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Every Level of a Real Estate Investor — $0 to Empire.



You’re lying on a rental couch, checking Zillow at night like checking a wound.
$408,800 median home price. $11,200 in savings. The math doesn’t work — until
you change the framework entirely.

This video breaks down every single level of a real estate investor — from $0
in savings and a 694 credit score, to controlling $87 million across 700 units
in 9 markets. No fluff. No guru nonsense. Just the real numbers, real decisions,
and the exact mindset shifts that separate people who watch real estate build
wealth for others — from people who make it build wealth for them.

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📌 KEY CONCEPTS COVERED IN THIS VIDEO
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✅ How to buy your first rental property with under $50K
✅ The BRRRR strategy explained with real numbers
✅ Cap rates, cash-on-cash return & DSCR — simplified
✅ How to use a 1031 exchange to avoid capital gains tax
✅ Private money lenders & how to raise capital for real estate
✅ Real estate syndication for beginners
✅ Cost segregation & depreciation tax strategy
✅ Multifamily vs. single family investing
✅ How to scale from 1 unit to 200+ units
✅ Delaware Statutory Trust (DST) explained

─────────────────────────────────────
📖 THE 6 RULES FROM THIS VIDEO
─────────────────────────────────────
Rule 1: At zero, your obstacle isn’t money — it’s your mindset about debt.
Rule 2: The house someone else pays for is the only house that makes you richer while you sleep.
Rule 3: Below 5 units, you’re a landlord. Above it, you’re a business.
Rule 4: The terms you negotiate matter more than the deal itself.
Rule 5: At $10M in holdings, your reputation becomes a financial instrument.
Rule 6: Above $50M, you are infrastructure.

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🔔 STAY CONNECTED
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If this video made you think differently about real estate, money, or wealth
building — Subscribe for more videos like this. New video every week on
personal finance, investing, and building wealth from zero.

👍 Like this video if the numbers actually made sense to you.
💬 Comment below: Which level are you at right now?
🔔 Subscribe so you don’t miss the next one.

─────────────────────────────────────
⚠️ DISCLAIMER
─────────────────────────────────────
This video is for educational and entertainment purposes only. Nothing in this
video constitutes financial, legal, or tax advice. Always consult a licensed
professional before making any investment decisions.

#RealEstateInvesting #FinancialFreedom #PassiveIncome

source

Where Should You Park Cash Between Real Estate Deals?


Sponsored by Connect Invest. 

If you’ve ever gone in as an LP on a syndication, you already know this trade. The GP does the underwriting, manages the asset, and handles the three a.m. phone calls. You get distributions and upside, but you’re not the one on title, and you’re not the one running the deal.

Notes ask you to make a similar trade on the debt side. Connect Invest sources the loans, underwrites them, holds the paper, and manages what happens if a borrower stops paying. You get a fixed, contracted rate—paid monthly—without ever touching a title company, a BPO, or a delinquent borrower.

That trade buys you three things a single mortgage note can’t: diversification across a portfolio of loans instead of one borrower, a known exit date you pick up front (six, 12, or 24 months), and a $500 minimum that doesn’t require $40,000 sitting around just to get started.

Worth naming plainly, since I’d rather you hear it from me than find it in the fine print: what you’re holding is a note issued by Connect Invest, not a lien with your name on a property—the same way an LP interest doesn’t put you on a deed. You’re trusting Connect Invest’s underwriting and balance sheet instead of your own. In exchange, you get diversification, zero servicing work, and a fixed payment that doesn’t move with the market.

That doesn’t make it the right home for every dollar. It makes it worth knowing where it fits—and that starts with being honest about which pile of cash you’re actually working with.

You’re Doing This Right Now

If you’re actively buying, you’ve got cash sitting in one of three places:

  • Reserves: Your six months of PITI plus the what-if-the-HVAC-dies money 
  • Dry powder: The pile waiting on a deal that hasn’t shown up yet
  • Post-sale proceeds: Money from something you sold and aren’t exchanging

None of that means you’re undisciplined. Deals are lumpy. You can’t time an acquisition to the week your reserve number changes, and anybody who tells you they can is selling a course.

The mistake is treating all three piles like they’ve got the same job.

Quick 1031 Detour, Because I See This Constantly

If you’re inside a 1031 exchange window, your proceeds are with a qualified intermediary, and you cannot touch them. The second you take constructive receipt, the exchange is dead, and you owe the tax.

So if you ever see somebody suggest parking exchange money in an investment during the identification period, close the tab. That’s not a strategy; that’s a lawsuit.

What is fair game is all the money orbiting the exchange:

  • Your boot
  • The down payment cash for a replacement property you haven’t identified
  • Proceeds from a sale you decided to just eat the taxes on

That money is yours; it’s idle, and it lands in a savings account by default because nobody ever tells you where else to put it.

Tier Your Cash Like You Tier Your Properties

You’d never underwrite an STR and a long-term rental the same way. They involve different jobs, math—everything. Cash is no different.

 

Here’s a look at the kinds of cash you’re saving:

  • Tier 1 is money that might move this month: reserves, tax payments, the roof fund. It stays liquid and insured. You’re not trying to win here; you’re trying to be able to write a check on a Tuesday.
  • Tier 2 is money you know isn’t moving for six months or more and you could afford to have at risk, such as dry powder on a deal that’s nowhere close or sale proceeds. This is the pile almost everybody accidentally leaves in Tier 1.
  • Tier 3 is already on the ground.

This entire article is about Tier 2. That’s where the leak is, and it’s a bigger leak than you think.

So What Is a Note?

Technically, you’re buying a note issued by Connect Invest under a Regulation A offering, and the money funds a portfolio of private residential and commercial real estate loans secured by first-position liens. You’re not holding a lien with your name on it. Most sponsored posts blur that line, and I’d rather just tell you.

Here’s why the structure fits Tier 2 specifically: You know the exit date going in. Right now it’s a six-month note at 7.5%, a six-month rollover at 7.75%, a 12-month at 8%, and a 24-month at 9%. Pick your term, know your date. That is a wildly different animal than a syndication telling you it hopes to return capital in three to five years.

