Nvidia’s Compute and Networking segment supercharges revenue growth

Reviewed by Thomas J. Catalano

Nvidia (NVDA), a multinational technology company, introduced and innovated the graphics processing unit (GPU). A GPU is a hardware component originally designed for a specific purpose: to render and display images, videos, and animations. Now, they are used in a wider range of applications, including creative production. machine learning, and artificial intelligence (AI). Nvidia has continued to deliver leading-edge graphics developments through its groundbreaking GPU efforts.

Currently, Nvidia’s greatest source of revenue is its Compute and Networking business segment, which includes artificial intelligence (AI). The company has become a full-stack (from front-end to back-end) computing infrastructure company that is reshaping a diverse range of complex computing processes.

In addition to the GPUs that Nvidia designs and manufactures for gaming, cryptocurrency mining, and other professional applications, the company also creates chip systems for use in vehicles, robotics, and other tools.

Key Takeaways

• Nvidia (NVDA) introduced and innovated the graphics processing unit (GPU), which is a key component of PC architecture and large-scale applications.
• Nvidia designs and sells GPUs for gaming, cryptocurrency mining, and professional applications; the company also sells chip systems for use in vehicles, robotics, and more.
• Nvidia’s Compute and Networking business segment, which includes artificial intelligence (AI), is the company’s biggest revenue generator.
• The Graphics business segment is Nvidia’s second largest revenue generator.

Nvidia’s Industry

Nvidia is a leading company in the semiconductor industry and is part of the greater information technology sector.

The company’s goal is to offer technology solutions for increasingly complex computational challenges. AI has been a major focus for years, and this focus has intensified in recent years as AI technology has made significant developments—and public interest in the potential uses and impact of AI has grown.

According to its 10-K filing, Nvidia believes that the market for its products faces intense technological change and changing industry standards.

It is also an extremely competitive market, where performance, product offerings, and access to customers, partners, and distribution channels are critical factors. Other key issues it must address are software support, the ability to conform to industry standard APIs, manufacturing strengths, processor pricing, and total costs.

Competitors

It has a variety of competitors in different areas of the industry. Some of them are hardware and software suppliers and licensors, such as Intel Corp. (INTC), Advanced Micro Devices (AMD), and Huwei.

Cloud services companies also engaged in designing AI computing functionality—including Alibaba Group (BABA), Alphabet Inc. (GOOG), Amazon Inc. (AMZN), and Microsoft (MSFT)—are also major competitors.

Nvidia’s Financials

As of March 2025, Nvidia’s market capitalization was $2.89 trillion.

In February 2024, Nvidia announced its financial results for the 2024 fiscal year (FY). In May 2024, the company announced its financial results for the first quarter (Q1) of the 2025 FY, the three-month period ended April 28, 2024.

file:///Users/katelynpeters/Downloads/NVIDIAAn.pdf

https://nvidianews.nvidia.com/news/nvidia-announces-financial-results-for-first-quarter-fiscal-2025

Revenue

For the entire 2024 fiscal year, revenue was $60.9 billion, up 126% from the previous fiscal year result. They had a record quarterly revenue of $26.0 billion, up 18% from Q4 and up 262% from a year ago.

Net Income

It had a net income of $14.8 billion, a growth of 21% over the previous quarter.

Operating Income

At $16.9 billion, Nvidia’s operating income, which is a profitability metric for its business segments.

Revenue From Primary Markets

The chip company serves five primary markets—data center, gaming, professional visualization, automotive, original equipment manufacturer (OEM) and other.

Its most noteworthy business results were derived from the first four markets:

• Data center revenue was a record $22.6 billion in the first quarter, up 23% from Q4 2024 and 427% YOY.
• Gaming revenue was $2.6 billion in the first quarter, down 8% from the previous quarter and up 18% YOY.
• Professional visualization revenue was $427 million in the first quarter, down 8% from Q4 and up 45% YOY.
• Automotive revenue was $329 million, an increase of 17% from Q4 and down 11% YOY.

Company Chief Executive Officer (CEO) Jensen Huang reported that “Accelerated computing and generative AI have hit the tipping point. Demand is surging worldwide across companies, industries and nations that demand for its AI solutions.”

Revenue From Business Segments

Nvidia reports business results for two business segments: Compute and Networking and Graphics.

Compute and Networking

According to Nvidia’s Form 10-K for the fiscal year 2024, the Compute and Networking segment is made up of:

• Data Center accelerated computing platforms and end-to-end networking platforms including Quantum for InfiniBand and Spectrum for Ethernet
• NVIDIA DRIVE automated-driving platform and automotive development agreements
• Jetson robotics and other embedded platforms
• NVIDIA AI Enterprise and other software
• DGX Cloud software and services

The Compute and Networking segment delivered revenue of $47.4 billion in FY 2024, up 215% from FY 2023. The segment accounted for almost 78% of Nvidia’s total revenue.

Operating income, at $32.01 billion, grew 530% YOY.

Graphics

Nvidia’s graphics segment is comprised of:

• The GeForce GPUs for gaming and PCs, the GeForce NOW game-streaming service and related infrastructure, and solutions for gaming platforms
• The Quadro/NVIDIA RTX GPUs for enterprise graphics design
• Virtual GPU (vGPU) for cloud-based visual and virtual computing
• automotive platforms for infotainment systems
• Omniverse Enterprise software for the construction and operation of metaverse and 3D internet apps

The Graphics segment delivered revenue of $13.51 billion in FY 2024, up 14% from FY 2023. The segment accounted for slightly over 22% of Nvidia’s total revenue.

