Accounting
The future of accounting is semantic spreadsheets
Published
1 year agoon

Charles Hoffman, a trailblazer in the field of accounting, has been at the forefront of technological change since the early days of digital transformation. In a recent conversation, Hoffman shared his journey and vision for the future of accounting and auditing, highlighting how the industry is poised for a major shift toward machine-understandable artifacts and semantic knowledge graphs.
Hoffman’s career began in 1982 as an auditor with Price Waterhouse. “Back then, everything was paper based,” he recalled. “But within three months, I was already moving those same working papers and schedules into VisiCalc and then Lotus 1-2-3. I would create them electronically, print them out, and tape them into the audit bundles.” The introduction of the Compaq luggable computer, he noted, made electronic spreadsheets even more compelling.
Fast forward to today. Hoffman points out that while accounting and audit documentation is now 100% digital, it still mirrors its paper origins in fundamental ways. “Most working papers are just digital proxies — Excel spreadsheets, Word documents, PDFs and sometimes HTML. They’re presentation-oriented and not truly understandable by machine-based processes,” he explained.
What are semantic spreadsheets?
A semantic spreadsheet is a revolutionary advancement that combines the familiar structure of a traditional spreadsheet with the power of semantic technology. Unlike conventional spreadsheets, where the data is presented as isolated cells and rows, semantic spreadsheets encode meaning and context directly into the data.
How semantic spreadsheets work
Each cell in a semantic spreadsheet carries metadata that describes the data it contains, such as its type, relationships to other data, and its role within a broader framework. For instance, a cell containing “$1,000” would not only indicate the amount but also specify that it represents “Revenue,” linked to a specific period and financial statement.
Data in semantic spreadsheets is interconnected, forming a graph of relationships rather than isolated rows and columns. This structure mirrors how data is understood in databases and knowledge graphs.
The metadata and relationships are encoded in a machine-readable format, such as XBRL, RDF or JSON-LD. This allows software to understand and process the data intelligently, enabling automation, validation and advanced analytics.
Benefits of semantic spreadsheets
Data from a semantic spreadsheet can seamlessly integrate with other systems, such as databases or ERP systems, without the need for manual reformatting or interpretation. By embedding meaning and rules, semantic spreadsheets can automatically flag inconsistencies or errors in the data, reducing the risk of human error.
Semantic spreadsheets enable advanced querying and analysis. Users can ask complex questions like: “Show me all revenue entries over $10,000 linked to product sales in Q1,” and get immediate answers. Every entry in a semantic spreadsheet is linked to its origin and context, creating a transparent and traceable audit trail.
Imagine an accounting firm using a semantic spreadsheet to prepare a financial report. Instead of manually consolidating data from various sources, the spreadsheet pulls structured data from interconnected systems. Auditors can validate the report by running automated checks that verify compliance with standards like U.S. GAAP or IFRS. The entire process is faster, more accurate and less labor-intensive.
Moving toward machine-readable accounting
Hoffman believes the next major evolution in the field is inevitable: accounting and audit documents will become machine-readable and, more importantly, machine understandable. “These artifacts will no longer just represent static documents. They’ll be dynamic, serving as proxies for databases and knowledge bases,” he said. “Both humans and machines will be able to interrogate these artifacts seamlessly.”
To illustrate, Hoffman pointed to the concept of “semantic spreadsheets” or what he refers to as “knowledge graphs.” These tools aim to integrate accounting, auditing and analytical processes into frameworks that are semantically rich and computationally robust. Hoffman has detailed this approach in works such as
Overcoming the challenges of transformation
Hoffman acknowledged that the shift requires a significant mindset change. “Trying to understand this evolution using today’s mental framework won’t work,” he said. Quoting Microsoft CEO Satya Nadella, he added, “‘The ‘work’ in ‘workflow’ is undergoing a fundamental change.'”
While Hoffman has already developed prototypes using XBRL to demonstrate the potential of semantic-oriented working papers, he likens their current state to the Wright Flyer. “These prototypes may be rudimentary, but they’re a starting point. Over time, they’ll evolve into something as advanced as the SR-71 Blackbird,” he explained.
Why semantic accounting will succeed
When asked why he’s so confident in this vision, Hoffman provided several reasons:
The double-entry foundation: “Double-entry bookkeeping is a mathematical model that’s been globally standardized since Luca Pacioli documented it in 1494,” Hoffman said. “The semantics are universal, and financial reporting standards like U.S. GAAP and IFRS provide a solid foundation.”
Technology options: While XBRL is a leading contender for the required syntax, Hoffman mentioned alternatives like RDF+OWL+SHACL+SPARQL (the semantic web stack), ISO Graph Query Language (GQL), and modern PROLOG. “Each has advantages, but the goal remains the same,” he noted.