The income is fixed and monthly. Payments start the month after the note activates, and the rate doesn’t move. If it’s a bad week in the market, you get the same payment.

The minimum is $500, and they opened to non-accredited investors in 2022. You can put in $500 to see how the mechanics feel before you decide anything.

The Actual Menu

Where It Sits Yield, July 2026 Access What’s Behind It?
Regular savings account 0.38% national average Anytime FDIC insurance
High-yield savings 4% to 4.5% at the top Anytime FDIC insurance
Six-month T-bill About 3.9% Sell early at market price U.S. government
Publicly traded REIT Varies, plus price swings Anytime Equity, priced daily
Connect Invest Notes 7.5% to 9%, annualized Locked for the term Unsecured company note; underlying loans are collateralized

No one is looking to compare 8% to 0.38% and act like they’ve discovered fire. If your money is sitting at the national average, go open a high-yield account this afternoon, and you’ve fixed most of this for free. That’s not a sponsored tip; that’s just true.

The real question is what you do with Tier 2 money that’s already earning 4%. That’s where notes get interesting.

Run the Numbers

If you have $50,000 in Tier 2 money and you’re not buying for at least a year, here’s a comparison:

  • Regular savings at 0.38%: $190
  • Good high-yield account at 4.15%: $2,075
  • 12-month Note at 8%: $4,000, paid to you at roughly $333 a month while you wait

The $1,925 return between the high-yield account and the note is the number to actually think about. That’s what you’re getting paid for giving up liquidity and taking credit risk instead of holding FDIC insurance. 

It might be worth it to you, and it might not. But $333 a month covers the insurance premium on a couple of my units, and it covers a full cleaning cycle plus consumables on the Bastrop side, so I know what it’s worth to me.

Who This Is Wrong For

If the money might move in the next six months, stop reading. A six-month note is locked for six months. Tier 1 stays Tier 1, no exceptions; I don’t care how good the rate looks.

And if you need FDIC insurance to sleep, stay in the high-yield account and don’t feel bad about it. A Note is an unsecured claim on Connect Invest, not a federal backstop and not a lien in your name, and borrowers do default. 

Connect Invest reports a historical default rate under 0.22%, and Ignite Funding has been writing these loans since 2011, which is a real track record. But past performance doesn’t promise anybody anything. The offering circular has the whole picture. Read it before you move money around.

Everybody else: This is the part of your cash stack that’s been asleep.

Final Thoughts

Diversification for an active investor isn’t “own some index funds too.” It’s refusing to let a dollar in your business sit around doing nothing.

Your properties and reserves each have a job. The money in between deals should have one too.

 

 

Universal Music Group generated $3.83bn in Q2, up 13.3% YoY – driven by Noah Kahan, BTS, Olivia Rodrigo, Drake, and Olivia Dean


Universal Music Group generated revenues of EUR €3.294 billion (USD $3.83bn) across all of its divisions (including recorded music, publishing, and more) in Q2 (the three months ending June 30, 2026).

That’s according to UMG‘s fresh set of quarterly results, published today (July 30).

They reveal that UMG’s overall Q2 revenue grew 13.3% YoY at constant currency, driven by the consolidation of Downtown Music Holdings, pricing benefits of Streaming 2.0 agreements, strong physical and licensing and other sales, and healthy performance revenue, contributing to growth in Recorded Music and Music Publishing.

Excluding Downtown, whose results are consolidated from its acquisition date of February 20, revenue grew 6.4% YoY at constant currency.

Adjusted EBITDA came in at €674 million ($783.8m), a margin of 20.5%, down from 22.7% in the second quarter of 2025.

One highlight from UMG’s latest results was the company’s recorded music subscription revenue, which grew 16.6% YoY at constant currency to €1.368 billion ($1.59bn) in Q2, benefiting from the consolidation of Downtown and pricing benefits of Streaming 2.0 agreements.

Photo: Austin Hargrave

“Our unique combination of global reach, local expertise, artist development, vast audio and visual IP and entrepreneurial culture positions UMG to deliver long-term growth, sustained value creation, and creative and commercial success for our artists and songwriters.”

Sir Lucian Grainge

Commenting on the Q2 earnings announcement, UMG’s Chairman and CEO, Sir Lucian Grainge, said: “We’re delivering on our strategic plan, and working to further sharpen our execution, while capitalizing on the opportunities presented by new technologies and the ever-evolving music ecosystem.

“Our unique combination of global reach, local expertise, artist development, vast audio and visual IP and entrepreneurial culture positions UMG to deliver long-term growth, sustained value creation, and creative and commercial success for our artists and songwriters.”


RECORDED MUSIC

Universal’s overall Recorded Music revenue for the second quarter of 2026 was €2.516 billion ($2.93bn), up 16.2% YoY at constant currency. Excluding Downtown, Recorded Music revenue grew 8.7% YoY at constant currency.

Within the Recorded Music segment, UMG’s ‘Subscription and streaming revenues’ (including ad-supported and subscription streaming revenues) grew 15.4% YoY at constant currency to €1.757 billion ($2.04bn).

Breaking UMG’s recorded music streaming figure down further reveals that the company’s subscription streaming revenues grew 16.6% YoY at constant currency to reach €1.368 billion ($1.59bn). Excluding Downtown, subscription revenue grew 6.7% YoY at constant currency.

Universal’s ad-supported recorded music streaming revenue grew 11.5% YoY at constant currency to €389 million ($452.4m), as consumers “continue to shift consumption from better monetized video platforms to short-form platforms”, according to UMG.



Within Universal’s recorded music business, Physical revenue grew 15.9% YoY at constant currency to €342 million ($397.7m), with “particular strength in the U.S. and Europe, partially offset by declines in Japan due to the timing of releases”, UMG said.

‘License and other’ revenue increased 34.9% YoY at constant currency to €379 million ($440.7m), with “outsized contributions from audiovisual and live and related income, along with healthy licensing revenue growth”, according to UMG.

Downloads and other digital revenue fell 43.3% YoY at constant currency to €38 million ($44.2m), which UMG attributed to a previously disclosed settlement with an internet service provider in Q2 2025 and the “ongoing industry-wide format shift”.

Top sellers for the quarter included Noah Kahan, BTS, Olivia Rodrigo, Drake, and Olivia Dean.