Operating income, at $5.84 billion, grew 28% YOY.

Equity Holdings

Nvidia’s Form 13F includes the following equity holdings and associated values, as of December 31, 2023:

Company	Value
ARM HOLDINGS PLC	$147,343,114
NANO X IMAGING LTD	$379,856
RECURSION PHARMACEUTICALS INC	$75,984,739
SOUNDHOUND AI INC	$3,669,472
TUSIMPLE HLDGS INC	$3,041,904

Historic

On Thursday, February 22, 2024, Nvidia’s market capitalization jumped by $272 billion, the largest change ever seen in such value in a single day.

History and Leadership

Nvidia Corporation was founded in 1993 by Jensen Huang, Chris Malachowsky, and Curtis Priem. It is headquartered in Santa Clara, California.

Huang has led Nvidia as President, Chief Executive, and member of the Board of Directors. Before starting the company with Malachowsky and Priem, Huang worked at LSI Logic and Advanced Micro Devices.

Co-founder Malachowsky is a Nvidia senior technology executive who helped spearhead Nvidia’s growth from startup to accelerated computing standout. Prior to Nvidia, he worked at HP and Sun Microsystems. He is an expert in integrated-circuit design and methodology.

Co-founder Priem was Nvidia’s Chief Technology Officer for 10 years. He left Nvidia in the early 2000s.

Nvidia has more than 27,000 employees worldwide and more than 7,500 patents in force and pending.

Recent Developments

In early March 2024, Nvidia and HP Inc. announced their intention to integrate NVIDIA CUDA-X™ data processing libraries with HP AI workstation solutions. This will drive generative AI development through data preparation and processing work.

In November of 2023, Nvidia connected the world’s leading AI computing platform with its new NVIDIA HGX™ H200. The platform features the NVIDIA H200 Tensor Core GPU with advanced memory. It is designed to manage enormous amounts of data for generative AI as well as complex and demanding computing workloads.

In August 2023, Nvidia provided a major upgrade for its Omniverse platform. Omniverse is used with 3D tools and applications. The upgrade “accelerates the creation of virtual worlds and advanced workflows for industrial digitalization.”

ChatGPT, powered by the NVIDIA DGX™ AI supercomputer, launched in late November 2022. In two months, users numbered 100 million. It instantly became the fastest-growing app in history.

What Happened With Nvidia’s Intended Purchase of Arm?

In February 2022, Nvidia announced that it was terminating its agreement to purchase U.K.-based semiconductor design firm Arm from SoftBank Group Corp. due to significant regulatory challenges.

Is Nvidia Still a Graphics Company?

Due to the rise of AI and the enormous success of ChatGPT, powered by Nvidia’s AI supercomputer, CEO Jensen Huang, shifted Nvidia’s major focus from graphics to AI in late 2023.

How Much Does a Share of Nvidia Stock Go For?

On August 27, 2024, Nvidia shares were trading in the neighborhood of $128 per share.

The Bottom Line

Nvidia Corporation is a global technology company that was founded in 1993. It introduced the graphics processing unit (GPU) for accelerated computing tasks such as graphics rendering, gaming, and video editing.

In late 2023, its primary focus moved from graphics to artificial intelligence due to the massive success of ChatGPT, which is powered by Nvidia’s GPUs, and the resulting demand for its products.

If you own a property with tenants—or rent your lake cottage—get this

Reviewed by Julius Mansa
Fact checked by Suzanne Kvilhaug

Landlords renting out a residential property (house, vacation cottage, apartment) might be surprised to learn that their homeowners insurance will not cover all the costs in the case of a natural disaster, accident, or another damaging event. As a result, landlords will typically need landlord insurance.

Key Takeaways

• Homeowners insurance will not cover a dwelling that is not owner-occupied, which is why you need landlord insurance.
• The core coverages of landlord insurance include property damage, liability protection, and rental income lost due to a tenant’s inability to rent.
• Additional riders—or add-ons to policies—can be purchased to cover income lost when a tenant misses a rent payment and flood damage.
• Certain policies can also cover expenses incurred from repairing a building following damage.

Why You Need Landlord Insurance

Typically, your current homeowners insurance policy only covers owner-occupied homes. If you start renting out to someone else, the coverage no longer applies.

Renters are generally not held liable when a large appliance malfunctions or a person suffers an injury on the property (through no fault of the tenant). Also, if a forest fire damages or destroys your home or burglars rob the place, you could be left out to dry for these or other misfortunes caused by humans or Mother Nature.

The cost of a home improvement loan to repair or renovate a property following a disaster can be significant. Landlord insurance can help, but these policies come in all shapes and sizes. Before you begin price shopping, consider what you need to specifically address and protect against in your rental property.

What Does Landlord Insurance Cover?

A good, comprehensive landlord insurance policy will have three core protections:

• Property damage: This is coverage in the event that the real estate or furnishings suffer from a natural disaster, fire, electric/gas malfunction, earthquake, vandalism, or irresponsible tenants. If possible, try to get a policy that offers replacement costs instead of the actual cash value (especially if fixtures and furnishings are old) or a predetermined lump sum of cash.
• Lost rental income/Rental default insurance: Should something cause your property to be totally uninhabitable (severe mold, termites, a rat infestation, or a sinkhole), this feature provides temporary rental reimbursement to cover the rent money you’d otherwise receive if tenants could be occupying the property.
• Liability protection: This is coverage for the medical or legal costs that might ensue if a tenant or visitor suffers injury due to a property maintenance issue (such as icy walkways, architectural collapse, or an out-of-control hive of bees).

