Home Blog

Federal Guidance Bans Race-Based School Discipline: What Families Should Know Now


The U.S. Department of Education issued a Dear Colleague Letter on August 18, 2026 telling every school that receives federal money (preschool through graduate school) that considering a student’s race when handing out discipline violates Title VI of the Civil Rights Act of 1964 and the Constitution, except in circumstances the letter calls “rare and exceedingly narrow.”

Assistant Secretary for Civil Rights Kimberly M. Richey signed the 20-page document. Alongside it, the Office for Civil Rights opened Title VI investigations into two districts: Fayetteville, Arkansas, and Milwaukee, Wisconsin. The letter is the follow-through on a final rule published July 24, 2026 that stripped “disparate impact” provisions out of the Department’s Title VI regulations amidst the ongoing fight over how much of the Department of Education survives at all.

“Disparate Impact” is the legal theory that a rule can be discriminatory because of its outcomes, even when the rule itself never mentions race and nobody intended to discriminate. It is now gone from the Department’s discipline enforcement. Intentional discrimination remains illegal and the office that investigates it is itself the subject of a congressional fight over which agency should oversee it.

Why It Matters

About 49.6 million students attend U.S. public schools, according to the National Center for Education Statistics. When it comes to discipline issues, their suspension and expulsion records follow them into college applications, scholarship decisions, and sometimes juvenile court.

This letter changes the federal standard those decisions get measured against which is why it belongs in the same conversation as the transfer of civil rights oversight out of the Education Department.

Parents are going to see two very different headlines about the same PDF this week, and both will be technically accurate.

What The Letter Actually Says

The change in direction boils down to four points:

  • Statistics alone no longer prove a violation. A district whose suspension numbers skew by race is not, on that basis, in violation of Title VI. Proving a violation now requires evidence of intent or of a student being treated differently because of race.
  • Neutral codes of conduct are protected. Mandatory-punishment policies, and discretionary categories like “classroom disruption,” “disrespect,” and “insubordination,” are lawful as long as they are applied evenly and were not adopted because of race.
  • Adjusting policy to close a racial gap is itself flagged as discrimination. The letter draws a fine line: designing discipline rules to be fair to everyone is fine, but reviewing your racial discipline data and changing decisions because of what it shows is not.
  • The guidance carries no force of law. Footnote 1 and footnote 124 both say so plainly: it “does not determine anyone’s rights or obligations or have direct legal consequences.” This signals how OCR intends to investigate, nothing more.

The Department of Education backs its position with teacher survey data from the Fordham Institute:

  • 86% of classroom teachers call suspensions useful for signaling to parents that an infraction was serious
  • 84% for removing disruptive students so others can learn
  • 79% for keeping schools safe

The letter also highlights a chart showing reported firearms in schools falling to 283 in 2019–20 before climbing to 718 in 2022–23, and attributes the swing to the policy shifts of each administration. That is a correlation the letter presents as cause, and it is fair to read it skeptically.

What Critics Say

Sixty civil rights and education organizations (among them the Legal Defense Fund, the Lawyers’ Committee for Civil Rights Under Law, the National Women’s Law Center, and the Education Law Center) condemned the underlying rule in July, writing that it “has no basis in law or morality” and would “clear the way for discrimination that too often deprives students of equal educational opportunity.”

Their main objection: intent is extremely hard to prove, so removing the statistical route leaves families with a right that exists on paper and is difficult to enforce. Rep. Bobby Scott, in a statement, said the change would “drag America back to the Jim Crow era.”

The rule was finalized without a public comment period, which is a separate procedural complaint several groups raised and a likely basis for litigation, much like the challenges that have reached federal courts over other Education Department actions.

What This Means For Your Family, In Simple Terms

Nothing changes at your child’s school tomorrow. Codes of conduct are written by school boards under state law, and this letter does not rewrite them. If your district built race-conscious review steps into its discipline process (some did, under pressure from prior federal guidance) those steps are now legal exposure, and you may see them disappear. If your district never did, you likely will not notice anything.

If you believe your child was punished differently because of race, you can still file an OCR complaint, because racial discrimination in discipline is still illegal.

What changed is the evidence: pointing at district-wide numbers is no longer enough on its own. You need the comparison of a similarly situated student of a different race who committed a similar offense and got a different consequence. Keep the paperwork. Request the incident reports and the discipline records in writing.