MUSIC PUBLISHING

Universal’s overall Music Publishing revenue for the second quarter of 2026 was €616 million ($716.3m), up 9.8% YoY at constant currency. Excluding Downtown, Music Publishing revenue grew 2.7% YoY at constant currency.

Digital revenue grew 13.6% YoY at constant currency to €392 million ($455.9m), “reflecting strength in subscription, partially offset by softer ad-supported streaming”, UMG said.

Performance revenue increased 12.8% YoY at constant currency to €123 million ($143m), which UMG attributed to “continued industry growth”.

Synchronization revenue fell 9.4% YoY at constant currency to €58 million ($67.4m), “related to the timing of deals”.

Mechanical revenue grew 3.6% YoY at constant currency to €29 million ($33.7m), “driven by release schedules”.

Other revenue declined 6.7% YoY at constant currency to €14 million ($16.3m).



MERCHANDISING AND OTHER

UMG’s ‘Merchandising and Other’ revenue in the second quarter of 2026 was €167 million ($194.2m), down 10.7% YoY at constant currency.



According to UMG, the drop reflected a decline in touring income due to the timing of tours, and a decline in direct-to-consumer revenue due to the timing of product releases.

The division posted an Adjusted EBITDA loss of €5 million ($5.8m) in Q2, compared with a €1 million profit a year earlier.

DOWNTOWN

Downtown Music Holdings contributed €202 million ($234.9m) in total revenue in Q2 2026, its first full quarter under UMG ownership.

That was up from the €86 million Downtown added in Q1 2026, when it was consolidated for only around five-and-a-half weeks following the deal’s completion on February 20.

The bulk of Downtown’s Q2 contribution came from Recorded Music, at €162 million ($188.4m), with Music Publishing accounting for a further €40 million ($46.5m).

Downtown’s Adjusted EBITDA was €10 million ($11.6m), an Adjusted EBITDA margin of 5.0%.


EBITDA ETC.

In Q2 2026, UMG’s EBITDA (earnings before interest, taxes, depreciation and amortization) was €610 million ($709.4m), down 0.2% YoY but up 1.5% at constant currency.

EBITDA margin was 18.5%, compared to 20.5% in the second quarter of 2025.

Adjusted EBITDA for Q2 was €674 million ($783.8m), down 0.3% YoY but up 1.5% at constant currency.

Adjusted EBITDA margin was 20.5%, compared to 22.7% in Q2 2025, with the decline “due to the consolidation of Downtown, pressure from revenue and repertoire mix in Recorded Music, and a loss in Merchandising”, according to UMG.

Excluding Downtown, Adjusted EBITDA was flat at constant currency in Q2.

UMG’s Board of Directors declared an interim dividend for the first half of 2026 of €432 million, or €0.24 per share, in line with the 2025 interim dividend.

The dividend payment date will be on October 27, 2026.



NET DEBT

UMG’s financial net debt stood at €4.131 billion ($4.80bn) at the end of June, up 72.8% from €2.390 billion at the end of 2025.

The increase reflected €806 million of cash used for investing activities, including the Downtown acquisition, alongside €734 million of stock repurchases and €514 million of dividend payments.

That was partially offset by €379 million ($440.7m) in proceeds from the sale of Spotify shares, after UMG confirmed in April that it would monetize half of its equity stake in the streaming company.

“Our focus is on building our market leadership, while driving top and bottom-line growth, improving efficiency, and continuing to invest where we see the greatest returns.”

Matt Ellis, UMG

“This quarter demonstrated both the strong fundamentals of our business and the opportunities we see to improve,” said Matt Ellis, UMG’s CFO. “Our focus is on building our market leadership, while driving top and bottom-line growth, improving efficiency, and continuing to invest where we see the greatest returns.”


All EUR-USD conversions made at the average Q2 2026 exchange rate published by the European Central Bank.Music Business Worldwide

APM Financial Fitness: July 2026


As annual inflation rose to 4.2%, consumers busied themselves with new ways to manage money and lifestyles. For those needing assistance with healthcare costs, solutions like Direct Primary Care are becoming more popular. Others are attempting to increase their income by event-based betting within the global prediction market. And while some shoppers are charging everyday purchases, current credit card debt levels aren’t as high as in past decades.

Home Financing

Market Update: What It Means for Homebuyers

The housing market is constantly evolving, and while headlines about interest rates and the economy can feel overwhelming, the bigger picture is often more encouraging than it seems.

Recent economic reports suggest that the job market is beginning to cool, but it remains healthy overall. Hiring has slowed compared to the rapid pace of the past few years, yet unemployment remains low and the economy continues to show steady growth. As a result, experts are closely watching upcoming inflation and employment data for clues about when the Federal Reserve may begin lowering interest rates.

What does that mean for homebuyers?

While mortgage rates continue to fluctuate, today’s market is being driven more by homebuyers than by homeowners refinancing. Many buyers are choosing to move forward despite higher rates because they recognize that waiting for the “perfect” market isn’t always the best strategy. Life doesn’t pause for interest rates, and many people are finding opportunities that fit their goals today.

The good news is that today’s mortgage market offers more options than many buyers realize. Whether you’re purchasing your first home, moving up, downsizing, or investing, there are financing solutions designed to meet a variety of needs and financial situations.

The market will continue to change, as it always does. If you’re thinking about buying, selling, or simply want to understand what today’s conditions mean for your plans, talking with a knowledgeable loan officer can help you separate the headlines from the opportunities.

Sometimes the best move isn’t waiting for the market to change—it’s understanding how to make today’s market work for you.

Insurance

Healthcare Options to Replace ACA Coverage

If you’re one of the millions of Americans who didn’t renew their Affordable Care Act (ACA) healthcare coverage because of rising costs, you may have had to settle for a plan with less coverage, or even let your plan lapse. If this is the case, you may have one or more options that can help make your healthcare needs more affordable.

Direct primary care (DPC) enables you to access medical care without insurance. You make the care and payment arrangements with a healthcare professional and pay out of pocket. A DPC plan usually covers routine care, management of chronic conditions, and acute-care visits. You can search for a DPC provider at these two sites: DPC Frontier and DPC Alliance.