You might also see underwriters refer to different packages as DP-1, DP-2, or DP-3 (DP stands for “dwelling property”). Each of these refers to varying levels of coverage, with DP-1 being the most basic and DP-3 representing the most comprehensive.

Important

If you hire a property manager, beware of the red flags that might indicate property manager fraud against a landlord, including frequently paying the collected rent late, not providing proper documentation for expenses, or conflicts of interest such as hiring maintenance workers who are related to the property manager.

Additional Coverage

There are several common riders that can come with landlord insurance policies. They’re not as vital as the key provisions mentioned above, but they could come in handy and save you some money in the long run.

• Guaranteed income insurance: This covers the landlord if a tenant comes up short and misses the rent payment for one month (or doesn’t pay at all).
• Flood insurance: As many landlord insurance policies don’t include flood damage related to natural disasters or municipal plumbing, this coverage is worth adding if the property is in a flood-prone zone.
• Emergency coverage: In the event a tenant calls you out to fix something, such as a leaking dishwasher, or because they were accidentally locked out of the house, this feature can help cover some or all of the costs you incurred to travel to the property and resolve the issue.
• Additional construction expenses: This will cover expenses incurred bringing a building up to code after it has been damaged.

15%

The amount by which landlord insurance is generally more expensive than homeowners insurance

How Much Does Landlord Insurance Cost?

According to a 2023 (latest information) Policygenius analysis, the average cost of homeowners insurance is $1,754 in every U.S. state and zip code, though prices can vary significantly based on several factors, including your location and the age of the property.

However, as rental properties are more prone to damage and incidents, you can expect to pay about 15% more for landlord insurance on the same property, according to the free real estate investment tracking site Stessa.com.

Short-Term Rentals

There is an inverse relationship between the price of your premiums and the length of time the property is in service. For example, expect to pay nearly double in annual premiums if you rent out your home for only 12 weeks instead of an entire year. The reasoning behind the higher premiums is that short-term renters:

• Are less likely to notice (or mention) maintenance issues
• Can be more careless
• May not understand the layout of the house and the location of the plumbing, load-bearing supports, or electrical wiring

All this can increase the probability of problems and the insurer’s risk.

Important

Landlord insurance does not cover a renter’s belongings, so it’s wise to counsel your renter to consider getting renters insurance.

Bundled Policy

When shopping for policies, be sure to ask your homeowners insurance provider about bundle options. If you sign up for homeowners and landlord insurance through the same company, you may receive a discount.

What Do You Need to Insure as a Landlord?

The basic level of landlord insurance typically covers property damage, liability protection in case someone gets injured on the property, and lost rental income.

How Is Landlord Insurance Different From Homeowners Insurance?

Homeowners insurance provides property and liability insurance for owner-occupied residences. If you rent out the property, you’ll need landlord insurance since your homeowners policy will not cover the rental unit.

Is Renters Insurance the Same as Landlord Insurance?

Renters insurance provides coverage for the tenant’s personal belongings in case they are damaged or stolen, and liability in case someone is injured. Conversely, landlord insurance covers the property owner renting out the unit for damage and liability.

The Bottom Line

Before renting out a property, review your homeowners insurance policy since it may not cover damages and liabilities while you’re not living there. If you want to protect your home and rent it out as well, landlord insurance is a must. You might also want to suggest that your tenants take out a renters insurance policy so that their own personal effects will be covered in the event of an accident.

Reviewed by Amy Drury
Fact checked by Suzanne Kvilhaug

What Is Intellectual Property in Terms of a Capital Asset?

Some types of intellectual property are considered capital assets and may be recorded on a company’s balance sheet as intangible assets.

Intellectual property is a fairly broad term and can take many different forms. Examples of intellectual property include patents, trademarks, copyrights, trade secrets, or unique ideas. While some of these assets are recorded on a company’s balance sheet, the true market value of this type of property is often difficult to determine.

Key Takeaways:

• Some types of intellectual property, such as patents, copyrights, industry knowledge, and trade secrets are considered capital assets and may be recorded on a company’s balance sheet.
• Because such assets are often intangible, their market value is often difficult to determine.
• Some intangible assets are protected legally and granted intellectual property protection rights.

Understanding Intellectual Property

A capital asset is typically a significant piece of property such as a house, a car, or an investment in the form of stocks, bonds, and even collectibles. These assets are all physical, or tangible, which makes them relatively easy to value. Intellectual property that is considered a capital asset can include human capital, know-how, and industry knowledge, which is intangible and difficult to value as an asset.

Warehouses and factories are increasingly replaced by digital solutions as companies rapidly advance in technological capability. Thus, innovative ideas and R&D investment are a growing source of income for companies worldwide. The race for ideas and the pursuit of knowledge for creativity are emphasizing the increasing role of intangible assets and the need to quantify them.

Some intangible assets are protected legally where they meet the criteria for intellectual property protection and rights. Intellectual property rights are often granted for innovative products and processes (through patents); cultural, literary, or data software works (copyrights); designs, trademarks, microchips, and trade secrets.