This Dear Colleague Letter is about Title VI only. Discipline protections for students with disabilities under IDEA and Section 504, and due process rights under state law, are untouched by it.

If a headline suggests your child lost civil rights protections, that overstates what the document does. If a headline suggests the change is purely technical, that understates the practical difficulty critics are describing. The honest read sits between them, which is also true of most coverage of what dismantling the Education Department would actually look like.

How This Connects

The College Investor has tracked the Department’s restructuring closely, from the executive order directing its wind-down to an inspector general finding that staff cuts of roughly 40% gutted oversight capacity.

Enforcement standards matter less when the office enforcing them has fewer investigators, which is why Senate efforts to block the office transfers are worth watching alongside the guidance itself.

For families weighing a switch to private school over discipline or safety concerns, the 529 rules for K-12 tuition may be helpful depending on your state. So could the new Education Freedom Tax Credit.

Editor: Colin Graves

The post Federal Guidance Bans Race-Based School Discipline: What Families Should Know Now appeared first on The College Investor.

Save $50 on JetBlue Flights with Citi Cards, Must Spend $400+


Citi Merchant Offer for JetBlue Flights

Citi is targeting select cardholders with a new offer that can save you $50 on JetBlue flights.

Citi Merchant Offers are similar to Amex Offers and Chase Offers. With these offers, Citi credit cardholders can unlock additional savings and benefits when making purchases with select merchants. These offers often include discounts, cashback rewards, or special promotions tailored to cardholders’ spending habits and preferences. Let’s see the details of this latest JetBlue Citi Merchant Offer.

Offer Details

  • Purchase any JetBlue flight valued at $400 or more and receive $50 back.
  • May be redeemed 1 time(s) by September 30, 2026.
  • Find your Citi Merchant Offers here.

jetblue citi offer 2026

Important Terms

  • Offers cannot be combined or stacked with other offers.
  • If a merchant processes your online order in separate transactions, you may only earn an award on the first processed transaction if it meets all other offer criteria. 

Guru’s Wrap-up

With this JetBlue offer from Citi you can save $50 when you spend $400 or more on flights. This is a good offer for paid flight or paying fees, as it gets you up to a 12.5% discount. The transaction must take place before the expiration date, but the actual flight can be at a later time.

You can take advantage of this offer by simply using your Citi credit cards for eligible transactions. Just make sure you enroll in the offer first, before making a purchase. You can enroll multiple Citi credit cards for this same offer, as long as the offer shows up in that account. 

Where Will Chipotle Mexican Grill’s Stock Be in 5 Years?


When investors try to predict future stock prices, they’re engaging in an activity that’s both an art and a science. That’s because no one knows what will happen, obviously.

But those who own or are considering purchasing stock in a company should make the effort. Doing it in a way that has some chance of being accurate requires developing an understanding of the business and making some assumptions, but you’ll find the effort worthwhile.

Chipotle Mexican Grill (CMG -1.19%) has encountered some challenges this year. But where can we expect its stock price to be in five years?

Image source: Getty Images.

The business

Chipotle Mexican Grill serves Mexican-style food such as burritos, quesadillas, tacos, and salads. The fast-casual restaurant seeks to use fresh ingredients without artificial colors, flavors, or preservatives.

The company has had a lot of success, but results have been challenging recently. That’s because consumers have faced broadly higher prices for most of their purchases, and their paychecks haven’t kept up with inflation.

In the second quarter, Chipotle’s same-store sales increased 2.2%. While that was not great, it was an improvement from the first quarter’s 0.5% gain. Positively, in Q2, higher traffic contributed 1 percentage point to that growth. That shows people remain attracted to the restaurant.

The spending breakout shows how persistent inflation has weighed on consumers. Higher spending added 1.2 percentage points to the same-store sales gain. However, this was entirely due to Chipotle’s price increases (1.6 percentage points), and customers shifting to lower-priced items subtracted 0.4 percentage points from the final result.

Adding to the company’s woes, a salmonella outbreak was linked to jalapeños served at Chipotle. Still, management appeared to act quickly to address the issue with its supplier, which means customers aren’t likely to permanently stop visiting its restaurants.