Medical cost-sharing: Sometimes called healthcare sharing plans, medical cost-sharing programs are communal models where group members pool their money to collectively cover everyone’s approved medical costs. Some have religious affiliations.

Your workplace may offer a health reimbursement arrangement (HRA) in lieu of health insurance. (You can also have an HRA with health insurance or use the funds to pay premiums for a plan you acquire yourself.) Only your employer contributes to an HRA. You typically don’t have to pay state or federal taxes on the money reimbursed to you from the account for qualified healthcare expenses.

Source: goodrx.com

In the News

Prediction Markets Take Off

The start of the FIFA World Cup — sometimes described as the most popular sports event in the world — increased marketing of apps like Kalshi that provide easy access to prediction markets. If you’re wondering what it’s like to participate in a prediction market, here are some basics.

Prediction markets are just what their name says. Participants may bet on their predictions of a variety of future events, from weather to sports results.

The easy access and variety of betting options are contributing to a fast growth rate. According to one analysis, the total value of contracts traded in prediction markets could top $1 trillion by 2030, representing a compound annual growth rate of roughly 80%.

While there are hundreds of active prediction markets, the most popular one is Polymarket. It’s the world’s largest, where users can bet on a variety of events, from politics to pop culture. Kalshi, a fully U.S.-regulated exchange overseen by the Commodity Futures Trading Commission (CFTC), is the second most popular.

If you or a family member is considering placing bets within the prediction market, remember that the pros and cons are similar to gambling. It may not be legal in your state, so be sure to check your state’s gambling statutes. Also, some markets are not nearly as regulated as others and may be vulnerable to manipulation and insider trading.

Source: americancentury.com

Credit and Consumer Finance

Some Credit Card Stats That May Surprise You

With inflation on the rise and unpredictable gas and energy prices, more consumers are using their credit cards to manage these challenges. However, the news isn’t all bad, and there are a few surprises as well.

For example, credit card debt was considerably worse almost 20 years ago — the household record occurred during Q4 2007, when it rose to over $13,000. Currently, the national average credit card balance is $11,153 per household.

If you’re assuming that younger, less experienced cardholders run up bigger balances, think again. People aged 30 to 59 have an average of 128.38% more credit card debt than their older and younger counterparts.

Depending on where you live, inflation could be taking a bigger (or smaller) bite out of your paychecks. However, the following state statistics may surprise you. For example, Hawaii is often considered the most expensive state, but its residents have the 10th lowest amount of median credit card debt. (Median credit card debt means that exactly half of the cardholders in that state owe more than that amount, and half owe less.)

States with the most median credit card debt:

1. Alaska, $3,683
2. District of Columbia, $3,502
3. Colorado, $3,305
4. Connecticut, $3,162
5. Washington, $3,051

States with the least median credit card debt:

1. Iowa, $2,148
2. West Virginia, $2,261
3. Kentucky, $2,296
4. Nebraska, $2,454
5. Mississippi, $2,473

If you’re concerned about credit card debt or would like to learn more about budgeting, feel free to contact your local APM loan advisor.

Source: wallethub.com

Did You Know?

How To Solve Problems with Your HOA

Homeowners’ associations (HOAs) are usually led by several residents who are elected by their neighbors. However, those who are elected will decide who will act as President, Vice President, Treasurer, and any other existing role(s). Each will have their own responsibilities.

While most HOA leaders understand their obligations, things don’t always run smoothly. For example, some Texas homeowners were fined by their HOAs for brown lawns, even though county water rationing was in effect. A similar problem arose in Florida, but the HOA fines were overruled by a state statute that permits homeowners to replace water-guzzling lawns with native landscaping.

If you’re a member of an HOA or considering buying a home with an HOA, here are options for solving HOA-related problems.

Discuss your concerns with one or more HOA board members. There may be a good reason as to why the HOA isn’t maintaining the common areas or enforcing parking rules, such as problems with hiring workers to do these jobs.

During these talks, you may realize that a single board member is the source of one or more challenges. If you’re not able to get through to this person, you may want to work with other residents and discuss your options. As a last resort, you may want to research what steps are required to remove them from the board.

Review your county’s rules and statutes. Your board members may not be aware that a local statute prohibits HOA rules that aren’t environmentally friendly, or that these statutes will override their rules almost every time.

The previous options should be enough to solve an HOA problem, but if it isn’t, you can consider taking legal action. When this happens, you and any affected neighbors will need to gather valid evidence and consider hiring an attorney that specializes in these types of cases.

Source: cedarmanagementgroup.com



Nearly a third of workers admit to sabotaging their company’s AI—smaller paychecks may explain why


People are sick of AI; they’re sick of predictions that AI will take your job, and they’re sick of the supposedly smartest economists around failing to explain what is happening. Perfect timing, then, for a new theory that ties all of the threads together in an elegant explanation: AI isn’t wiping out jobs, but it is cutting wages. No wonder workers are in revolt.

New research from Apollo Global Management shows the technology’s earliest measurable damage isn’t job losses, but smaller paychecks. That finding arrives in the middle of one of the most fractured debates in economics right now — one where even the people building the AI systems can’t agree on what their own data shows.

An economist changes his mind

Apollo chief economist Torsten Slok has spent much of 2026 arguing that the macroeconomic impact of AI on the labor market was essentially invisible. In April, he wrote that “AI is everywhere except in the incoming macroeconomic data” and you just couldn’t see it in data on employment, productivity or inflation.

At the same time, the influential analyst, known for his Daily Spark blog and for his Chart of the Day in a previous stint at Deutsche Bank, has been predicting an “industrial renaissance” and a prediction that AI will lead to a boom of entrepreneurship for small businesses. As recently as May 29, he published a Spark titled “Zero Evidence of AI-Related Job Losses,” arguing AI was creating more jobs than it destroyed. He invoked the Jevons Paradox, as he has done since April, helping to popularize the idea that efficiency gains expand overall demand rather than shrinking the workforce. None other than Dario Amodei, the Anthropic CEO, started using the term shortly afterward, as he walked back his own predictions of the massive job-destroying impact of his technology.