Accounting for Intellectual Property in Financial Statements

Accounting principles require that intangible assets be recorded in financial statements at cost or less. Internally developed intellectual property such as trade secrets or ideas most likely are not recorded on the balance sheet because they have no directly associated costs or clear value.

Patents, trademarks, and copyrights generally have associated costs and are capitalized as assets on the balance sheet. These must be amortized over the useful life of the asset. When intellectual property is purchased from another business, it is recorded on the balance sheet at cost and amortized over the remaining useful life of the asset.

Accounting standards require that intellectual property be recorded separately on the balance sheet from goodwill, which is another type of intangible asset.

Note

Corporate goodwill is also considered a capital asset.

Valuing Intellectual Property

Since accounting standards dictate that cost or less be used to record intellectual property in a company’s financial statements, a realistic market price for certain forms of intellectual property is hard to determine. Often, an industry expert must perform an in-depth valuation study to determine a reasonable market price for intellectual property when one company is considering buying this type of property from another.

How Is Intellectual Property Valued?

Because intellectual property is an intangible asset, it can be difficult to assign a dollar value. Accountants and auditors will typically use the expected income and cash flows to arrive at an estimated value for intellectual property assets.

What Are the Four Types of Intellectual Property?

The main categories of intellectual property are trademarks, patents, copyrights, and trade secrets. Each has its own regime of legal protections, so it is important to file them with the appropriate agency to protect your intellectual property.

How Is Intellectual Property Recorded on a Balance Sheet?

Accountants typically record intellectual property as an “intangible asset” on corporate balance sheets. It is recorded at initial cost, and amortized over the useful life of the asset.

The Bottom Line

Some types of intellectual property are considered capital assets. Some patents, trademarks, copyrights, and trade secrets can all be used to generate income for a company, and are therefore recorded as capital assets in financial statements.

Secured loans are backed by collateral, while unsecured loans aren’t. This presents different levels of risk for the lender, which results in different eligibility criteria and loan terms for you as the borrower. Generally, secured loans are easier to qualify for and offer better rates, whereas unsecured loans are harder to get and often cost more in interest.

Key Takeaways

• Secured loans require you to put something down as collateral, which the lender can seize if you default on your loan.
• Unsecured loans don’t require any collateral but often come with lower loan limits and higher interest rates.
• Home and auto loans are most often secured, with the property they’re used to buy acting as collateral. If you don’t want to put your assets on the line, look for an unsecured loan.

How Secured and Unsecured Loans Work

Both secured and unsecured loans let you borrow money, provided you agree to repay the debt with interest according to an agreed-upon schedule. To qualify for either loan type, you must also submit to a hard credit check and provide personal financial documents that show you’re able to repay your debt, such as income statements.

However, a secured loan requires that you put down an asset as collateral for the loan. In other words, should you default, the lender may take possession of the asset to compensate for their loss.

What Is a Secured Loan?

A secured loan is a type of personal loan backed by collateral. Auto loans are one of the most common examples. In this case, the collateral is the vehicle being financed. Other kinds of secured loans include home equity loans, home equity lines of credit (HELOCs), secured credit cards, savings-secured loans, and other vehicle loans.

Pros & Cons of Secured Loans

Pros

• Lower credit score requirements

• Higher borrowing limits

• Lower interest rates

Cons

• Risk of property loss

• Asset tied up

• Loan use restrictions

Pros Explained

• Lower credit score requirements: Lenders are usually more willing to approve borrowers with poor credit if there’s collateral to fall back on.
• Higher borrowing limits: The more valuable the collateral, typically the greater the amount of money that a lender will let you borrow.
• Lower interest rates: Secured loans tend to have lower interest rates because the collateral offsets the borrower’s credit risk.

Cons Explained

• Risk of property loss: If you default on the loan, you’ll lose your collateral, which could be worth more than the loan balance. 
• Asset tied up: If you put down your savings or home equity as collateral, you may be unable to access it for the duration of the repayment period.
• Loan use restrictions: Many secured loans limit how you can use the loan funds. For example, a mortgage can only be used to pay for real estate.

What Is an Unsecured Loan?

Unlike secured loans, unsecured loans aren’t backed by any collateral. As a result, lenders who issue them typically weigh your credit and financial stability more heavily, and the amount you can borrow is usually lower. Common examples of unsecured loans include credit cards, lines of credit, personal loans, and student loans.

Pros & Cons of Unsecured Loans

Pros

• No collateral required

• Faster approval

• Fewer use restrictions

Cons

• Stricter eligibility requirements

• Lower loan limits

• Higher interest rates

Pros Explained

• No collateral required: You don’t need to put an asset on the line (though if you default, a lender can still sue you).
• Faster approval: Since there’s no collateral (or appraisal) involved, the loan approval process tends to be quicker. In some cases, you can walk away with a loan the same day you apply.
• Fewer use restrictions: You can get an unsecured personal loan for nearly anything (except things like gambling and illegal activities).

Cons Explained

• Stricter eligibility requirements: Compared to their secured counterparts, unsecured loans can be harder to qualify for if you have poor credit.
• Lower loan limits: Most unsecured loans are only available in amounts of up to $50,000, though some lenders may lend up to $100,000 in certain cases.
• Higher interest rates: To offset the lack of collateral, lenders tend to charge a higher interest rate, resulting in higher overall loan costs.

