Defining An Activity Cost Driver

Defining An Activity Cost Driver, What is An Activity Cost DriverAn activity cost driver is anything that causes a company’s variable costs to either reduce or grow. Since measuring an activity cost driver is a way to streamline the administration of managing production costs, it’s an integral part of activity-based costing.

Examples of activity-cost drivers are warehouse expenses, modifying engineering designs, and retooling, setup, and maintenance costs for machining needs. This can include higher warehouse expenses due to increased rents or leases, which add to the final amount of the product or service’s sales price. Machining costs include initial setups for initial production and ongoing maintenance costs for continued runs. If production needs to be re-engineered to different production parameters, those professional revision costs need to be added to the ultimate product or service cost calculations.

These cost drivers are used as a starting point to project the business’ operational and profitability goals through the use of activity-based costing (ABC), a type of managerial accounting.

ABC accounting is a way to determine the expenses of each output by looking at the inputs used during the company’s operations, be it power for the machinery, Information Technology (IT) needs, or labor.

It’s important to know that one variable expense can impact multiple single activity cost drivers. For example, wage costs and machining expenses can be identified as activity cost drivers in connection with production. The first step is looking at how ABC accounting can determine indirect costs.

Activity-Based Costing Illustration

A business wants to look at how its production space and its lease or real estate and property tax costs are attributable to individual widgets or services, based on the percentage dedicated to the respective product or service. If it’s not allocated properly, determining sales prices and profitability can be negatively impacted.

If a company has two product lines with the same retail prices and production quotas, with direct costs of $700 and $250, it’s important to see how the production area for each product impacts the company’s overall operations. If the first item uses 40 percent of the production area and the second item uses 60 percent of the production area, and the rent is $1,500, the rent needs to be factored in. The first item would see an additional cost of $600 plus the original $700, or a total of $1,300. The second item’s cost would be $900 for the rent and $250 for the item, or a total of $1,150. While the initial direct cost for the first item seems higher than the second item, when factoring in all costs, this time it’s still true – but that’s not always the case.

Once this has been established, and then a company receives a new order, the following illustrates how measuring an activity cost driver, such as performing maintenance on machines after a production run, will cost the company to have it ready for their next order. If it costs a company $200 for machine maintenance and it produces 1,000 widgets, a $0.20/widget cost would be factored into margins and retail pricing.

While this provides an overview of how activity cost drivers work, it is part of a comprehensive approach to how businesses measure their margins and ultimately profitability. 

What Frictionless WebAR Means for Creators, Brands and Small Businesses

What Frictionless WebAR MeansThe way people interact with the web is changing fast. Attention spans are shorter, app fatigue is real, and users no longer want to download, sign up, or navigate complex interfaces just to engage with content. New technologies like frictionless web-based augmented reality (WebAR) are emerging as powerful solutions.

This shift opens great opportunities for creators, brands, and small businesses.

What is Frictionless WebAR?

Every extra step between a user and an experience reduces engagement. Downloading apps, dealing with permissions, updates, and onboarding screens all create friction. However, frictionless WebAR is delivered directly through a web browser. It uses web standards like WebXR and WebGL to deliver digital content without downloads or installations. With a shift in how value is created, communicated, and converted, it is possible to have interactive storytelling, experiential funnels, immersive education, and hyper-local marketing. All this is without the costs and complexity involved in traditional AR.

Transitioning from the attention economy to the experience economy has been driven by content overload from content, ads, and interfaces competing for clicks. As a result:

  • Users avoid downloading new apps
  • Click-through rates are declining
  • Trust is harder to build through a flat screen alone
  • Static content struggles to hold attention

Frictionless WebAR addresses these barriers.

Users can easily scan a QR code or tap a link and instantly see a product, explore a story in 3D form, or interact with information visually.

From a business perspective, the value lies in zero-friction entry, instant immersion, and seamless connection between physical and digital worlds. This is because WebAR does not require large development teams or app store approvals. It is lightweight, fast, and accessible. This makes it viable not only for big brands but also for solo creators and small businesses.