In mid-July, Slok signaled his annoyance with the lack of clarity from the economics field on AI’s impact, noting that “the experts can’t agree” on what is actually happening in the corporate sector with AI and jobs. On July 30, Slok and co-author Sania Edlich published a paper that seems to tie all the contrasting theories together. Rather than relying on the theoretical “exposure” scores that have dominated AI labor research for years, the team used observed usage data from Anthropic’s Economic Index — actual Claude interaction logs — to measure what workers are doing with AI rather than what they theoretically could do. What they found wasn’t job losses, but “wage compression.”

“Analysis of actual Claude usage data shows workers in AI-exposed occupations are experiencing slower wage growth, while employment levels in these occupations remain unchanged, suggesting companies are capturing AI productivity gains through wage compression rather than workforce reduction,” Slok wrote. This would also explain the backlash — even outright resistance — to AI adoption in the wider economy. Workers seem to know that these machines will make them poorer.

Workers feel it regardless of what economists conclude

A separate June 2026 survey of 1,005 employed U.S. workers by Software Finder captured this ground-level anxiety, independent of any academic model. Half of workers described themselves as actively resisting new AI tools, and some findings sit in some tension with Slok’s paper — while Apollo’s data shows AI exposure compressing wages regardless of adoption, Software Finder’s snapshot shows current adopters out-earning resisters, a gap likely explained by who tends to adopt (managers, higher earners with more job security) rather than evidence that adoption itself protects pay.

For instance, Software Finder reports that workers who resist AI earn roughly 20% less on average than those who embrace it, $65,645 versus $81,526. Forty-five percent cite fear of becoming replaceable as their reason for holding back, and only 16% believe their company is adopting AI for genuine business value rather than hype or competitive pressure. The two effects can coexist: resisters may be penalized on pay even as the wages offered for AI-exposed work drift lower, per Slok’s research. AI just might be a wage-eating machine.

There is also a lot of AI shame going on: 13% admitted they’ve faked AI use — appearing to use a tool while doing the task manually — and only 6% believe their managers accurately understand how often employees actually use the tools they’ve rolled out.

Fortune‘s own reporting shows this resistance can escalate well past quiet avoidance into deliberate sabotage. An April 2026 survey of 2,400 knowledge workers across the U.S., U.K., and Europe — including 1,200 C-suite executives — conducted by Writer and Workplace Intelligence found that 29% of employees admitted to actively sabotaging their company’s AI strategy, a figure that jumps to 44% among Gen Z workers. The sabotage takes concrete forms: entering proprietary company information into unapproved public AI tools, using unauthorized “shadow AI” systems, refusing outright to engage with company-mandated tools, and in some cases tampering with performance reviews or deliberately producing low-quality work to make AI look ineffective. Of the workers who admitted to sabotage, 30% cited fear that AI would take their job as their primary motivation — the same fear driving the Software Finder resisters.

What the data shows

Using a difference-in-differences model across 321 occupations matched to Bureau of Labor Statistics data from 2015 to 2025, the Apollo paper found that workers in high-AI-exposure occupations saw real wage growth slow by 6.7 percentage points relative to less-exposed workers after 2023 — with no statistically significant employment effect. That is the crux of the argument: the productivity gains are real, but they are landing with employers rather than employees. This aligns with what Fortune reported in March: AI is shrinking work, which means companies can assign more work to their workers.

The pain is concentrated at the bottom of the income ladder:

  • Bottom wage quartile: down 10.7% relative to low-exposure occupations
  • Second quartile: down 5.4%; third quartile: down 4.0%
  • Top quartile: no statistically significant effect — high earners appear better positioned to absorb or benefit from AI adoption
  • Service occupations: down 24.3%, though the authors caution this is based on a small subsample
  • Management and professional occupations: down 4.1%; blue-collar workers: no significant effect

Today, roughly 5.8 million U.S. workers — about 3.7% of the labor force — sit in occupations exposed enough to feel this squeeze, amounting to a conservative $28 billion in annual labor income loss, a number the authors said they expect to keep climbing.

Anthropic’s own economist says something different

Complicating things further: the very data underlying Slok’s paper comes from Anthropic, whose head of economics offered his own take in a lengthy essay on X in late July. Drawing on 18 months of internal research, he concluded that the U.S. labor market has “not yet taken a visible hit from AI,” pointing to a 4.2% unemployment rate — a level the Federal Reserve considers full employment — with job openings roughly matching the number of unemployed workers and prime-age employment near multi-decade highs.

McCrory and Slok aren’t necessarily contradicting each other, though — they’re answering different questions with overlapping data. It’s entirely possible for a labor market to show flat unemployment and quietly falling relative pay at the same time — which is exactly the distinction that’s easy to lose in a debate where “no jobs crisis” and “workers are getting squeezed” get treated as if they can’t both be true.

That confusion isn’t unique to Anthropic. A comprehensive literature review cited by Reuters in July found “most datasets find little evidence of economy-wide job loss or wage decline,” attributing AI’s impact so far to “task reallocation and within-firm productivity gains, rather than mass displacement” — a conclusion that sits uneasily next to Slok’s wage-compression findings.

A quieter, harder-to-see threat

AI’s wage-compressing effect, if Slok’s data holds up, would fit a much older pattern rather than break from one. Throughout the 20th and 21st centuries, successive waves of technology — mechanized agriculture, industrial automation, computing, and offshoring-enabled supply chains — have repeatedly lowered the cost of production and, in doing so, put downward pressure on wages in the occupations they touched, even as they expanded overall economic output.

Infamously, textile mechanization crushed wages for hand-loom weavers well before it created higher-paying factory jobs elsewhere, giving rise to the Luddite movement, so often recalled in the AI age. Over 100 years later, use of industrial robotics in manufacturing during the 1980s and ’90s coincided with decades of stagnant real wages for blue-collar workers even as productivity climbed steadily. This is where the “Rust Belt” originated.

The Financial Times‘ Joel Suss recently argued that gains from new technology have not automatically flowed to the workers producing them since around 1970, as labor’s share of GDP has fallen relative to capital’s. This time is turning out to be no different, he found in an analysis of data across the U.S., Japan and most of Europe. “Insofar as advances in AI constitute capital-biased technological change,” he argued, “the pay-productivity gulf will widen further.”