Chipotle Mexican Grill Stock Quote

Today’s Change

(-1.19%) $-0.40

Current Price

$33.36

Meanwhile, the company has continued its expansion plans. Starting in 1993, it grew to nearly 4,100 restaurants as of June 30, 2026.

Management opened 144 new locations, net of closures, during the first six months of the year. It plans to open 350 to 370 restaurants total for the year.

Putting it together

Diluted earnings per share (EPS) were flat in the second quarter, compared to a year ago. Assuming the inflationary environment becomes more benign, people may feel more comfortable spending money on eating out. That should help Chipotle’s sales and earnings growth.

Chipotle earned $1.14 a share in 2025. From 2020 through 2025, EPS grew 357%.

Assuming its earnings grow at a much slower rate over the next five years — say, 200% — that would bring Chipotle’s EPS to $3.42 in 2030.

The stock trades at a price-to-earnings (P/E) ratio of 31.

Assuming that ratio stays constant, multiplying the EPS by the P/E points to a stock price of $106. That’s more than triple the current stock price of $33.50.

Of course, that’s still a rapid earnings growth rate. What if it slows down to 50% over the next five years? Chipotle Mexican Grill’s stock price would increase to $53, 58% above its current price. Investors would undoubtedly be pleased with that performance.

20 Frugal Old Fashioned Recipes to Save Money


I’m a frugal woman, so I actually enjoy finding ways to make good meals on a tight budget.

Some of my favorite dirt-cheap recipes cost less than $5 to make, yet they’re filling enough to feed the whole family. It proves you don’t need expensive ingredients to put a great dinner on the table.

A lot of these recipes have been around for generations. Our grandparents didn’t call them “budget meals” or “frugal recipes.” They simply cooked with what they had and wasted as little as possible. Simple ingredients like potatoes, beans, rice, pasta, eggs, and seasonal vegetables were enough to create meals that kept everyone full.

With grocery prices where they are today, those old-fashioned recipes are making a comeback, and for good reason. They’re affordable, comforting, and rely on pantry staples instead of long shopping lists.

If you’re trying to cut your grocery bill even further, be sure to check out our $200 a Month Grocery List for a Family, where I share simple strategies for stretching your food budget without sacrificing good meals.

These old-fashioned frugal recipes prove that some of the cheapest meals are still some of the best ones.

1. Keto French Toast

This low-carb take on a breakfast classic uses keto bread soaked in a cinnamon-vanilla egg mixture, then pan-fried until crispy outside and soft inside. It’s ready in under 10 minutes and easy to top with berries, whipped cream, or sugar-free syrup.

Get the recipe here ↗

2. Mom’s Sausage Stuffing

A homemade stuffing made with pork sausage, hand-torn white bread, celery, onion, garlic, and poultry seasoning. It bakes up moist underneath with a deliciously crispy top, and it’s a Thanksgiving table staple passed down through generations.

Get the recipe here ↗

3. Slow Cooker 15 Bean Soup with Kale

A hearty, budget-friendly soup made with a bag of dried 15-bean mix, smoky ham hocks, and fresh kale, all simmered low and slow in the crockpot. Skipping the seasoning packet for homemade spices keeps this version wholesome and flavorful.

Get the recipe here ↗

4. Philadelphia 3 Ingredient Cheesecake (No Bake)

Just cream cheese, sugar, and heavy cream come together for a silky, no-bake cheesecake with a slight tang and a classic graham cracker crust. It takes about 10 minutes of hands-on work, then chills overnight for the perfect creamy set.

Get the recipe here ↗

5. Sourdough French Toast

Made with hearty sourdough instead of the usual brioche or challah, this French toast has a buttery crisp outside and a soft, custardy center. It comes together in about 30 minutes for a breakfast that’s a little heartier than the classic version.

Get the recipe here ↗

6. Sour Cream & Vanilla Pound Cake

This moist, old-fashioned pound cake gets its rich texture from sour cream and a touch of vanilla, baked in a simple loaf pan instead of the traditional pound-of-everything recipe. It’s a perfect not-too-sweet treat with a cup of coffee.

Get the recipe here ↗

7. Old-Fashioned Honey Nut Brittle

Similar to peanut brittle but naturally sweetened with honey instead of sugar or corn syrup, this candy has a softer, more subtle sweetness that practically melts in your mouth. A mix of nuts adds crunch and a rich golden-brown color.

