What to Expect with an IRS Audit

4 min read

What to Expect with an IRS AuditIf the IRS sends notice that you’re being audited, you’re likely to become anxious. However, not all audits mean you did something wrong. In most cases, it is simply a matter of verifying information on a tax return or perhaps correcting a minor error. Knowing what to expect – and how to respond – can help alleviate stress and make the audit more manageable.

An IRS audit (also referred to as an examination) is a review of your records to confirm that the information on your tax return was reported accurately and follows tax law. The best way to prepare for an audit is to respond on time, present organized and complete records, be cooperative, and communicate professionally.

Technically, most audits are triggered via an automated scoring system referred to as the DIF, which stands for Discriminant Information Function. The system flags something on your tax return that stood out. This could be inconsistencies, missing income, unusually high deductions, or inputs that don’t match information the IRS already has. Here are three key facts about IRS timing for audits:

  • The IRS generally looks back three years based on the statute of limitations
  • Most audits are related to returns filed within the past two years
  • In cases of substantial errors, audits can extend up to the last six years, especially in cases where it is believed that more than 25 percent of gross income was omitted from the filing
  • There is no statute of limitations in cases of fraud or failure to file

The Audit Process

Almost all IRS audits start with a letter stating that your return has been selected for examination. This notice will be sent by mail – not a phone call, text, or email. The letter will include the name of your assigned reviewer, his or her IRS identification number, and phone number. You should call the IRS directly to verify this information, as scammers are known to impersonate the IRS to steal money or personal data.

You may be asked to provide a variety of specific documents based on what issue(s) triggered the audit. Be sure to provide copies, not originals. Depending on your situation, the requested documents could include:

  • Income records
  • Investment statements
  • Bank forms
  • Receipts and bills
  • Canceled checks
  • Legal documents (such as divorce or custody agreements)
  • Loan agreements and settlement statements
  • Travel logs, diaries, or ticket stubs
  • Medical and dental records
  • Theft or loss of documentation (insurance claims, photos, police reports)
  • Employment records
  • Schedule K-1 forms for partnerships or S corporations

The following are the three types of IRS Audits:

Correspondence Audit – These are the least complex and are conducted entirely by mail. Sometimes the IRS simply identifies a math error or missing income and asks for payment or clarification. You can either pay the amount due or respond with documentation if you believe the IRS is incorrect.

Office Audit – An office audit requires you to visit an IRS office with the requested records. You will receive an Information Document Request (IDR) form detailing what to bring. Showing up with organized records can help resolve these audits quickly.

Field Audit – The field audit is the most extensive. An IRS agent will come to your home or business to review records. Although you will receive an IDR in advance, the agent may decide to escalate the review if he notices any “large, unusual or questionable” (LUQ) items.

The key points to remember are that poor recordkeeping and/or lack of cooperation tend to trigger a more detailed and time-consuming audit.

Once the Audit Is Complete

After the audit, the IRS will issue a report describing its findings. It may determine that no changes are necessary to your return; that you owe additional tax; or that you may be owed a refund. Should you disagree with the findings, you have options:

  • Request to meet with an IRS manager
  • Use mediation or alternative dispute resolution
  • File an appeal with the IRS
  • Take the case to court if necessary

If you agree with the audit findings, you’ll need to sign the examination report and choose from various payment options if you owe any taxes.

Understanding the EV/2P Ratio

3 min read

What are the EV/2P RatioWhen it comes to raw materials, especially for fossil fuels, it’s essential to evaluate existing and potential production capabilities for such companies. Using the EV/2P Ratio is a powerful tool when evaluating fossil fuel-related companies.

Defining the Ratio

This ratio is calculated by dividing a business’ enterprise value into the company’s reserves. It provides financial analysts, investors and internal business stakeholders with a snapshot of a company’s reserves and the business’ likelihood of preserving operation growth. This standardizes valuations, thereby allowing analysts to compare company-to-company financials.