What emerges from all of this is a labor story that resists the clean narrative either side wants to tell. It’s not the mass-layoffs scenario Amodei has warned about, nor is it the all-clear McCrory’s unemployment data suggests. It’s something quieter and more corrosive: a mechanism that shows up in paychecks rather than pink slips, one indistinct enough that reasonable economists looking at adjacent data can reach opposite-sounding conclusions.

That ambiguity may be precisely why worker anxiety remains so widespread yet so hard to substantiate in the aggregate numbers — and why, even as Slok’s own paper acknowledges its limits (the exposure measure relies solely on Anthropic’s data, and only 321 of roughly 800 BLS occupations could be matched), he remains unambiguous about the stakes of getting this wrong: “The critical policy question is not whether AI will reshape the labor market more broadly, but how quickly, and whether workers will have the support they need when it does”.

Amazon: 40% off Select Dog Treats


The Offer

Direct Link to offer (affiliate link)

  • Amazon is offering 40% off when you buy four products from a list of select dog treats. 

Our Verdict

I’m not a pet owner, but from a quick look at the pricing this looks like a real deal with real 40% savings. Feel free to chime in below on the best buys. You can get 4 of the same item or 4 separate items from the list.

How to Start Crypto Trading in Your 20s ft. Pankaj Balani | Raj Shamani Podcast



If you’re in your 20s and want to start crypto trading but don’t know where to begin – this video is for you.
Raj Shamani and Pankaj Balani (Co-founder, Delta Exchange) discuss how young investors can approach crypto trading smartly.
🎙 Full Podcast:
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#Crypto #RajShamani #PankajBalani #DeltaExchange #CryptoTrading #FinancePodcast #Investing

source

Embrace AI Without Damaging Trust: Lessons from the “Financial Times”



<p>An HBR Executive Masterclass with Harvard Business School professor Sandra J. Sucher.</p>

Injured Spouse Relief: How To File Form 8379 And Protect Your Tax Refund In 2027


For the past several years, borrowers with defaulted federal student loans have had an unusual amount of breathing room. The Department of Education paused the Treasury Offset Program in January 2026, which meant tax refunds were off the table as a collection tool for the entire 2026 filing season.

That window is closing. The Department has said involuntary collections restart once its new repayment system is in place, and the pieces are now falling into place — the Repayment Assistance Plan launched July 1, 2026, and borrowers pushed off SAVE were given 90 days from that date to choose something new.

Our reporting has garnishment and offsets ramping back up in the fall, which puts the returns you file in early 2027 squarely back in the crosshairs. There are already signs of movement: seniors with defaulted loans are facing Social Security withholding again, and that runs through the same Treasury Offset Program that takes tax refunds.

If you’re married and your spouse is the one carrying the defaulted loans, back child support, or old tax debt, this lands on you directly. When you file a joint return, the IRS doesn’t sort out whose refund is whose before handing it to the Treasury. It takes the whole thing, which is why understanding how tax offsets work matters before you file rather than after.

Form 8379, the Injured Spouse Allocation, is how you get your half back and it belongs on the short list of tax forms worth knowing before you file.

Table of Contents

Who Is the Injured Spouse?
How Much Money Could I Get Back by Filing Form 8379?
How To Fill Out Form 8379
How Long Does It Take to Process Form 8379?
When Should I File Form 8379?
Do I Have Any Options Besides Filing Form 8379?

Who Is the Injured Spouse?

The name is misleading. “Injured” here has nothing to do with physical harm — it means financially harmed by your spouse’s debt, and it’s one of the more commonly misunderstood corners of the tax code.

Per the IRS, you may be an injured spouse if you file a joint return and all or part of your portion of the overpayment was, or is expected to be, applied to your spouse’s legally enforceable past-due federal tax, state income tax, state unemployment compensation debts, child support, or federal nontax debt — the last category being where defaulted student loans sit.

To qualify, IRS Publication 504 lays out two conditions. You must not be legally obligated to pay the past-due debt. And you must have either made and reported tax payments — withholding from your paycheck or quarterly estimated tax payments — or claimed a refundable credit on the joint return. It’s an “or,” not an “and.”

That refundable credit path matters more than people realize. If you had little or no withholding but claimed the Earned Income Tax Credit or the Child Tax Credit, you can still qualify as an injured spouse. If you live in a community property state, only the first condition applies at all.

In plain terms: you contributed something to that refund, and the government took it to pay a debt that isn’t yours. Your filing status is what pooled the money in the first place.

One important distinction. Injured spouse relief is not innocent spouse relief. Injured spouse (Form 8379) is about recovering your share of a refund that got offset. Innocent spouse (Form 8857) is about being released from liability for tax your spouse understated or failed to pay — closer to the territory of setting up an IRS payment plan than to refund allocation. The instructions are blunt: don’t file Form 8379 if you’re claiming innocent spouse relief.

What’s Changed For The 2027 Filing Season

A few things are worth knowing before you file a return covering tax year 2026, on top of the usual annual bracket and deduction adjustments.

Offsets are expected to be live again. The Treasury Offset Program restarted in May 2025 after a five-year pandemic-era pause, then got paused again on January 16, 2026. Under Secretary Nicholas Kent has previously said collections “will function more efficiently and fairly after the Trump Administration implements significant improvements to our broken student loan system.” Those improvements are the ones now rolling out across the federal loan system.

The Department has not published a hard restart date for the Treasury Offset Program, so treat fall 2026 as a working assumption rather than a confirmed calendar entry. But plan as though your 2026 refund is exposed, and check the refund schedule against how long an injured spouse claim actually takes.

You can now e-file Form 8379 by itself. This is a genuinely useful change. The IRS updated its instructions for tax year 2026 to allow Form 8379 to be filed electronically by attaching it to Form 1040-X even if you are not amending your return. Previously, filing on its own after a joint return had already processed meant mailing paper. If your tax software supports amended returns electronically, this should cut weeks off your wait.

A line reference was corrected. The instructions for line 17 now read “lines 28 through 30, and Part II of Schedule 3 (Form 1040)” — line 30 was missing before. Minor, but if you’re filling this out by hand instead of letting tax software handle it, use the corrected reference.