How to Choose Between Secured and Unsecured Loans

The right type of personal loan for you will depend on your goals, financial situation, and risk tolerance. For example, if you need a lump sum to pay for a variety of expenses, an unsecured personal loan may be the way to go because it gives you flexibility in how you can use it. Similarly, if you don’t own any assets, an unsecured loan may be the better (and potentially only) option.

Other common reasons to get an unsecured loan include consolidating debt, covering emergency expenses, funding major life events, and renovating your house. But remember, you can only borrow so much.

For higher-ticket purchases, a secured loan is often a better choice. For example, you’re unlikely to get a loan for a house—especially for a 30-year term—without offering the house as collateral. The same goes for a car. Plus, if you have poor credit, you’ll have a better chance of qualifying for a secured loan compared to an unsecured one. Other reasons to get a secured loan include locking in a lower interest rate or building your credit with a secured credit card. 

Important

Always consider whether putting an asset on the line is worth the risk. For example, if you get an auto loan and default, you could lose your only way to get to work, putting you in even more dire financial straits. In this case, a cheaper car that you could purchase with cash or a more affordable loan would likely be safer.

The Bottom Line

Secured and unsecured loans are two different ways that you can finance a variety of potential purchases. Carefully weigh the pros and cons of each to determine which best suits your situation before taking on this kind of debt.

If you’re relocating for business, moving to another city, or simply planning a vacation, you might be curious about the most expensive cities in the United States. Understanding how much it costs to live in a town, and why, can make or break a decision to move.

Not surprisingly, New York and California cities dominate the list of America’s priciest cities. All figures are updated as of June 2024, unless otherwise specified.

Key Takeaways

• Cities offer a variety of employment opportunities along with cultural, sports, dining, and entertainment activities.
• New York City’s Manhattan borough is the most costly place to live, followed by Honolulu, Hawaii, and San Jose, California.
• Housing and taxes contribute to the high cost of living in major cities.

1. Manhattan

New York City’s Manhattan borough is the most expensive city in the United States. Out of the estimated 8.26 million people who call New York City home, about 1.60 million live in Manhattan. The cost of living in Manhattan is more than twice the national average.

Seemingly everything costs more in New York City, from groceries to housing. As of 2024, Manhattan’s median sold home price is $1.2 million compared with a national median of about $357,138. The city’s unemployment is 4.8% compared with a national unemployment rate of 4.0%. The city’s unemployment is 5.5% compared with a national unemployment rate of 4.1%.

2. Honolulu

Honolulu is the second most expensive place to live in the U.S. The U.S. Census Bureau estimated a population of nearly one million in the island city with an unemployment rate of 2.7%.

Groceries run about 24% higher than the national average, while utilities cost over twice as much. In 2023, the median household income in Honolulu is about $104,264, higher than the national median of about $78,538 but falling short of a median household income of about $141,446 for San Francisco.

3. San Jose

San Jose is in California’s Bay Area with number 4 on this list, San Francisco. It has a population of about 970,000. Home values hover around $1.5 million, according to Zillow. The median household income for the city is about $141,565 as of 2023.

4. San Francisco

The city’s estimated population is about 809,000 as of 2023. San Francisco’s staggeringly high cost of living and out-of-reach housing prices make median home prices nearly $1.3 million inside the city. Major industries include tourism, IT, and financial services.

San Francisco ranks among the top five most expensive cities for groceries and utilities. Grocery items cost roughly 23% above the national average, and utilities cost about twice the national average in 2024. Unemployment is at an estimated 4.0%.

5. Brooklyn

Brooklyn is the second borough of New York City on this list. The area is known for some key attractions, including Coney Island and Prospect Park.

The population in Brooklyn is higher than the more expensive Manhattan, with nearly 2.6 million residents.The median home value of Kings County is $854,797.The average rent in the borough is around $3,695, or a total of $44,340 for the entire year in 2025.

Note

Housing and taxes are two major contributors to the high cost of living in most of the expensive cities in the United States.

6. Orange County

If you plan to call this area home, you’ll join about 3.2 million other people. This California region includes Newport Beach, Laguna Beach, and Huntington Beach with a big concentration of Fortune 500 companies. Home values here top $1.1 million. The median household income is about $113,702 as of 2023. The unemployment rate is 4.1%.

7. Los Angeles

Los Angeles brings to mind movie stars, but the movie and television industry plays a small role in the city’s booming economy. The city’s shipping industry also plays a part, as the Port of Los Angeles is one of the busiest ports in the world. A bustling manufacturing sector and a noteworthy start-up scene contribute to the city’s high cost of living. Certain ZIP codes like the famous 90210, drive up housing costs.

About 3.8 million people are living in the city in 2023. The median home value in Los Angeles is about $973,393. The median household income is around $80,366. A family of four with two working adults would need a pre-tax income of roughly $140,000 to make ends meet in Los Angeles. Finally, 16.5% of the city’s residents live below the poverty line, compared with 11.1% nationally.

8. Queens

Queens is the third borough of New York City to be featured on this list. As the largest borough, it is home to the city’s two airports, John F. Kennedy International Airport and La Guardia Airport.

About 2,250,000 people live in Queens with a median household income of around $85,000. The borough has a median home value of about $712,439 in 2025. 13.8% of the borough’s residents live in poverty.