From Passive Content to Active Experiences

With most digital content, users scroll, read, watch, and move on. Frictionless WebAR is built to turn audiences into participants. Instead of reading about a product, users can see it in a 3D model. Instead of watching a story, they can step inside it. When audiences interact with something in their own environment:

  • Engagement time increases
  • Emotional connections deepen
  • Information is remembered longer
  • Purchase confidence improves

Practical Opportunities for Creators

For filmmakers, artists, game developers, and content creators, frictionless WebAR transforms static content into dynamic, interactive narratives. For instance, scanning a QR code in a physical comic book brings a character to life. This deepens immersion and extends the narrative beyond the printed book. Other examples include AR-enhanced portfolios that showcase work in 3D, behind-the-scenes experiences tied to a QR code, and interactive course previews.

Creators can also monetize WebAR by offering premium AR experiences, bundling AR with digital products, launching interactive experiences for sponsors, and enhancing membership or community access. This makes WebAR part of a creator’s intellectual property and not just a marketing tool.

Practical Opportunities for Brands

Brands leverage WebAR for immersive marketing. Experiential funnels leverage WebAR, allowing brands to engage customers in ways traditional advertising cannot. A good example is a brand launching a new shoe, and customers can scan a QR code on a poster and “try on” the virtual sneakers to see how they look in real time. Luxury brands can offer “virtual showroom” experiences with interactions that deepen the emotional connection.

The low-barrier interaction means higher engagement rates as potential customers are more likely to participate in an experience that doesn’t demand an app download or login.

Practical Opportunities for Small Businesses

Small businesses often struggle to compete with larger brands online. However, now they can access cost-effective WebAR without native app development. This equalizer offers sophisticated marketing and customer engagement tools without the need for a massive budget or IT team. This saves on resources and enables quick campaigns like seasonal promotions.

Since WebAR works through web browsers, a business can gain detailed analytics, such as user behavior. For instance, getting detailed data on dwell time or how long people engage in the experience can indicate how compelling the content is. Spatial analytics, on the other hand, measure how much time users spend on specific scenes, helping make necessary tweaks to optimize user experience. The data collected helps better understand customers and how they engage with content.

Conclusion

Frictionless WebAR represents a fundamental change in how value is delivered online. For creators, brands, and small businesses, it offers a way to stand out by inviting people into meaningful experiences.

In a crowded digital space, ease of access is a competitive advantage. 

Improving Military Benefits, Relaxing Energy Regulations and Increasing Aviation Regulations

Improving Military BenefitsVeterans’ Compensation Cost-of-Living Adjustment Act of 2025 (S 2392) – This Act was introduced by Sen. Jerry Moran (R-KS) on July 23. It passed in the Senate on Nov. 9, the House on Nov. 17, and was signed into law on Nov. 25. The purpose of this bill is to increase rates of compensation for veterans with service-connected disabilities, as well as the rates of dependency and indemnity compensation for the survivors of certain disabled veterans. The rate hikes became effective on Dec. 1.

Fairness for Servicemembers and their Families Act of 2025 (HR 970) – This bipartisan Act was introduced on Feb. 4 by Rep. Marilyn Strickland (D-WA). It authorizes increases to servicemember and veteran life insurance packages in order to account for inflation and higher costs of living. It passed in the House on April 7, in the Senate on Nov. 20, and was enacted by the President on Dec. 12.

Veteran Fraud Reimbursement Act of 2025 (HR 1912) – The Veterans Benefits Administration has experienced negligence and fraud that have prevented many veterans from receiving benefits. In the past, the case-by-case system of investigation into misuse led to further delays; in some cases, veterans passed away before ever receiving remuneration. The purpose of this bill is to allow the Veterans Benefits Administration to reimburse victims of fraud via a streamlined process, so that the investigation occurs after the affected veterans have been reimbursed. The bill, which was introduced by Rep. Gerald Connolly (D-VA) on March 6, passed in the House on May 5, in the Senate on Nov. 20, and was signed into law on Dec. 12.