How to Calculate EV/2P

Enterprise Value (EV) / Total 2P Reserves

Defined as: Enterprise Value = Equity (open market price) + Debt (open market price) – Cash and Cash Equivalents

2P = Proven and Probable Reserves

Illustrating the Calculation

If a company’s capitalization is $300 million and debt consisting of $225 million, along with $30 million for proven reserve value, $20 million in probable reserves, and $25 million in possible reserves, the company’s resulting enterprise value becomes:

$300 million + $225 million = $525 million

The 2P reserves is:

$30 million + $20 million = $50 million

Plugging the numbers into the original formula, it’s: $525 million / $50 million = 10.5x (multiple)

Based on the resulting 10.5 multiple, this ratio provides a current valuation that translates to for every $1 in 2P reserves equals $10.50 of a market valuation.

Reserves are how internal/external stakeholders value the production/growth potential of oil/gas companies. It’s broken down into two categories:

1.) P1 are proven reserves, which are the highest caliber reserves. There’s at least a 9 in 10 percent likelihood (or more) of recoverable reserves. It’s also known as P90.

2.) Probable reserve (also known as P50) has an even chance of either non-recoverability or realized recoverability. This is the next best, but a lesser grade than P1.

These two resource categories are referred to as 2P.

Putting it in Perspective

Depending on the company’s calculated EV/2P Ratio, the business owner or investor can determine a course of action to take.

If it’s higher, it’s more highly valued than its competitors based on the same level of 2P reserves; therefore, the company’s shares are more expensive against its peers. This can give investors pause because other undervalued stocks are more attractive due to a higher likelihood they’ll appreciate.

However, if a company is valued higher, but the company is more efficient or a higher performer, investors also may be interested because its production and earnings justify the higher valuation. That’s why looking at the metric in a silo is not effective.

Debt Concerns

When it comes to debt and analyzing this ratio, fossil fuel businesses are often highly levered since they use massive sums of debt for research and development and continued operations.

Since the EV value looks at debt and equity concurrently, analyzing a company’s capital structure is essential when comparing companies’ valuations. Essentially, if a company has too much debt and if interest rates suddenly increase or it can’t service debt if the price of crude plummets, it may run into debt servicing issues.

While this ratio is effective in providing a level playing field for analytical uses, it’s important to remember that it needs to be used in conjunction with comprehensive financial analysis.

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Understanding Qualifying Dispositions

3 min read

Understanding Qualifying DispositionsWith 57 percent of public companies offering their workers employee stock purchase plans (ESPPs), according to the National Association of Stock Plan Professionals (NASPP), understanding how qualifying dispositions work is an essential skill.

The concept refers to someone selling or otherwise “disposing” of equities who sees advantageous tax benefits. This is especially pronounced when a stockholder’s normal tax income rate differs markedly from prevailing tax rates for long-term investments.

Eligible individuals are those employed by a company that offers such a benefit. There are two different options available for worker participation.

The first option is where employees participate in the ESPP. The second option is through an incentive stock option plan (ISOs). It’s noteworthy to distinguish that the ESPP is for most employees employed after a particular time at a company. However, ISOs are reserved primarily for senior management and executives, such as chief financial officers (CFOs), chief executive officers (CEOs), etc.  

What determines if it’s a qualifying disposition is how long the employee keeps the equities prior to the sale.

ESPP Example

If 100 shares are acquired via ESPP, bought via a 10 percent discount to the prevailing offer of $40, the purchase of 100 shares of stock at $36 equals $3,600. If the stock appreciates to $60 in the future, the difference (and capital gain) would be $2,400 in profits ($6,000 – $3,600).

Qualifying Disposition Example

This scenario breaks down how the discount and, ultimately, how capital gains are treated.

The discount of $4 per share is taxed at the employee’s present wage rate. Depending on the tax rate the employee is taxed at, the liability would be ($4 a share, multiplied by 100, times the tax rate of 30 percent or $120).

Using the ESPP example’s figures, the long-term gain of $24 per share (times 100 shares) is taxed based on the lesser rate of say 15 percent. ($3.60/share times 100 = $360).

Therefore, the entire taxes owed end up being $120 + $360 = $480.

Non-Qualifying Disposition Example

However, for stock liquidations not meeting qualifying disposition criteria, the $2,400 would see a 35 percent capital gains tax ($2,400 multiplied by 35 percent = $840).

Based on the qualifying versus non-qualifying distribution scenarios, the difference of $360 in capital gains savings represents a stark contrast in tax obligations. Therefore, it’s important to determine how to meet a qualifying disposition.