9. Washington, D.C.

As the center of the country’s political power, Washington, D.C. boasts a high cost of living. Government and private-sector jobs abound in the city, thanks to numerous federal agencies, think tanks, lobbying firms, and a robust tourism sector.

About 702,250 people call the area home. Median home values are approximately $602,135, and the median household income is about $106,287 in 2023. A family of four with both adults working needs about $143,000 in income before taxes to make ends meet in Washington, D.C.

10. Boston

Approximately 654,000 people live in Boston. Utilities and healthcare costs exceed the average national cost by 49% for utilities and nearly 24% for healthcare in 2024. Boston enjoys a robust higher education environment, a booming tech scene, and historic sites.

The unemployment rate is 3.9% in Boston and the surrounding areas as of 2024. The median home value hovers around $748,243. Household income is about $94,755, a little over half of what a family of four needs in pre-tax income (about $165,000) to make ends meet.

Tip

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How Are Statistics Compiled To Determine the Most Expensive Cities in the U.S.?

The Council for Community and Economic Research publishes quarterly updates about the cost of living in the most and least expensive cities.

Why Are Cities So Expensive?

Various factors affect the cost of living in cities, especially major metropolises, such as the cost of housing and whether you choose to rent or buy. Other considerations include the cost of gas and transportation, taxes, child care, insurance, and utilities. Supply and demand tend to dictate prices, and when more people want to live in a certain place, the more expensive it will be.

What Are the Least Expensive Cities to Live in?

According to the Council for Community and Economic Research, the three least expensive cities in 2024 are Decatur, Illinois; Ponca City, Oklahoma; and Edinburg, Texas.

The Bottom Line

City living can be expensive. According to the Council for Community and Economic Research, three New York City boroughs and four areas in California made the top 10 list of most expensive cities during the first quarter of 2024. Median incomes are relatively lower compared to the cost of housing, food, gas, and taxes. The overall cost of living in these 10 cities is higher than the national average.

Reviewed by Ebony Howard
Fact checked by Yarilet Perez

Ireland is referred to as a tax haven because of the country’s taxation and economic policies. The country’s tax laws heavily favor businesses, and the economic environment is very hospitable for all corporations, especially those invested in research, development, and innovation.

Key Takeaways

• Many people regard Ireland as a tax haven because of its taxation and economic policies, which favor the establishment and operation of corporations.
• The Irish economic economy is very hospitable for all corporations, especially those invested in research, development, and innovation.
• Ireland is particularly hospitable to research and development intensive start-ups, which can claim back taxes.

General Taxation

The United States has a flat corporate tax rate of 21%. Ireland’s taxation rate for corporations is 12.5%. In addition, Ireland only charges a corporate tax rate of 6.25% for revenue tied to a company’s patent or intellectual property. Ireland’s development as a low corporate tax regime can be traced to 1956 when it introduced tax relief on export profits.

Ireland’s taxation policies on research and development positions offer great incentives for corporations to invest in innovative ideas. Ireland has enacted policies allowing research and development-intensive start-ups the ability to claim back taxes. This is true even if the start-up incurs losses and cannot pay its corporate tax. In addition, the 25% tax credit is applied against the corporate tax rate of only 12.5%.

Ireland heavily relies on corporate tax and has a clear incentive to remain a corporate tax haven and not implement adverse policies. Ireland has a tax treaty with over 70 countries, over 25 of which are developed countries.

Note

In 2025, President Donald Trump accused Ireland of using favorable tax policies to unfairly attract U.S. companies: “Ireland was very smart. They took our pharmaceutical companies away from presidents that didn’t know what they were doing and its too bad that happened.”

Economic Policies

Transfer pricing allows corporations to shift profits from high-tax jurisdictions to low-tax jurisdictions. Thus, a corporation is trading with different subsidiaries rather than with external companies. This artificial shift, when performed by multinational corporations that produce up to 80% of the world’s trade, will result in lower taxes.

This transfer pricing policy resulted in a U.S. Senate investigation of Apple Inc. The Senate found that an Apple entity in Ireland received $74 billion in global receipts from 2009 to 2012, on which Apple paid a tax of less than 2% to Ireland. Another entity received $30 billion and paid nothing. In 2024, the European Court of Justice upheld the decision and required Ireland to collect 13 billion euros in unpaid taxes.

The financial environment of Ireland allows for special-purpose vehicles (SPVs) to be established for the reduction of taxes. As of the third quarter of 2023, there were 3,608 special-purpose vehicles located in Ireland, holding a reported 1,147.5 billion euros in assets. The reason for the high usage of special-purpose vehicles relates to financial transparency, as Ireland has little to none. The government does not require transnational corporations to provide public accounts of turnover, subsidies received, profit, or amount of taxes paid.

Which Country Has the Lowest Corporate Tax Rate?

According to the tax foundation, Turkmenistan has the lowest corporate taxes, with a statutory rate of 8%. Barbados, Hungary, and the United Arab Emirates are close behind with tax rates of 9%. Ireland ranks at about 16th worldwide with a corporate tax rate of 12.5%.

How Do Companies Avoid Taxes in Ireland?

The “double Irish Dutch sandwich” was a tax avoidance scheme used by multinational companies to route their profits through low tax jurisdictions. Essentially, it works by using two Irish and one Dutch company. The Irish company owns the IP rights to a product, which it licenses to a Dutch company, which sells the product abroad and routs the profits back to a second Irish holding company, where they are taxed at Ireland’s low corporate tax rate.