Get the recipe here ↗

8. Meatless Pinto Beans and Cornbread

A humble Southern staple made with slow-simmered pinto beans, aromatics, and smoked spices standing in for the traditional pork. Paired with a skillet of warm cornbread, it’s the kind of simple, soulful comfort food that stretches to feed a family.

Get the recipe here ↗

9. Nanny’s Baked Macaroni and Cheese

A simple, homemade baked mac and cheese recipe passed down through generations, with a gooey, cheesy middle and crisp golden edges. It’s proof that basic ingredients, done right, beat the boxed stuff every time.

Get the recipe here ↗

10. Old-Fashioned Homemade Banana Pudding

Rich, from-scratch vanilla pudding layered with crunchy vanilla wafers and fresh banana slices makes this a true Southern classic. Chilling it overnight lets the layers soften together for that perfect banana pudding texture.

Get the recipe here ↗

11. Old-Fashioned Chocolate Eclair Cake

A no-bake icebox cake layered with honey graham crackers, creamy vanilla pudding, whipped topping, and chocolate frosting. It’s a nostalgic potluck favorite that tastes like an eclair in cake form, no baking required.

Get the recipe here ↗

12. Homemade Devil Dogs

A copycat version of the classic Northeast lunchbox treat, with soft chocolate cake sandwiching a creamy filling and finished with a chocolate glaze drizzle. This nostalgic recipe brings back the flavor of simpler times.

Get the recipe here ↗

13. Brown Betty Summer Dessert

Unlike a crisp or cobbler, a Brown Betty layers fruit with sweetened, buttery breadcrumbs instead of an oat or pastry topping. This version swaps in juicy peaches and blueberries for a summery twist on an 1800s classic.

Get the recipe here ↗

14. Old Fashioned Egg Custard Pie with Berries

A creamy, dates-back-centuries custard filling made from eggs, sugar, milk, and vanilla is poured over a layer of mixed berries and baked right in the crust. It’s a simple, comforting dessert that’s just sweet enough to let the berries shine.

Get the recipe here ↗

15. Grandma’s Old Fashioned Stuffing

A classic holiday side made with day-old bread cubes, sautéed onion, celery, and garlic, fresh herbs, and a rich chicken broth. It’s the kind of simple, no-fuss stuffing recipe that’s been the centerpiece of family holiday tables for generations.

Get the recipe here ↗

16. Tom and Jerry Drink

This vintage Christmas cocktail features a spiced egg batter whipped with rum, vanilla, and warm spices, then combined with hot milk and more rum for a foamy, festive holiday punch. It was a staple of Christmas gatherings for generations before falling out of fashion.

Get the recipe here ↗

17. Chicken a la King

Tender chicken, mushrooms, peas, and pimentos simmer together in a rich, from-scratch creamy sauce with a hint of mustard powder and cayenne. Ready in about 30 minutes, it’s classic comfort food served over rice, noodles, or biscuits.

Get the recipe here ↗

18. Best Old Fashioned Tuna Noodle Casserole

Egg noodles get tossed in a creamy sauce with tuna, peas, and cheddar cheese, then topped with crushed potato chips and baked until bubbly. This straight-out-of-Grandma’s-recipe-box classic is old-school comfort food at its finest.

Get the recipe here ↗

19. Blueberry Lemon Loaf

A moist, tender loaf packed with fresh blueberries and bright lemon flavor, finished with a simple lemon glaze drizzle. It’s an easy quick bread that’s perfect for breakfast, brunch, or an afternoon treat with coffee.

Get the recipe here ↗

20. Old Fashioned Easy Custard Pie with Berries

A layer of mixed berries sits under a rich, velvety custard filling that bakes right into the pie shell until golden and just barely set. Chilled and dusted with powdered sugar, it’s an easy, elegant dessert that balances tart berries with sweet, creamy custard.

Get the recipe here ↗  

Never Negotiate Your Priorities When Decision Making. Here’s Why


Opinions expressed by Entrepreneur contributors are their own.

Key Takeaways

  • Define your non-negotiables early. Clear filters help eliminate unsuitable properties before they consume time and resources.
  • Vet every party, not just the property. A strong site can still fail if the landlord, lender, or investor cannot support the business model or proposed lease structure.
  • Do not force a deal. Even a near-perfect building is the wrong choice if its financing, tenant-improvement requirements, or security demands threaten cash flow and execution.