A second rehabilitation is coming, but not yet. The 2025 budget law gives borrowers a second chance to rehabilitate a defaulted loan, where prior rules allowed exactly one. Watch the date: for loans rehabilitated before July 1, 2027, the old one-and-done rule still applies. Starting July 1, 2027, a borrower can rehabilitate up to twice, which is after the 2027 filing season, and precisely why Form 8379 matters this year.

The form itself is still the November 2023 revision and the instructions are the November 2024 revision. The IRS is not republishing them; the tax year 2026 changes are posted separately on IRS.gov, so don’t assume a printed copy reflects them. Same caution applies to any older tax guidance you have saved.

How Much Money Could I Get Back by Filing Form 8379?

The IRS calculates your share by running a hypothetical “married filing separately” computation. It figures what your tax liability would have been on your income alone, credits you with the payments you made, and refunds the resulting overpayment. Your spouse’s share stays with the offset — the same mechanism that drives wage garnishment on defaulted loans, just applied to refunds.

That means the split is rarely 50/50. If you earned $70,000 and your spouse earned $15,000, you’ll get back substantially more than half. If your spouse out-earned you, expect less — and if you’re a two-earner household, it’s worth understanding how the tax code already treats married couples before you assume the math favors you.

For reference, the 2026 standard deduction is $16,100 for single and married filing separately, $32,200 for married filing jointly, and $24,150 for head of household. The IRS allocates the standard deduction between spouses in this calculation, so it isn’t a clean apples-to-apples comparison with actually filing separately.

Community property states work differently. If you live in Arizona, California, Idaho, Louisiana, Nevada, New Mexico, Texas, Washington, or Wisconsin, state law overrides the income-based split. Generally, 50% of a joint overpayment (excluding the Earned Income Credit) goes to non-federal tax debts — so a defaulted student loan or back child support typically eats half your refund regardless of who earned what. If that’s your situation, getting out of default is a far better use of your energy than filing this form annually.

For federal tax debts, the rules vary by state. The IRS points to four separate revenue rulings: Rev. Rul. 2004-71 (Arizona and Wisconsin), 2004-72 (California, Idaho, Louisiana), 2004-73 (Nevada, New Mexico, Washington), and 2004-74 (Texas). A community property state plus a federal tax debt is a conversation with a tax pro, not a guess — and possibly a case for an installment agreement with the IRS instead.

How To Fill Out Form 8379

The form runs two pages and four parts. Most people should let tax software walk them through it, but it helps to know what’s being asked.

Part I — “Should You File This Form?” is a short branching questionnaire that determines eligibility. Line 1 asks the tax year. Lines 2 through 9 walk through whether the debt belongs solely to your spouse and whether you made payments or claimed a refundable credit. Answer honestly — a “no” in the wrong spot means rejection, not just delay, and you’ll be back to tracking a refund that never arrives.

Form 8379 Part 1

Part II asks about the joint return: names, Social Security numbers in the same order they appeared on the return, and which spouse is the injured one. Getting the name order wrong is one of the more common reasons these get kicked back, which is exactly the kind of error free filing options will catch for you.

Part III is the allocation itself. You split income, adjustments, deductions, credits, other taxes, and federal income tax withheld into three columns: the amount on the joint return, the amount allocated to you, and the amount allocated to your spouse. Line 19 says to enter federal income tax withheld from each spouse’s income as shown on Forms W-2, W-2G, and 1099 — and you have to attach copies. If you have education expenses in the mix, your 1098-T matters here too.

Here’s what Part 3 looks like:

Form 8379 Part 2,3,4

Part IV is your signature, required only if you’re filing Form 8379 on its own rather than attached to a return. If you’re filing it alongside an amended return, the 1040-X process governs the rest.

Most major tax software supports Form 8379, including TurboTax, H&R Block, FreeTaxUSA, and TaxSlayer. Support quality varies, so check our current tax software rankings before committing.

How Long Does It Take to Process Form 8379?

This is the part that frustrates people, and it’s worth setting expectations against the normal refund timeline. The IRS estimates:

How You File

Processing Time

With your joint return, electronically

About 11 weeks

With your joint return, on paper

About 14 weeks

By itself, after the joint return is processed

About 8 weeks

Those are estimates, not guarantees, and they run from when the IRS receives the form — not when you hit send. Backlogs push them longer. If you’re counting on that money, build in a cushion, and know that the “Where’s My Refund” tool often shows confusing status codes while an injured spouse claim is pending.

Note the counterintuitive part: filing the form by itself after your return processes is faster on paper (8 weeks versus 11), but you don’t see money until the joint return finishes processing first. Filing it with the return is still usually the better move — and it means one filing deadline to track instead of two.

When Should I File Form 8379?

Best case: with your joint return. Attach it and file electronically. Whenever Form 8379 is attached to a joint return, the instructions direct you to enter “Injured Spouse” in the upper left corner of page 1 — tax software handles this automatically when you e-file. This is the cleanest path and avoids a second round of processing.

If the offset already happened: file Form 8379 on its own. You don’t have to wait for a notice, and you don’t need to have received one. If you’re unsure whether a debt is even flagged, your loan servicer can usually tell you where the account stands.

The deadline is longer than most people think. You generally have three years from the due date of the original return (including extensions), or two years from the date you paid the tax that was later offset — whichever is later. Many summaries mention only the three-year rule, which can cost you a valid claim. Check the relevant year’s tax due dates to pin down your actual window.

You have to file it every year. Form 8379 is not a standing election. If your spouse’s debt is still outstanding next year, you file again next year — which is one more argument for fixing the underlying default instead.

If you want to know whether an offset is coming, call the Treasury Offset Program call center at the Bureau of the Fiscal Service: 800-304-3107 (TTY/TDD 866-297-0517). They can tell you whether a debt is flagged, though not the amount the IRS will take. Debt collectors assigned to defaulted loans can sometimes confirm the same information.

Alternatives To Filing Form 8379

Form 8379 works, but it’s a workaround. These are the actual fixes, and most of them run through resolving the default itself.