SPEED Act (HR 4776) – The purpose of this bipartisan legislation is to streamline the existing environmental analysis requirements for energy projects (e.g., offshore drilling, mining, pipeline development). Provisions include reducing litigation challenges to a 150-day challenge window, developing standardized federal action criteria, and defining procedural deadlines. The Act was introduced by Rep. Bruce Westerman (R-AR) on July 25 and passed in the House on Dec. 18. Its fate currently rests with the Senate.

ROTOR Act (S 2503) – Prompted by multiple incidents this year, including military aircraft such as the Washington, D.C., helicopter collision, this bipartisan bill seeks to improve aviation safety and Federal Aviation Administration (FAA) oversight. The legislation would specifically require all aircraft to incorporate ADS-B technology, which displays nearby planes and weather data on cockpit screens. The legislation was introduced by Sen. Ted Cruz (R-TX) on July 29. It passed in the Senate on Dec. 17 and awaits consideration by the House.

Lower Health Care Premiums for All Americans Act (HR 6703) – Sponsored by Rep. Mariannette Miller-Meeks (R-IA), this healthcare bill proposes expanding association health plans, increasing transparency requirements for pharmacy benefit managers, and funding some cost-sharing reductions for qualifying Health Insurance Marketplace enrollees. It does not include extending the enhanced premium tax credits that expired on Dec. 31, 2025. The bill was introduced on Dec. 15 and passed in the House on Dec. 17. Its fate now lies with the Senate.

What Seniors Actually Got in the Latest Tax Bill

What Seniors Actually Got in the Latest Tax Bill, SS CreditCampaign messaging would have you believe retirees just scored a major victory. The talking point is everywhere: Social Security benefits are now tax-free. But anyone who reads the One Big Beautiful Bill Act will discover something different. The legislation contains nothing that removes Social Security from federal taxation. Zero provisions. The tax structure that has applied to benefits for over four decades remains fully intact.

So, what did pass? A new deduction aimed at older Americans. And through some rhetorical gymnastics, that deduction is being sold as something it fundamentally is not.

A Deduction Is Not an Exemption

The OBBBA creates an additional deduction exclusively for seniors. Single filers get $6,000 while married couples receive $12,000. This stacks on top of what they already claim through the standard deduction, lowering their overall taxable income.

For retirees whose financial situation falls in a particular range, this extra write-off might be enough to cancel out whatever portion of their Social Security would normally face taxation. But here’s the catch: the deduction applies to all income equally. It doesn’t single out retirement benefits for protection. If your earnings came entirely from investments or a workplace pension, the math would work identically.

Decades of Unchanged Rules

Federal taxation of Social Security benefits dates back to 1983. President Reagan signed that change with support from both parties, making up to half of benefits taxable for seniors with higher earnings. Then in 1993, Congress and President Clinton pushed the ceiling higher. Under current rules, as much as 85 percent of benefits can count toward taxable income for upper-income retirees.

None of that changed with this bill.

The thresholds determining who pays what have remained frozen since the Clinton era. Single filers earning under $25,000 and couples under $32,000 owe nothing on their benefits. Those in the middle tier face taxes on up to half. And couples bringing in more than $44,000 can see 85 percent of their Social Security added to their taxable total.

Because these cutoffs have never adjusted for inflation, more retirees get pulled into taxable categories every single year. The OBBBA leaves this problem completely unaddressed.

Looking at the Administration’s Own Math

Treasury Department calculations highlighted by the White House reveal how limited the benefit truly is. Picture a single retiree receiving $40,000 annually from Social Security alongside another $40,000 from retirement accounts like an IRA or 401(k). Current law would put their 2026 tax bill at $7,190. Under the new legislation, the amount drops to $5,685, a reduction of roughly $1,500. The senior deduction accounts for approximately $900 of those savings.

Helpful? Sure. But this person still owes thousands in federal taxes. Their Social Security benefits remain part of the calculation. The deduction simply chips away at overall liability without treating retirement benefits any differently than other income sources.