I have recently been looking for new site locations for my co-warehousing business, Blue Co.  What an eye-opening experience that has been over the last couple of months, rife with ups and downs and business lessons for all. The short story is: as a startup, you only have a few opportunities to open a new location, and you have to get it right to impress your investors. 

No opportunity is perfect, and you may need to make some sacrifices. But knowing what elements are non-negotiable could be the difference between keeping your business growing and potentially “sinking the ship.” 

Allow me to explain.

What was Blue Co searching for?

Blue Co was on the hunt for 50,000 to 70,000-square-foot buildings in major metropolitan markets of the Southeast at terms its unique co-warehousing model could afford. The locations needed to be within the beltways of those major markets (e.g., under 10 miles from the city center), with nearby highway access and plenty of parking for its members. After reviewing over 200 listings and not a single signed lease to show for it, it became clear that this search would be a lot harder than expected.

What were the challenges?

There were so many decision points in picking a new location. The city, the location, the property, the surrounding neighborhood and demographics, the building type (e.g., industrial, retail, office), the floor plan, the building features (e.g., number of docks,  number of parking spots), the lease terms and the capital required, to name a few. 

On this last point about capital, there were a lot of variations, including financing the real estate, tenant improvements, lease securitization, startup costs, etc. And to make matters worse, there wasn’t a one-size-fits-all investor — some preferred real estate investing, some preferred venture investing in the operating company, and some preferred lending debt secured by needed equipment. 

Even if you found the right building, there was no guarantee it would come at terms you would be happy with or with financing partners that shared the enthusiasm for that location.

Some screening decisions were easy — decisions made by me

For our business, having enough parking was pretty important. If the property wasn’t at least 5 acres to accommodate parking for over 150 cars, it was largely a non-starter and could quickly cut those properties from the list. If we really liked the location, maybe we could find a nearby satellite parking lot, but that meant we couldn’t do one without the other, adding complexity to our search and discussions. Other simple decisions could be made quickly to ensure the property had an entrepreneur-friendly landlord, affordable rent, sufficient square footage, nearby highway access, etc. The point here is that the better you can screen these properties for the most important need, the less time you will waste.

Some screening decisions were easy — decisions made by them

Sometimes, a building would check all the right boxes for us, but we didn’t check all the right boxes for our landlord. Maybe they didn’t like our co-warehousing model in their building.  Or their lending banks didn’t like having a start-up as a tenant. Or our financials were not as “pretty” as those of other larger companies. Whatever the case may be, it is never fun to find a great building only to have it shot down by the other party. So ask those questions early in the process to ensure you do not unnecessarily spin your wheels.

Issues with the landlord

Not all landlords are created equal. Institutionally owned, big, billion-dollar buildings were typically the hardest to work with. Their requests of a tenant were pretty much the same regardless of the tenant’s business size, making it much harder for a startup to secure a building with them. But, on the other hand, even if you found an entrepreneur-friendly landlord, that doesn’t mean they will give you the best terms. As an example, we had one such landlord try to charge us 33% higher rent because they knew we didn’t have much negotiating power as a startup. Just make sure whoever you decide to work with will do so in a win-win way and have your back in good times and bad.

Investor issues

We have had a couple of situations where we found an investor for the building, but something didn’t work well for them. They liked to invest in Raleigh (not Greensboro, too far away). They like to invest in industrial buildings (not the converted big-box retail site were looking at). They won’t look at any building with rezoning risks. We had one investor say, “We’ll fund the building you like, but we are going to need to take this other, less desirable building as well,” which didn’t work for us. Or we needed to hit some operating metrics on our old buildings, before they would consider the new buildings. Fundraising is never easy, but make sure you do your due diligence on them, at the same time, they are doing their due diligence on you.

Issues with the building and lease terms

Every building brings its own set of challenges: floor configuration, ceiling height for racking, office build-out, climate control, system age, dock type, and whether the exterior matches your brand image. You need to know which of these are genuine deal killers and which you can live with.

Commercial leases have just as many variables: term, base rent, operating costs, free rent, tenant improvement dollars, and securitization demands such as guarantees, letters of credit, or deposits. All of these pieces must fit together for both parties to close. Get these terms on the table early, before you fall in love with a building, so you do not waste time chasing a deal that will never work.