It requires the following criteria to be met. The stock sale date must occur at a minimum of 12 months from the stock purchase date. It also must be held for at least 24 months from the ESPP offer date or the ISO stock warrant date.

While transactions may differ in the quantity of shares sold and for how much, the timing for workers selling the shares is far less variable. It is important for employers to ensure workers are familiar with the tax implications.

 

Sources

https://www.naspp.com/blog/five-trends-in-espps

Cloud Sovereignty vs. Big Tech: How Businesses Are Avoiding the ‘AI Lock-in’ Trap in 2026

4 min read

Cloud SovereigntyArtificial intelligence (AI) is no longer a competitive advantage; it has become a necessary infrastructure. Businesses now heavily rely on AI-powered systems, from automated customer service to predictive analytics and decision-making tools. These platforms are cloud-based, and their reliance comes with growing concern of AI lock-in. This dependence on major cloud providers and the convenience of Big Tech ecosystems can turn into long-term dependency. In response, cloud sovereignty is gaining momentum.

What Is Cloud Sovereignty?

Cloud sovereignty refers to the ability of an organization to maintain full control over its data, infrastructure, and digital assets. This includes where data is stored, how it is processed, and which legal jurisdiction governs it.

Unlike traditional cloud hosting, where companies rely on a single global provider, cloud sovereignty emphasizes:

  • Data ownership and portability
  • Compliance with local laws and regulations
  • Reduced dependence on foreign-controlled infrastructure
  • Strategic control over AI models and workflows

The Rise of Big Tech and the AI Lock-in Problem

Over the past decade, companies like AWS, Google Cloud, and Microsoft Azure have built highly integrated AI ecosystems, especially since the surge of generative AI. These platforms offer powerful tools, including proprietary machine learning services, exclusive Application Programming Interfaces (APIs), pre-trained AI models, and seamless infrastructure scaling.

However, when businesses build their AI systems entirely on one provider’s proprietary tools, switching becomes difficult. Platform dependency can also create serious risks when a vendor fails. A good example is the collapse of Builder.ai, an AI app builder backed by giants like Microsoft and the Qatar Investment Authority. Its collapse was an indicator that companies do not have complete control over the software and data on which their operations depend. This is what is known as AI Lock-in, where:

  • AI models rely on proprietary APIs
  • Data pipelines are optimized for a specific cloud architecture
  • Workflows depend on unique vendor tools
  • Migration costs become prohibitively high

As a result, businesses suffer:

  • Escalating operational costs
  • Limited negotiating power
  • Reduced flexibility
  • Strategic vulnerability

In 2026, with AI deeply embedded into operations, being locked-in can threaten long-term agility and innovation.

Regulatory Pressure is Accelerating the Shift

Governments worldwide are tightening digital sovereignty and data protection rules. From stricter data residency laws to AI governance frameworks, compliance is no longer optional. Industries such as finance, healthcare, and telecommunications face heightened scrutiny. They must prove where data is stored, who can access it, and how AI models are trained and governed. Additionally, businesses can’t afford regulatory risks. Regulations such as the CLOUD Act demand data access transparency, while different states are pushing for data localization policies.

Relying entirely on a foreign-controlled AI ecosystem can raise compliance risks. In some regions, businesses are now required to use local or sovereign cloud providers for sensitive workloads. Gartner predicts 35 percent of countries will adopt region-specific AI platforms by 2027 as countries increase investment in domestic AI stacks to meet sovereignty goals.

Regulation, once seen as a burden, is now a strategic driver pushing companies toward sovereign-first strategies.

How Businesses Are Avoiding AI Lock-in Trap

Businesses are not abandoning cloud AI. Instead, they are becoming more strategic about how they implement it.

  1. Embracing open-source and interoperable AI
    Many businesses are adopting open-source AI frameworks and models to reduce dependency on proprietary systems. By building on interoperable standards, they maintain flexibility to deploy workloads across different environments. This approach allows businesses to experiment freely without being tied to a single vendor’s ecosystem.
  2. Adopting multi-cloud and hybrid strategies
    Rather than relying on one provider, a business can distribute workloads across multiple clouds. This reduces operational risk, strengthens negotiation leverage, enhances flexibility and improves resilience. Hybrid models, where on-premise infrastructure is combined with cloud services, are also growing in popularity. They ensure sensitive data remains locally controlled while still leveraging AI scalability.
  3. Partnering with sovereign or regional cloud providers
    Regional cloud providers are gaining traction as they offer local data hosting, compliance with national regulations, and greater transparency.
  4. Strengthening contract and governance frameworks
    Procurement and legal teams are now playing a more active role in cloud decisions. They negotiate stronger data portability clauses, clear exit strategies, transparent pricing structures, and model ownership rights.

