the strategy described in the study or another fixed-income security — provide small but steady returns tied to the regular cadence of maturities in the debt-based products. However, advisors and their clients need to consider where any interest payments, coupon income or principal accretion from the bond ladders could wind up as ordinary income, said Cal Spranger, a fixed income and wealth manager with Seattle-based Badgley + Phelps Wealth Managers.

“Thats going to be the No. 1 concern about, where is the optimal place to hold them,” Spranger said in an interview. “One of our primary objectives for a bond portfolio is to smooth out that volatility. … We’re trying to reduce risk with the bond portfolio, not increase risks.”

The ‘peculiarly bad location’ for a bond ladder

Risk-averse planners, then, could likely predict the conclusion of the working academic paper, which was posted in late February by Edward McQuarrie, a professor emeritus in the Leavey School of Business at Santa Clara University: Tax-deferred retirement accounts such as a 401(k) or a traditional individual retirement account are usually the best location for a Treasury inflation-protected securities ladder. The appreciation attributes available through an after-tax Roth IRA work better for equities than a bond ladder designed for decumulation, and the potential payments to Uncle Sam in brokerage accounts make them an even worse asset location.

“Few planners will be surprised to learn that locating a TIPS ladder in a taxable account leads to phantom income and excess payment of tax, with a consequent reduction in after-tax real spending power,” McQuarrie writes. “Some may be surprised to learn just how baleful that mistake in account location can be, up to and including negative payouts in the early years for high tax brackets and very high rates of inflation. In the worst cases, more is due in tax than the ladder payout provides. And many will be surprised to learn how rapidly the penalty for choosing the wrong asset location increases at higher rates of inflation — precisely the motivation for setting up a TIPS ladder in the first place. Perhaps the most surprising result of all was the discovery that excess tax payments in the early years are never made up. [Original issue discount] causes a dead loss.”

The Roth account may look like a healthy alternative, since the clients wouldn’t owe any further taxes on distributions from them in retirement. But the bond ladder would defeat the whole purpose of that vehicle, McQuarrie writes.

“Planners should recognize that a Roth account is a peculiarly bad location for a bond ladder, whether real or nominal,” he writes. “Ladders are decumulation tools designed to provide a stream of distributions, which the Roth account does not otherwise require. Locating a bond ladder in the Roth thus forfeits what some consider to be one of the most valuable features of the Roth account. If the bond ladder is the only asset in the Roth, then the Roth itself will have been liquidated as the ladder reaches its end.”

RMD advantages

That means that the Treasury inflation-protected securities ladder will add the most value to portfolios in a tax-deferred account (TDA), which McQuarrie acknowledges is not a shocking recommendation to anyone familiar with them. On the other hand, some planners with clients who need to begin required minimum distributions from their traditional IRA may reap further benefits than expected from that location.

“More interesting is the demonstration that the after-tax real income received from a TIPS ladder located in a TDA does not vary with the rate of inflation, in contrast to what happens in a taxable account,” McQuarrie writes. “Also of note was the ability of most TIPS ladders to handle the RMDs due, and, at higher rates of inflation, to shelter other assets from the need to take RMDs.”

The present time of high yields from Treasury inflation-protected securities could represent an ample opportunity to tap into that scenario.

“If TIPS yields are attractive when the ladder is set up, distributions from the ladder will typically satisfy RMDs on the ladder balance throughout the 30 years,” McQuarrie writes. “The higher the inflation experienced, the greater the surplus coverage, allowing other assets in the account to be sheltered in part from RMDs by means of the TIPS ladder payout. However, if TIPS yields are borderline unattractive at ladder set up, and if the ladder proved unnecessary because inflation fell to historically low levels, then there may be a shortfall in RMD coverage in the middle years, requiring either that TIPS bonds be sold prematurely, or that other assets in the TDA be tapped to cover the RMD.”

The key takeaways on bond ladders

Other caveats to the strategies revolve around any possible state taxes on withdrawals or any number of client circumstances ruling out a universal recommendation. The main message of McQuarrie’s study serves as a warning against putting the ladder in a taxable brokerage account.