One case study worth calling out: The perfect building at less than perfect terms

We found what felt like the perfect building in the perfect location with a landlord who understood our business. But once their bank stepped in, the required letter of credit was so high it effectively blocked us until we completed our fundraising, and the only way to reduce it was to cut back tenant improvements to a point where we would not have enough office space to support clients or the P&L.

We tried every angle to make it work, but signing that lease would have created an underperforming location and drained our cash cushion at the same time we were raising capital. Moving forward before the fundraise closed felt like putting the cart before the horse, so as painful as it was, we walked to avoid putting the business in a bind if things did not go according to plan

Closing thoughts

So, why did I share all these excruciating details about our site selection process? To basically say three things: (1) know what the priority levers are in any business decision to save you from spinning your wheels on a lot of unnecessary work; (2) when you do find something that could work, quickly assess it to ensure the terms and partners are to your liking; and (3) never “force it” — if your gut is telling you moving forward would be a stretch for your business, walk away to live another day, no matter how much you like it.

Key Takeaways

  • Define your non-negotiables early. Clear filters help eliminate unsuitable properties before they consume time and resources.
  • Vet every party, not just the property. A strong site can still fail if the landlord, lender, or investor cannot support the business model or proposed lease structure.
  • Do not force a deal. Even a near-perfect building is the wrong choice if its financing, tenant-improvement requirements, or security demands threaten cash flow and execution.

I have recently been looking for new site locations for my co-warehousing business, Blue Co.  What an eye-opening experience that has been over the last couple of months, rife with ups and downs and business lessons for all. The short story is: as a startup, you only have a few opportunities to open a new location, and you have to get it right to impress your investors. 

No opportunity is perfect, and you may need to make some sacrifices. But knowing what elements are non-negotiable could be the difference between keeping your business growing and potentially “sinking the ship.” 

Allow me to explain.

Non-QM’s growth is attracting lenders who won’t last, executive says


Marc Halpern (pictured top), CEO of Foundation Mortgage in South Florida, said the wave of new wholesale lenders entering non-QM is not surprising. However, for some of those new companies, market education is coming faster than they expected.

“You’re seeing a lot of people come to market in wholesale,” Halpern told Mortgage Professional America. “I don’t know who these people are. And it’s not so easy. When you go to sell these loans to the takeout company, and you’re making your own delegated decisions — we have the years of experience. But what you’re going to see is that there’s going to be people coming in and going out as quickly as possible, because they don’t really know the rules of the road.”

What separates top lenders

Halpern said the evidence is already showing up in buyback data. He said he heard of one company dealing with 60 buybacks, a number that reflects underwriting decisions made without the experience the product requires.

He said the numbers will not work for lenders running those buyback rates.

“There’s not too many companies that can eat 60 loans, even if you’re breaking even on them,” he said. “The numbers aren’t going to work. And even if they’ve got an investor behind them, if you’re losing a couple million a month or a couple hundred thousand, it’s going to add up quick.”

Elan Financial Services Visa Infinite Reserve Rewards+ Card Also Has Access To U.S. Bank Transfer Partners


U.S. Bank recently added transfer partners for U.S. Bank Altitude Reserve cardholders. Interestingly Elan Financial Visa Infinite Reserve Rewards+ cardholders also have access to these transfer partners now as well. Elan is a separate division of U.S. Bank that issues credit cards so this isn’t a huge surprise. It’s unclear if any other Elan cards have access to these transfer partners or only the Elan Financial Visa Infinite Reserve Rewards+.

The Elan Financial Visa Infinite Reserve Rewards+ is somewhat interesting as it’s available from multiple banks/credit unions with a sign up bonus of 50,000 points (unlike the Altitude Reserve that is no longer accepting applicants). It also has a $390 annual fee that isn’t waived. You can read more about it in our review here. 

Hat tip to lorzazzor on /r/creditcards

KVS PGT Commerce Marathon | Complete Business Management In One Shot | By Dr. Deepesh



KVS PGT Commerce Marathon | Complete Business Management In One Shot | By Dr. Deepesh
In this ultimate KVS PGT Commerce Marathon session, we cover the entire Business Management syllabus in one shot, making it the perfect revision class for aspirants of KVS, NVS, DSSSB, UP PGT, and other PGT Commerce exams. This session includes all major concepts such as Principles of Management, Planning, Organizing, Staffing, Directing, Controlling, and modern topics like Strategic Management and Business Environment. With detailed explanations, quick theory revision, and practice-based MCQs, this marathon helps you grasp the entire unit in a structured and exam-oriented manner.