How Do Corporations Avoid Paying Taxes?

Corporations can use a variety of accounting techniques to reduce their tax liabilities. These can include accelerated depreciation, or moving profits overseas to low-tax jurisdictions. They can also take advantage of tax credits and incentives designed to encourage economic activity.

The Bottom Line

Ireland has gained a reputation as a low-tax haven for multinational companies. Although it’s not quite as business-friendly as some jurisdictions, the low 12.5% tax rate has attracted major companies like Apple and Google.

As Tesla, Inc. (TSLA) stock plunged almost 50% in the first quarter of 2025 from its mid-December peak, board members and an executive at Elon Musk’s company off-loaded over $118 million in shares, with profits to them of about $100 million. The selloff raised the question: When should investors be worried about insider selling for stocks they own?

“If the executives are selling under a plan they filed six or nine or 12 months prior, that’s fundamentally a different thing from an open sale that wasn’t part of that plan,” said George Pearkes, a macro analyst at Bespoke Investment Group.

Key Takeaways

• Insider selling through predetermined 10b5-1 plans is often routine and less concerning than unexpected, unplanned sales.
• Several executives selling large portions of their holdings simultaneously outside of trading windows is a bigger warning sign than isolated transactions.
• Investors can track insider transactions through SEC Form 4 filings.

Pearkes highlighted the importance of Rule 10b5-1 trading plans, U.S. Securities and Exchange Commission (SEC)-approved arrangements that allow company insiders to schedule future stock transactions in advance. These plans create a legal shield for executives who might otherwise face scrutiny or insider trading allegations.

While some Tesla insiders’ sales were made under these preset plans, others weren’t and coincided with Tesla’s largest single-day decline in five years, raising eyebrows. Below, we take you through what to watch for when company leaders start selling their stock, and when these sales should—or shouldn’t—make you worry.

Why Insiders Sell Their Stock

When corporate insiders sell company shares, that’s not necessarily a sign of trouble.

“It’s important to understand nuance,” Pearkes said. “Are the [sales of] shares preplanned? How large are the sales relative to the insiders’ holdings? Have they historically sold shares on a consistent basis or not?”

The way executives are compensated at most public companies means much of it is in equity stakes. As such, many executives with their wealth tied up in a single company stock would want to diversify their portfolio.

Common reasons for insider selling include the following:

• Paying taxes on vested stock options
• Major personal expenses like buying a home or funding a child’s education
• Portfolio rebalancing for diversification
• Retirement planning

“The best scenario for a sale is that it’s a person with relatively large holdings, who takes a lot of their compensation in shares, and they’re doing 10b5 sales to get a bit of liquidity but aren’t really selling that much,” Pearkes said.

In Tesla’s case, board member James Murdoch’s $13 million sale in March 2025 (see below) came from exercising stock options that would expire in 2025.

Red Flags: When Insider Selling Is Concerning

While many insider sales are routine, certain patterns should raise concerns among investors.

“The worst-case scenario is when insiders all start selling in rapid succession, with large sales relative to what they hold, and on relatively short notice,” Pearkes said.

This could mean that they share knowledge about adverse developments that are not yet public. Other worrisome patterns include the following:

• Insiders selling in the face of optimistic public statements
• Unusually large volume sales representing significant portions of holdings
• Sales occurring outside normal company trading windows
• The cancellation of 10b5-1 plans followed by new sales

Important

Insider trading becomes illegal when a person buys or sells securities based on material, nonpublic information. 

Where To Find Insider Trading Information

An investor’s primary source is SEC Form 4, which insiders must file within two business days of any transaction. These forms are available to the public through the SEC’s EDGAR database.

Recent SEC rule changes now require a checkbox on Form 4 to explicitly reveal when transactions are made under 10b5-1 plans. That’s where you want to look first.

Other helpful resources include companies’ investor relations websites and financial news services that track insider transactions.

The Bottom Line

When company leaders sell their stock, context matters more than headlines. Insider selling through planned 10b5-1 arrangements more often than not represents normal portfolio management rather than a vote of no confidence. However, when multiple insiders are making large, unplanned sales—particularly during challenging times for the company—you should take notice and review your holdings.

Reviewed by Andy Smith
Fact checked by Suzanne Kvilhaug

The Value of Live Meetings

Carefully going through a company’s financial statements is a good way to research a possible investment.

But meeting members of a company’s management team and/or participating in an investor conference call can give you added confidence in your investment decision-making process.

All told, such efforts may encourage you to invest in a company or to look elsewhere, and even to drop a stock from your portfolio.

The more useful information that you can gather, the better prepared you can be to make your investment decisions.

There are many benefits to having one-on-one conversations with those at the head of the corporations you invest in.

You can obtain information without a middle man or gatekeeper, gain a sense of management’s strength of convictions, and build rapport with managers that may result in added insight.

In the past, earnings conference calls were only made available to analysts and institutional investors. However, thanks to the accessibility of the internet, almost all public companies allow individual investors to listen in on the call.

Here are 10 questions that could get more from the CEO than the standard company line, if you get the chance to interact live with management.

They could help you determine whether or not you want to put your faith and money into a particular company.