Market-driven demand: “Accountants and auditors will adopt tools that help them do their jobs better, faster and cheaper,” Hoffman emphasized. “The key is creating intuitive, effective software—a challenge that will require collaboration across multiple disciplines.”
Expert collaboration: “This isn’t just a technical problem; it’s a communications problem,” he said. “It will take accountants, IT professionals, computer scientists and knowledge engineers working together to create solutions.”
Building the future, one brick at a time
Hoffman described the development process as deliberate and iterative, much like building a brick wall. “It’s not just about having the right bricks and mortar,” he said. “It’s about craftsmanship—having the right experts who know how to assemble the pieces correctly.”
Quoting legendary hockey star Wayne Gretzky, Hoffman concluded, “You must skate to where the puck is going, not to where it has been. The future of accounting lies in creating tools that anticipate and address tomorrow’s needs. The status quo is doomed.”
For Hoffman, the path forward is clear: The industry is on the cusp of a transformation that will redefine how accountants and auditors interact with data. Semantic accounting is no longer a distant vision, it’s a practical reality waiting to unfold.
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The Financial Accounting Standards Board met this week to discuss its projects on accounting for transfers of cryptocurrency assets and enhancing the disclosures around certain digital assets, such as stablecoins.
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During Wednesday’s meeting, FASB’s board made certain tentative decisions, according to a
At a future meeting, the board plans to consider clarifying the derecognition guidance for crypto transfer arrangements to assess whether the control of a crypto asset has been transferred.
FASB also began deliberations on the
The board decided to provide illustrative examples in Topic 230, Statement of Cash Flows, to clarify whether certain digital assets such as stablecoins can meet the definition of cash equivalents. It also decided to include the following concepts in the illustrative examples:
- Interpretive explanations that link to the current cash equivalents definition;
- The amount and composition of reserve assets; and,
- The nature of qualifying on-demand, contractual cash redemption rights directly with the issuer.
FASB plans to clarify that an entity should consider compliance with relevant laws and regulations when it’s creating a policy concerning which assets that satisfy the Master Glossary definition of the term “cash equivalents“ will be treated as cash equivalents.
“I agree with the staff suggestion to look at examples,” said FASB vice chair Hillary Salo. “From my perspective, I think that is going to help level the playing field. People have been making reasonable judgments. I agree with that. And I think that this is really going to help show those goalposts or guardrails of what types of stablecoins would be in the scope of cash equivalents, and which ones would not be in the scope of cash equivalents. I certainly appreciate that approach, and I think it has the least potential impact of unintended consequences, because I do agree with my fellow board members that we shouldn’t be changing the definition of cash equivalents, and it’s a high bar to get into the cash equivalent definition.”
“I’m definitely supportive of not changing the definition of cash equivalents,” said FASB chair Richard Jones. “I believe that’s settled GAAP in a way, and we’re not really seeing a call to change it for broader issues. I am supportive of the example-based approach. The challenge with examples, though, is everybody’s going to want their exact pattern, but that’s not what we’re doing.”
The examples will explain the rationale for how digital assets such as stablecoins do or do not qualify as cash equivalents and give a roadmap for other types of digital assets with varying fact patterns to be able to apply.
“We really don’t want to be as a board facing a situation where something was a cash equivalent and then no longer is at a later date,” said Jones. “That’s not good for anyone, so keeping it as a high bar with certain rigid criteria, I think, is fine.”
Stablecoins are supposed to be pegged to fiat currencies such as U.S. dollars and thus provide more stability to investors. “In my view, while a stablecoin may meet the accounting definition established for cash equivalents, not every one of those stablecoins in the cash equivalent classification represents the same level of risk,” said FASB member Joyce Joseph.
She noted that the capital markets recognize the distinctions and have established a Stablecoin Stability Assessment Framework to evaluate a stablecoin’s ability to maintain its peg to a fiat currency. Such assessments look at the legal and regulatory framework associated with the stablecoin, and provide investors with information that could enable them to do forward-looking assessments about the stability of the stablecoin.
“However, for an investor to consider and utilize such information for a company analysis the financial statement disclosures would need to include information about the stablecoin itself,” Joseph added. “In outreach, the staff learned that investors supported classifying certain stablecoins as cash equivalents when transparent information is available about the entities at which the reserve assets are held. Therefore, in my view, taking all of this into consideration a relevant and informative company disclosure would include providing investors with the name of the stablecoin and the amount of the stablecoin that is classified as a cash equivalent, so investors can independently assess the liquidity risks more meaningfully and more comprehensively by utilizing broader information that is available in the capital markets and its emerging information.”
Such information could include the issuer, reserves, governance and management, she noted, so investors would get a more holistic look at the risks that holding the stablecoin would entail for a given company.