File separately. If you file married filing separately, your refund never gets pooled with your spouse’s, so there’s nothing to offset. The catch is cost. Filing separately bars the American Opportunity Credit, the Lifetime Learning Credit, and the student loan interest deduction outright.

It also generally bars the Earned Income Credit — with a narrow exception if you had a qualifying child living with you more than half the year and you either lived apart from your spouse for the last six months or were legally separated and not sharing a household at year-end. Run the numbers both ways before deciding; our breakdown of what each filing status actually costs is a reasonable starting point.

That said, there can be real upside to separate filing when loans are involved, because a borrower who files separately has only their own income counted in the payment calculation. Our full analysis of the math behind married filing separately for student loans walks through when it pencils out.

What changed is the surrounding math. RAP has no poverty-line exemption and no family-size adjustment — it’s a flat 1% to 10% of AGI by income band, reduced by $50 per dependent, with a $10 monthly minimum. Under IBR and PAYE, a borrower filing separately could still count a spouse in family size, which softened the tax hit. That cushion is gone. Re-run this for 2026 rather than assuming what worked under the older income-driven plans still holds.

Get the loan out of default. This is the permanent solution. Rehabilitation removes the default and takes you out of the offset system entirely — the regulation requires nine voluntary, reasonable and affordable monthly payments, each made within 20 days of the due date, during 10 consecutive months.

Consolidation is the faster route if you need out quickly, though it doesn’t erase the default from your credit report the way rehabilitation does. Remember the timing on the second rehabilitation: if you already used your one shot, that door doesn’t reopen until July 1, 2027.

Check whether forgiveness applies. Before you build a plan around annual Form 8379 filings, confirm the debt should exist at all. Borrowers regularly miss eligibility for one of the forgiveness and discharge programs, and public sector workers in particular should verify their PSLF standing. Parent PLUS borrowers have a narrower set of options and should check theirs early.

Request a review of the offset itself. If the debt is disputed, already paid, or you’re facing genuine hardship, there’s a separate challenge process. Our guide to stopping tax offsets due to student loan debt covers the paperwork and the deadlines.

Adjust your withholding. The blunt-force option: if the IRS never owes you a refund, there’s nothing to take. Dialing in your W-4 so you break even means you keep the money during the year instead of fighting for it afterward. It isn’t right for everyone — some people rely on the forced-savings effect of a refund — but it removes the problem entirely.

Frequently Asked Questions

Does filing Form 8379 hurt my credit?

No. Form 8379 is a tax form with no connection to your credit report. Your spouse’s defaulted loan already affects their credit; this form changes nothing either way.

Can I file Form 8379 if my spouse owes back child support?

Yes. Child support is one of the debts that triggers an offset, and it’s among the most common reasons people file — the same offset system handles both.

What if we already filed and the refund was taken?

File Form 8379 on its own. You have up to three years from the original return’s due date including extensions, or two years from the date the tax was paid, whichever is later. Confirm your year’s deadline before you assume you’re out of time.

Do I need to file it again if I filed last year?

Yes. It applies to a single tax year, so file again each year you need protection — or resolve the default and stop needing it.

Will Form 8379 stop the offset from happening?

It protects your share, not your spouse’s. Filing it with the joint return can keep your portion from being taken at all; filing after the offset means clawing it back. Either way, your spouse’s share still goes to the debt. The Taxpayer Advocate Service also warns that filing separately from your original return risks the refund being offset before your claim is processed — one reason understanding the offset process up front is worth the time.

I’m no longer married to that person. What now?

If the offset came from a joint return filed while you were married, Form 8379 still applies for that year. Once you’re filing single or head of household, the issue shouldn’t recur — see how filing status affects your return.

Where can I get more help with tax questions like this?

Our tax resource and help center covers filing, credits, deductions, and refund issues in one place.

Editor: Clint Proctor

Reviewed by: Chris Muller

The post Injured Spouse Relief: How To File Form 8379 And Protect Your Tax Refund In 2027 appeared first on The College Investor.

Non-QM Jumbo Financing For Self-Employed Borrowers


High-net-worth, self-employed borrowers often have difficulty obtaining mortgage financing. Being self-employed has its advantages and disadvantages. In this case, our self-employed borrowers have difficulty obtaining conventional financing, which carries cheaper rates. Still, our non-QM loan programs help these types of borrowers get the financing they need. It might be a quarter higher on the rate, but the programs exist.

Scenario Overview

Our borrower is a successful self-employed interior designer working in the luxury home market. Her spouse is a freelance photographer. Together, they have built a thriving business and maintain a strong financial profile, including a 773 credit score and significant liquidity.

They recently sold their home and entered into a contract on a luxury property, seeking a $4.4 million loan. Despite their financial strength, they were declined by conventional lenders. The issue was not credit, assets, or down payment. It was their tax returns.

Like many self-employed borrowers, their CPA strategically minimized taxable income. While beneficial for tax purposes, this created a high debt-to-income ratio under conventional underwriting standards, making them ineligible for a jumbo loan.

The Non-QM Solution

This is where our Non-QM Super Jumbo Bank Statement program made the difference. Instead of relying on tax returns, we evaluated the borrower’s actual cash flow using 12 months of bank statements. Their accounts showed consistent, strong deposits, accurately reflecting a healthy and growing business. By focusing on real income rather than reported income, we structured a loan that matched the borrower’s true financial capacity. With a 35% down payment, resulting in a 65% loan-to-value, strong post-closing reserves, and excellent credit, this became a well-qualified, low-risk transaction that conventional underwriting failed to recognize.

Program Highlights

  • Loan amounts from $3.5 million to $5.0 million
  • 12-month personal or business bank statement option
  • Minimum 680 FICO
  • Up to 75% LTV for purchases
  • Up to 65% LTV for refinances
  • Maximum 35% DTI
  • Primary residence eligible

Self-employed borrowers in high-income professions, such as designers, consultants, entrepreneurs, and creatives, often report lower income on their tax returns due to legitimate deductions. Conventional Jumbo financing does not account for this reality, leading to unnecessary denials. Our Non-QM Jumbo Bank Statement program bridges that gap by recognizing true earning power through documented cash flow.

If you’re a self-employed borrower seeking jumbo or super jumbo financing, we have the loan programs to help you purchase or refinance a property.