Temporary Relief with Built-In Limits

Unlike corporate tax provisions and cuts benefiting wealthy taxpayers, which received permanent status in the bill, the senior deduction disappears after 2028. It was written with an expiration date from the start.

Income limits further narrow who benefits. Single filers with earnings above $75,000 and married couples exceeding $150,000 see the deduction phase-out entirely. Ironically, these higher-earning retirees facing the steepest Social Security taxation are exactly the ones shut out from this supposed fix.

Conclusion and Why This Framing Succeeds

Announcing a supplemental deduction for older taxpayers generates little excitement. Declaring that Social Security taxation has ended makes waves. Political strategists understand that most people absorb information through headlines rather than legislative analysis. Few voters examine IRS guidance or compare statutory language.

The outcome is clever stagecraft masquerading as meaningful reform. Benefits remain taxable under the same formulas established decades ago. Inflation continues to drag more retirees across taxation thresholds, and this temporary, income-restricted deduction is merely wrapped in revolutionary packaging.

Accounting for Net Charge Offs

Accounting for Net Charge OffsWhen it comes it understanding a net charge-off (NCO), it’s the difference between any recovery of delinquent debt and gross charge-offs a business sees in a defined accounting time frame. NCOs are debts a company projects with a low likelihood of being collected. It can happen when a customer stops paying outstanding invoices or sees a decline in their credit rating.  

The first step considers it as a gross charge-off; if any amount is recovered, it’s subtracted to arrive at net charge-offs. If businesses can recover a percentage of what’s been charged off, the recovered monies can be net against the gross charge-offs to realize net charge-offs. A business’ loan loss provision is lowered by the net charge-off amount at the end of the accounting time frame and then refilled for the next accounting time frame based on new estimates for loan losses. This is part of a business’ provision for credit losses (PCL) that projects a certain percentage of accounts unable to be collected.

Accounting in Detail

The following formula calculates net charge-offs (NCO). This assumes a gross charge-off booking of 6 percent of all outstanding loans, with 1 percent ultimately being recovered during a particular accounting time frame.

Net Charge-Offs = Gross Charge-Offs – Amount of Recovered Debt

= 6 percent – 1 percent = 5 percent

Once the figure is calculated, the 1 percent collected adjusts the loan loss provision in the accounting statements.

Financial Institutions Illustrate Accounting Considerations

Banks’ business models and financials demonstrate their ability to pay their depositors competitive interest rates while also being able to make loans. Since banks earn profits via net interest margin, earning a spread between what banks pay depositors on interest rates and what borrowers are charged on loans, the spread is integral to measuring profitability. To generate the total value of a bank’s balance sheet, it’s imperative for banks to estimate and project their charge-offs as accurately as possible.

Financial institutions determine credit loss provisions by analyzing their balance sheets and the level of risk represented by outstanding loans. They look at the ratio of loan losses to overall losses, which is their net charge-off rate. The net charge-off rate is used to evaluate a loan’s book quality against other banks.

How Different Risks Impact Net Charge-Off Levels

Banks that have different loan mixes will see different risk and reward payoffs. If one bank offers primarily secured loans, while it may have lower net interest margins, it will also have lower charge-offs because the collateral backing them is less risky overall. This is compared to other lenders that have a higher level of unsecured loans, such as credit cards and commercial loans. This scenario, in the case of riskier loans, may result in higher net interest margins, but also greater potential for higher losses.

Journal Entry Examples

The following journal entries illustrate how to account for bad debts. Using the direct write-off method, when debt collection efforts have been exhausted, bad debts are recorded as follows:

Expenses for bad debt: Debit $750

Accounts Receivable: Credit $750

If, however, the business recovers anything from the customer’s outstanding invoices, the following journal entries would be added if $200 were received:

Cash: Debit $200

Accounts Receivable: Credit $200

Conclusion

While this is primarily for early-stage companies with a low percentage of credit sales, it illustrates how businesses can update their books when projecting their numbers to account for net charge-offs.