The board decided to require all entities to disclose the significant classes and related amounts of cash equivalents on an annual basis for each period that a statement of financial position is presented.
Entities should apply the amendments related to the classification of certain digital assets as cash equivalents on a modified prospective basis as of the beginning of the annual reporting period in the year of adoption.
FASB decided that entities should apply the amendments related to the disclosure of the significant classes and amounts of cash equivalents on a prospective basis as of the date of the most recent statement of financial position presented in the period of adoption.
The board will allow early adoption in both interim and annual reporting periods in which financial statements have not been issued or made available for issuance.
FASB also decided to permit entities to adopt the amendments to be illustrated in the examples related to the classification of certain digital assets as cash equivalents without the need to perform a preferability assessment as described in Topic 250, Accounting Changes and Error Corrections.
The board directed the staff to draft a proposed accounting standards update to be voted on by written ballot. The proposed update will have a 90-day comment period.
Accounting
Lawmakers propose tax and IRS bills as filing season ends
Published
3 weeks agoon
April 17, 2026

Senators introduced several pieces of tax-related legislation this week, including measures aimed at improving customer service at the Internal Revenue Service, cracking down on tax evasion and curbing the carried interest tax break, in addition to efforts in the House to repeal the Corporate Transparency Act.
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Senators Bill Cassidy, R-Louisiana, and Mark Warner, D-Virginia, teamed up on introducing a bipartisan bill, the
The bill would establish a dashboard to inform taxpayers of backlogs and wait times; expand electronic access to information and refunds; expand callback technology and online accounts; and inform individuals facing economic hardship about collection alternatives.
“Taxpayers deserve a simple, stress-free experience when dealing with the IRS,” Cassidy said in a statement Wednesday. “This bill makes the process quicker and easier for taxpayers to get the information they need.”
He also mentioned the bill during a
“I’m happy to meet with the team … and do all I can to make it as good as you want it to be,” said Bisignano.
“My bill would equip the IRS with the legislative mandate to create an online dashboard so that taxpayers can monitor average call wait time and budget time accordingly,” said Cassidy. He noted that the bill would allow a callback for taxpayers that might need to wait longer than five minutes to speak to a representative, and establish a program to identify and support taxpayers struggling to make ends meet by providing information about alternative payment methods, such as installments, partial payments and offers in compromise.
“I know people are kind of desperate and don’t know where to turn for cash, so I think this could really ease anxiety,” he added. “This legislation is bipartisan and is likely to pass this Congress.”
Cassidy and Warner
“Taxpayers shouldn’t have to jump through hoops to get basic answers from the IRS — and in the last year, those challenges have only gotten worse,” Warner said in a statement. “I am glad to reintroduce this bipartisan legislation on Tax Day to ease some of this frustration by increasing clear communication and making IRS resources more readily available.”
Stop CHEATERS Act
Also on Tax Day, a group of Senate Democrats and an independent who usually caucuses with Democrats teamed up to introduce the Stop Corporations and High Earners from Avoiding Taxes and Enforce the Rules Strictly (Stop CHEATERS) Act.
Senate Finance Committee ranking member Ron Wyden, D-Oregon, joined with Senators Angus King, I-Maine, Elizabeth Warren, D-Massachusetts, Tim Kaine, D-Virginia, and Sheldon Whitehouse, D-Rhode Island. The bill would provide additional funding for the IRS to strengthen and expand tax collection services and systems and crack down on tax cheating by the wealthy.
“Wealthy tax cheats and scofflaw corporations are stealing billions and billions from the American people by refusing to pay what they legally owe, and far too many of them are getting a free pass because Republicans gutted the enforcement capacity of the IRS,” Wyden said in a statement. “A rich tax cheat who shelters mountains of cash among a web of shell companies and passthroughs is likelier to be struck by lightning than face an IRS audit, and Republicans want to keep it that way. This bill is about making sure the IRS has the resources it needs to go after wealthy tax cheats while improving customer service for the vast majority of American taxpayers who follow the law every year.”
Earlier this week. Wyden also
The Stop CHEATERS Act would provide the IRS with additional funding for tax enforcement focused upon high-income tax evasion, technology operations support, systems modernization, and taxpayer services like free tax-payer assistance.
“As Congress seeks ways to fund much-needed policy priorities and address our growing national debt, there is one common sense solution that should have unanimous bipartisan support: let’s enforce the tax laws already on the books,” said King in a statement. “Our legislation will make sure the IRS has the resources it needs to confront the gap between taxes owed and taxes paid – while ensuring that our tax enforcement professionals are focused on the high-income earners who account for the most tax evasion. This is a serious problem with an easy solution; let’s pass this legislation and make sure every American pays what they owe in taxes.”