#kvspgt #kvspgtcommerce #commercemarathon #kvspgtmarathon #businessmanagement #pgtpreparation #tgtpgtadda247

Telegram Link :-

🎓 Welcome to TGT PGT Adda247 – Your Ultimate Destination for Teaching Exam Preparation!

Are you aspiring to become a teacher?
This is the perfect place for you! At TGT PGT Adda247, we provide top-notch guidance and resources to help you crack teaching exams like TGT, PGT, KVS, NVS, DSSSB, BPSC TRE, EMRS and more.

📚 What You’ll Find on This Channel:
✅ Free live classes and detailed study plans
✅ Comprehensive syllabus coverage for all teaching subjects
✅ Expert tips, tricks, and strategies to excel in your exams
✅ Latest updates on vacancies, notifications, and results
✅ Mock tests, previous year papers, and live quizzes

💡 Join Our Paid Batches for Advanced Preparation:
Get access to structured courses, personalized mentoring, live doubt sessions, and exclusive study material tailored to help you ace your exams.

Enroll in Our Paid Batches for Advanced Preparation :-
Teaching Mahapack :-
BPSC TRE 4.0 Mahapack :-
RPSC Grade -1 Study material :-
RPSC Grade 2 Study Material :-
DSSSB Mahapack :-
EMRS Study Material :-

📌 Follow Us on Social Media for Daily Updates:
Stay connected for the latest updates, free resources, and interactive sessions!
🔗 Telegram:-

🔔 Subscribe Now to TGT PGT Adda247 and turn your teaching dreams into reality. Let’s prepare together and succeed together!

#TGTPreparation #PGTPreparation #TeachingExams #Adda247

source

Machine Learning Improves Return Forecasting


A finance professor from Canada and a data science student from France took the top prize at the 2025 Hillsdale Investment Management – CFA Society Toronto Research Award.

The work of Najah Attig, professor of finance and chair of the Department of Finance at Dalhousie University, and Chahine Attig, a data science engineering student at École Nationale de laStatistiqueet del’Analysedel’Information(ENSAI), France, provides one of the first comprehensive academic evaluations of machine learning techniques for forecasting equity risk premiums in Canadian capital markets. Compared with US, European, and Chinese markets, Canada has seen limited application of these techniques despite its distinct structural, liquidity, and informational characteristics.

“This winning paper shows promise in applying machine learning methods to extract higher-dimensional signals from the Canadian stock market,” said Chris Guthrie,CEO of Hillsdale Investment Management.

Canadian markets are dominated by small-cap and value stocks with greater information asymmetry, market frictions, and liquidity constraints, creating unique challenges and opportunities for predicting returns. These characteristics highlight the need for advanced modeling approaches beyond traditional linear methods.

The researchers address two key questions:

  • Can machine learning models improve Canadian stock return forecasts compared with classical linear benchmarks?
  • Do patterns in anonymous trading—where traders’ identities are concealed to prevent information leakage or market speculation—and variations in brokers’ anonymous trading activity help predict stock returns?

The U.S. built its brand by attracting the world’s best. It must not lose that advantage



Experienced CEOs know that brand equity can be a company’s most valuable asset, one that often doesn’t appear on the balance sheet. Companies build trust, credibility, and goodwill over decades through consistent performance.

But as any chief executive knows, the strongest brands are rarely destroyed by their competitors. More often, brands are weakened by a company’s own choices that erode the very qualities that made them successful in the first place.

This principle applies to nations as well. As the United States marks the 250th anniversary of its independence, Americans need to ask not only whether their country remains one of the world’s most influential powers, but whether they have the internal qualities that sustain that influence.

Recent global polling suggests that America’s reputation has weakened. Pew Research Center’s 2026 survey of 36 countries found that a median of just 37% of respondents expressed a favorable view of the United States, compared with 57% who held an unfavorable view. China was viewed more favorably than the U.S. in most of the countries surveyed.