“Unsurprisingly, the higher the client’s tax rate, the worse the outcomes from locating a TIPS ladder in taxable when inflation rages,” he writes. “High-bracket taxpayers who accurately foresee a surge in future inflation, and take steps to defend against it, but who make the mistake of locating their TIPS ladder in taxable, can end up paying more in tax to the government than is received from the TIPS ladder during the first year or two.”

For municipal or other types of tax-exempt bonds, though, a taxable account is “the optimal place,” Spranger said. Convertible Treasury or corporate bonds show more similarity with the Treasury inflation-protected securities in that their ideal location is in a tax-deferred account, he noted.

Regardless, bonds act as a crucial core to a client’s portfolio, tamping down on the risk of volatility and sensitivity to interest rates. And the right ladder strategies yield more reliable future rates of returns for clients than a bond ETF or mutual fund, Spranger said.

“We’re strong proponents of using individual bonds, No. 1 so that we can create bond ladders, but, most importantly, for the certainty that individual bonds provide,” he said.

Accounting

AI-Driven Automation and Continuous Accounting Frameworks

Published

1 week ago

August 15, 2026

Business Finance News

The accounting profession is undergoing a fundamental structural transition as enterprise finance departments shift from periodic month-end closes toward automated continuous accounting models. By integrating specialized machine learning algorithms directly into enterprise resource planning (ERP) platforms, chief accounting officers are transforming financial reporting from a retrospective exercise into a real-time operational asset.

The Shift from Periodic Close to Continuous Financial Reporting
Traditional accounting workflows heavily relied on manual data reconciliation, spreadsheet calculations, and multi-week closing cycles at the end of each fiscal period. In contrast, continuous accounting frameworks utilize automated software agents to process, validate, and post transactional data in real time as business activities occur.

Automated bank reconciliation tools cross-reference incoming bank feeds, invoice records, and purchase orders automatically. By resolving transactional variances instantly throughout the month, corporate accounting teams eliminate the traditional workload spikes associated with quarterly and annual closes.

Machine Learning in Audit Trails and Anomaly Detection
Advanced natural language processing (NLP) and machine learning tools are redefining internal audit and financial control environments. Automated systems analyze 100% of general ledger entries, identifying anomalous transactions, duplicate payments, and unauthorized journal entries in real time.

Rather than relying on random statistical sampling, corporate internal auditors can focus their attention on high-risk flags automatically surfaced by algorithmic monitoring platforms. This continuous risk assessment strengthens internal controls over financial reporting (ICFR) and significantly reduces fraud risk.

Evolving Roles for Accounting Professionals
As routine data entry and manual reconciliation tasks become fully automated, the skill set required for accounting professionals is shifting toward data analysis, system design, and strategic business advisory.
– Systems Governance: Accountants are increasingly responsible for monitoring algorithmic accuracy and managing data integration pipelines.
– Business Partnership: Finance professionals leverage real-time financial dashboards to advise operational leaders on margin management and working capital allocation.
– Regulatory Compliance Management: Accounting teams utilize automated platforms to ensure compliance with dynamic tax codes and international accounting standards.

Core Implementation Recommendations
1. Deploy Automated Reconciliation Tools: Integrate continuous transaction processing modules into existing enterprise ERP architectures.
2. Establish Algorithmic Governance Controls: Implement strict internal testing protocols to ensure automated accounting rules comply with GAAP/IFRS standards.
3. Reskill Accounting Teams: Invest in training finance staff on data analytics, workflow automation, and predictive financial modeling.

Accounting

Global ESG Reporting Standards and Double Materiality Compliance

Published

2 weeks ago

August 9, 2026

Business Finance News

Corporate accounting departments face expanding reporting expectations as international sustainability disclosure standards achieve regulatory enforcement across major global jurisdictions. Chief Accounting Officers (CAOs) and corporate controllers are establishing rigorous internal accounting controls to treat Environmental, Social, and Governance (ESG) metrics with the same data precision, auditability, and governance as traditional financial statements.