Final Thoughts

In 2026, the real risk is not using AI, but losing control over it.

Cloud sovereignty represents a strategic shift while not rejecting Big Tech. It must be viewed as the ability to act strategically, as no business can dominate every layer of the AI stack due to constraints like the high cost of training advanced AI models.

Businesses that prioritize sovereignty today are building resilient, flexible, and future-ready AI ecosystems. Those who ignore it may find themselves powerful – but trapped.

Burying Time Capsules, Ending Payments to Dead People, and Safeguarding Voting Rights for U.S. Citizens

3 min read

Burying Time Capsules, Ending Payments to Dead People, and Safeguarding Voting Rights for U.S. Citizens

Disapproving the action of the District of Columbia Council in approving the DC Income and Franchise Tax Conformity and Revision Temporary Amendment Act of 2025 (HJRes 142) – After passage of the One Big Beautiful Bill Act, the Council of the District of Columbia (DC) opted out of the tax code from the Act, amending several provisions and restoring the DC child tax credit. This resolution nullifies DC’s amended legislation. It was introduced on Jan. 22 by Rep. Brandon Gill (R-TX). It passed in the House on Feb. 4, the Senate on Feb. 12, and was enacted on Feb. 18.

Semiquincentennial Congressional Time Capsule Act (S 3705) – This bill instructs the Architect of the Capitol to bury a time capsule in the Capitol Visitor Center (on or before July 4, 2026) as part of this year’s 250th anniversary celebration of the nation’s founding. The purpose of the capsule is to represent legislative milestones to date via a joint letter to the future Congress by the majority and minority leaders of the Senate and the House. The time capsule is meant to remain there until July 4, 2276, the nation’s 500th anniversary. The legislation was introduced by Sen. Thom Tillis (R-NC) on Jan. 27. It passed the Senate on Jan. 27, the House on Feb. 9, and was signed into law by the president on Feb. 18.

Bankruptcy Administration Improvement Act of 2025 (S 3424) – This Act was introduced by Rep. Christopher Coons (D-DE) on Dec. 10, 2025, and passed in the Senate on the same day. It cleared the House on Jan. 12 and was signed into law on Feb. 6. The bill makes alterations to the administration of bankruptcy cases by increasing fees paid to trustees in Chapter 7 (liquidation) cases, and extends by five years the fees paid to trustees in Chapter 11 (reorganization) cases. It also extends the term of bankruptcy judgeships in various districts, as well as other provisions.

Ending Improper Payments to Deceased People Act (S 269) – This legislation requires the Social Security Administration (SSA) to share its death records with the Treasury Department in order to prevent improper payments to deceased individuals. In the past, this bill had to be extended every three years, but the new bill makes the requirement permanent. The bill was introduced by Sen. John Kennedy (R-TN) on Jan. 28, 2025. It passed unanimously in the Senate on Sept. 19, 2025, cleared the House on Jan. 13, and was enacted on Feb. 10.

Safeguard American Voter Eligibility Act (S 1383) – This controversial voting bill passed in the House on Feb. 11. The Republicans in the Senate have secured 50 votes for passage, but the bill requires 60. The provisions in the current bill include requiring:

  • Each state is to submit full voter rolls to the Department of Homeland Security (DHS) for verification of citizenship via its SAVE system, which has historically had a high error rate of flagging citizens as non-citizens.
  • Voter roll purges every 30 days and end the 90-day quiet period that allows voters mistakenly purged time to re-register before Election Day.
  • New or changing voter registrants to show proof of U.S. citizenship (birth certificate or passport; five states already meet this requirement for a Real ID driver’s license).
  • Voters to show photo ID at polls in order to vote (38 states already require this)
  • A ban on automatically mailing ballots to all voters (currently used by eight states and DC); voters would have to send individual requests to receive a mail ballot.

Democrats in the Senate have vowed to block passage via filibuster.