Separately, Gallup polling found that global approval of U.S. leadership fell from 39% in 2024 to 31% in 2025. Approval of Chinese leadership rose from 32% to 36% over the same period. Among NATO allies, approval os U.S. leadership fell 14 percentage points to 21%.

It’s clear that U.S. reputation has taken a hit. But it’s more important to ask whether America’s current policy choices are gradually eroding the sources of what made it influential in the first place.

America’s global standing has never rested solely on its economic size or military capability. Its enduring advantage also comes from its world-class universities, deep financial markets, and leading research institutions. Together, these strengths enabled the United States to attract exceptional people from around the world and give them the freedom to transform industries. Take Google cofounder Sergey Brin, who came to the United States from the Soviet Union as a child. Just this year, Chinese-born mathematicians Hong Wang and Yu Deng, who earned their Ph.D.s at MIT and Princeton, respectively, were awarded Fields Medals for breakthroughs in mathematics; both now teach at U.S. universities. 

In short, the U.S. didn’t become powerful just by being bigger. Instead, it was more magnetic—a trait that has produced extraordinary returns.

According to NAFSA, international students contributed $43.8 billion to the U.S. economy and supported almost 380,000 jobs during the 2023-2024 academic year. The National Foundation for American Policy reported than almost one quarter of all U.S. startups worth $1 billion had at least one founder who first came to the U.S. as an international student; almost 60% were founded by an immigrant.

Recent policy developments risk weakening that American advantage. Expanded visa screening and vetting, restrictions affecting international students from certain countries, greater scrutiny of universities’ foreign funding and research partnerships, and cuts and uncertainty surrounding federal research funding could make the United States less attractive to the world’s most talented students and researchers.

New international student enrolment at U.S. colleges and universities fell 17% in fall 2025, according to the Institute of International Education.

These policies may be founded on legitimate national security, economic, or fiscal concerns. But they come with trade-offs.

Businesses understand the importance of talent. Great companies compete relentless for the world’s best people, understanding that innovation is founded on human capital. Governments that want to lead in artificial intelligence, biotechnology, quantum computing, advanced manufacturing, and clean energy will need to do the same.

If the world’s most talented young people choose Beijing, London, or Singapore over Boston, San Francisco or Austin, it will mean fewer U.S. startups, a weaker research ecosystem, and a narrow margin of technological leadership.

And once an ecosystem loses its magnetism, it can be hard to get it back. Competitive decline rarely happens from a dramatic collapse, but rather through incremental decisions that gradually make a system less attractive to exceptional people.

The U.S.-China relationship makes this challenge more difficult, yet also more important. The strategic competition between the two largest economies will shape policy for years to come. The answer, however, should be targeted and selective, rather than a blanked suspension.

It’s true that some technologies are too sensitive to share. Some research relationships warrant scrutiny; some foreign investments should be restricted.

But scientific inquiry does not stop at national borders, and many of the world’s most consequential problems, from pandemics and climate change to energy security and food production, cannot be solved by one country working alone.

U.S. universities and companies succeed when researchers can exchange ideas with counterparts around the world. This collaboration also allows U.S. institutions to shape research agendas, set international standards, and remain at the center of global scientific networks.

The policy challenge isn’t about choosing between security and openness, but rather designing policies sophisticated enough to achieve both.

Carefully targeted export controls, rigorous protection of sensitive technologies and transparent research-security standards can coexist with robust academic exchange, joint research on global challenges and continued recruitment of exceptional international talent.  Sustaining carefully designed channels for academic exchange and scientific cooperation, while protecting genuinely sensitive technologies, would strengthen America’s long-term competitiveness.

It would also bolster a defining characteristic of America’s national brand: The confidence that openness, excellence and innovation remain mutually reinforcing.

Confidence matters. A country that believes in its own competitive strength does not need to shut out talented people to protect its position. It sets clear boundaries around what must be protected while remaining open to the people and ideas that can make it stronger.

Successful companies understand this. When competitive pressure intensifies, they do not make themselves less attractive to top talent. They invest more heavily in becoming the employer of choice. They strengthen their culture, research capabilities and opportunities for innovation.

Nations—and the U.S.—should think the same way.

The opinions expressed in Fortune.com commentary pieces are solely the views of their authors and do not necessarily reflect the opinions and beliefs of Fortune.