Regulatory Harmonization Under Global Sustainability Frameworks
The implementation of standardized sustainability reporting frameworks—notably rules established by international sustainability accounting boards—has created unified expectations for public and large private enterprises. Corporations must report standardized metrics covering greenhouse gas emissions (Scope 1, 2, and material Scope 3), energy utilization, workforce demographics, and supply chain governance.

In Europe and other participating international jurisdictions, double materiality principles are mandatory. Under double materiality, organizations must report both how external sustainability risks impact corporate financial performance, and how internal corporate operations affect surrounding environmental and social structures.

Integrating Sustainability Metrics into Core ERP Systems
To provide auditable non-financial data, enterprise organizations are integrating specialized carbon accounting and ESG management platforms directly into core ERP systems. Automated data collectors capture energy utility invoices, logistics fuel consumption metrics, and vendor compliance records in real time.

Establishing automated, traceable data pipelines ensures that non-financial reporting is supported by clear audit trails. This structured approach allows external financial auditors to provide reasonable assurance on sustainability disclosures during annual corporate reporting cycles.

Financial Impacts and Capital Market Disclosure
Accurate ESG reporting directly influences corporate cost of capital and institutional credit ratings. Commercial lenders and institutional asset managers systematically incorporate sustainability metrics into risk pricing models. Companies that demonstrate transparent, verifiable progress in operational energy efficiency and climate risk mitigation benefit from expanded access to green bond markets and lower debt pricing.

Action Steps for Accounting Leadership
1. Implement Double Materiality Frameworks: Conduct comprehensive assessments to identify material financial and operational sustainability metrics.
2. Build Auditable Non-Financial Data Pipelines: Automate ESG data collection within core accounting software to ensure data integrity.
3. Align Sustainability with Annual Financial Filings: Prepare non-financial disclosures concurrently with financial statements to satisfy regulatory audit expectations.

Accounting

Modernizing Internal Controls: Machine Learning and Continuous Monitoring in Auditing

Published

2 weeks ago

August 5, 2026

Business Finance News

Internal audit departments and corporate risk managers are modernizing internal control frameworks by shifting from periodic sampling techniques to continuous monitoring and machine learning analytics. As operational data volumes increase across enterprise organizations, automated control testing ensures financial integrity, prevents corporate fraud, and streamlines annual audit engagements.

The Limitation of Periodic Audit Sampling
Historically, internal and external auditors evaluated internal controls by reviewing random samples of financial transactions—often analyzing less than five percent of total ledger entries. In complex enterprise environments, periodic sampling methods carry inherent risks of overlooking localized financial misstatements, unauthorized disbursements, or operational control breakdowns.

In 2026, progressive internal audit functions are utilizing automated continuous monitoring platforms that evaluate one hundred percent of financial transactions in real time. Continuous control auditing systems continuously monitor general ledger entries, procurement approvals, and expense reimbursements across all operating subsidiaries.

AI-Powered Fraud Detection and Anomaly Identification
Machine learning models trained on historical corporate financial data excel at identifying subtle transactional anomalies that indicate potential fraud or operational error. Automated systems instantly flag duplicate invoice payments, unapproved vendor creation, unusual journal entry timing, and unauthorized override of authority thresholds.

When an anomaly is detected, the automated auditing platform generates an instant risk alert, allowing internal audit teams to investigate root causes immediately. Early detection prevents minor operational errors from escalating into material weaknesses in financial reporting.

Streamlining External Audit Preparation
Continuous internal control monitoring delivers significant benefits during annual external financial audits. External audit firms can review continuous audit logs and automated control testing documentation, reducing the time required for manual field testing.

This integrated approach lowers overall audit compliance fees, reduces administrative burdens on corporate accounting staff, and provides senior management and audit committees with real-time visibility into the organization’s overall risk profile.

Core Implementation Guidelines
1. Transition to 100% Data Testing: Replace legacy sampling methods with automated continuous audit monitoring systems.
2. Deploy Anomaly Detection Algorithms: Implement machine learning models to identify unauthorized transactions and operational control overrides.
3. Align Internal and External Audit Workflows: Coordinate continuous control testing protocols with external auditors to optimize annual compliance cycles.