Carried interest
Wyden, King and Whitehouse also teamed up on another bill Thursday to close the carried interest tax break for hedge fund managers that
Carried interest is a form of compensation received by a fund manager in exchange for investment management services, according to a
Under the bill, the
“Our tax code is rigged to favor ultra-wealthy investors who know how to game the system to dodge paying a fair share, and there is no better example of how it works in practice than the carried interest loophole,” Wyden said in a statement. “For several decades now we’ve had a tax system that rewards the accumulation of wealth by the rich while punishing middle-class wage earners, and the effect of that system has been the strangulation of prosperity and opportunity for everybody but the ultra-wealthy. There are a lot of problems to fix to restore fairness and common sense to our tax code, and closing the carried interest loophole is a great place to start.”
Repealing Corporate Transparency Act
The House Financial Services Committee is also planning to markup a bill next Tuesday that would fully repeal the Corporate Transparency Act, which has already been significantly
If enacted, the repeal would eliminate beneficial ownership reporting requirements, removing a transparency measure designed to help law enforcement and national security officials identify who is behind U.S. companies.
“This repeal would turn the United States back into one of the easiest places in the world to set up anonymous shell companies, something Congress worked for years to fix,” said Erica Hanichak, deputy director of the FACT Coalition, in a statement. “These entities are routinely used to facilitate corruption, financial crime, and abuse. Rolling back the CTA doesn’t just weaken transparency, it signals to bad actors around the world that the U.S. is once again open for illicit business.”
Accounting
IRS struggles against nonfilers with large foreign bank accounts
Published
3 weeks agoon
April 15, 2026

The Internal Revenue Service rarely penalizes taxpayers who have high balances in foreign bank accounts and fail to file the proper forms, according to a new report.
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The
Taxpayers with specified foreign financial assets that meet a certain dollar threshold are also required to report the information to the IRS by filing Form 8938. Failure to file the form can result in penalties of up to $60,000. However, TIGTA’s previous reports have demonstrated that the IRS rarely enforces these penalties.
The IRS created an Offshore Private Banking Campaign initiative to address tax noncompliance related to taxpayers’ failure to file Form 8938 and information reporting associated with offshore banking accounts, but it’s had limited success.
Even though the initiative identified hundreds of individual taxpayers with significant foreign bank account deposits who failed to file Forms 8938, the campaign only resulted in relatively few taxpayer examinations and a small number of nonfiling penalties. The campaign identified 405 taxpayers with significant foreign account balances who appeared to be noncompliant with their FATCA reporting requirements.
The IRS used two ways to address the 405 noncompliant taxpayers: referral for examinations and the issuance of letters to them.
- 164 taxpayers (who had an average unreported foreign account balance of $1.3 billion) were referred for possible examination, but only 12 of the 164 were examined, with five having $39.7 million in additional tax and $80,000 in penalties assessed.
- 241 noncompliant taxpayers (who had an average unreported account balance of $377 million) received a combination of 225 educational letters (requiring no response from the taxpayers) and 16 soft letters (requiring taxpayers to respond). None of the 241 taxpayers were assessed the initial $10,000 FATCA nonfiling penalty.
“While taxpayers can hold offshore banking accounts for a number of legitimate reasons, some taxpayers have also used them to hide income and evade taxes,” said the report.
Significant assets and income are factors considered by the IRS when assessing whether taxpayers intentionally evaded their tax responsibilities, the report noted. Given the large size of the average unreported foreign account balances, these taxpayers probably have higher levels of sophistication and an awareness of their obligation to comply with the law.
TIGTA believes the IRS needs to establish specific performance measures to determine the effectiveness of the FATCA program. “If the IRS does not plan to enforce the FATCA provisions even where obvious noncompliance is identified, it should at least quantify the enforcement impact of its efforts,” said the report. “This will ensure that IRS decision makers have the information they need to determine if the FATCA program is worth the investment and improves taxpayer compliance.
TIGTA made three recommendations in the report, including revising Campaign 896 processes to include assessing FATCA failure to file penalties; assessing the viability of using Form 1099 data to identify Form 8938 nonfilers; and implementing additional performance measures to give decision makers comprehensive information about the effectiveness of the FATCA program. The IRS disagreed with two of TIGTA’s recommendations and partially agreed with the remaining recommendation. IRS officials didn’t agree to assess penalties in Campaign 896 or with implementing performance measures to assess the effectiveness of the FATCA program.
“From our perspective, TIGTA’s conclusions regarding IRS Campaign 896 are based, in part, on a misguided premise and overgeneralizations, including the treatment of ‘potential noncompliance’ as tantamount to ‘egregious noncompliance’ that warrants a monetary penalty without contemplating the variety of justifications that may exempt a taxpayer from having to file Form 8938,” wrote Mabeline Baldwin, acting commissioner of the IRS’s Large Business and International Division, in response to the report.
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