Key Takeaways

• The answers to well-prepared questions for management can help you determine whether to invest in a particular company.
• Ask about sales over the next 12 to 24 months if you want to know about a company’s opportunities and risks over the short- and intermediate-term.
• Questions about the best use of cash may indicate whether a company is planning a merger or acquisition, if it will buy back common shares in the open market, or if it plans to save cash for future expansion.
• Questions about emerging competitors can inform investors about a company’s future challenges and strategies.
• To directly ask management questions, try to arrange a meeting with executives; or attend an annual general meeting, if non-shareholders are allowed, and listen to how they answer others.

10 Questions to Ask Management Before Investing

1. Where Do You See Sales Trending in the Next 12 to 24 Months?

This time frame will give you a good glimpse of the opportunities and the risks that could present themselves over both the short-term and the intermediate-term.

Because this is an open-ended question, and not a simple yes or no or one-word answer question, it allows the manager to give a broad response. Perhaps they will touch on a variety of issues that could prove valuable to the your decision-making.

2. What Are the Risks of Sourcing Raw Materials or Holding the Line on Costs of Services?

This question allows the manager to potentially touch on a variety of factors that could have an adverse impact on raw material or labor costs related to sourcing.

The manager’s response may give you some valuable insight into the future direction of gross margins, which in turn will give some insight into future potential earnings.

Savvy investors will compare the answer to this question with the earnings projections that the sell-side is making.

3. What Is the Best Use of the Cash on the Company’s Balance Sheet?

The manager’s answer to this question may indicate whether the company is planning a merger or acquisition, if it will use its cash to buy back common shares in the open market, or if it feels it’s better off saving cash for future expansion.

This information is particularly valuable because it may alert the investor to potential catalysts that could drive the stock higher (or to potential risks that could depress it).

4. How Does the Company Plan to Raise Capital in Order to Fund Future Growth?

When asking about future growth, look for a response that could indicate that the company is taking steps to improve its place in the market. If the company isn’t growing and is losing cash, then you’ll know that its performance probably won’t be good.

Note

A company’s annual general meeting (AGM) offers shareholders the opportunity to hear directly from management and board members and to ask them questions. Depending on the company, non-shareholders may also have access to this meeting. But if they don’t, and if you’re interested in a company, investing in just one share should grant you entry to the meeting.

5. Who Are the Emerging Competitors in the Industry in Which You Operate?

Answers to this question could reveal who the company feels is its competition, and/or who it may be in the future.

They may also alert you to new products/services coming to the market, which could impact the company at some point down the road.

Consequently, management may also disclose plans on how it intends to deal with these emerging competitors.

6. What Part of the Business Is Giving You the Most Trouble Now?

The answer will identify potential weaknesses in the company’s organization and provide some insight into future earnings.

For example, say the manager indicates that Division XYZ was forced to pay more in the current quarter for its raw materials because of a supply problem. If you know that Division XYZ makes up 40% of the company’s total revenues, you could assume with reasonable confidence that there may be a near-term earnings shortfall.

Keep in mind that identifying problem areas is one thing. But it is far more important to hear what the company plans to do to resolve the problem area(s) in both the short and long term.

7. How Close Is Wall Street to Estimating Your Company’s Earnings Results?

With this question, you’re asking if the company will meet consensus estimates. Think about it. If the manager says that Wall Street analysts typically underestimate earnings, the implication is that they’ll keep on doing that and there could be some upside to future earnings.

Conversely, if the manager comments that analysts are sometimes a little too optimistic, the implication is that there could be an earnings shortfall at some point in the future.

8. What Part of the Business That’s Ignored Has More Upside Potential Than Wall Street Believes?

This question may lead the manager to reveal more about the company’s positive points. It may inspire a long answer about important aspects that aren’t being represented in the media.

The manager’s answer could also reveal the source of potential upside earnings surprises, which is important because it may allow you to buy the stock before the impact (of the earnings) is actually reflected in the share price.

9. Do You Have Any Plans to Advance or Promote the Stock?

Knowing if and when management plans to promote its stock to individual and/or institutional investors is valuable information.

That’s because the smart investor who likes the company’s fundamentals can buy the stock ahead of what could be a large amount of buying pressure.

Individuals looking to time an entry or an exit point in the stock may also find this particular question to be valuable.

10. What Catalysts Will Affect the Stock Going Forward?

This is an open-ended question, so the manager may give you a wealth of useful information.

In some cases, they might highlight the potential for new analyst coverage, the possibility that the company may have a stronger year than expected, or plans to promote the stock.

Conversely, the manager might yield information about negative catalysts that could adversely impact the share price.

Can I Ask Company Executives Questions Directly?

Normally, that can be difficult. But, depending on the company, you could try to set up a meeting or phone call where topics would be discussed and questions asked. You might also be able to submit questions for an upcoming conference call.

Are Answers to My Questions About a Company Readily Available?

Usually they are. You may need to dig through financial statements and potentially other sources such as articles and interviews in news publications to find the information you seek. In addition, you could try calling the investor relations department of your target company and request answers.

What’s the Point of In-Person Meetings if the Info Is Already Available?

It’s possible that engaging in a discussion with company executives in person can provide useful insight about a company you might not otherwise receive. You may get a feel for the vision, strength of mission, and confident outlook of those in charge. They may offer additional information you don’t expect. And in-person meetings may provide you with a connection that you won’t get just by reading through the financials.

The Bottom Line

One-on-one conversations with managers can be terrific opportunities to garner timely, valuable information about a company.

Remember, all of the information you receive from these managers is readily available elsewhere, but what you glean from hearing from them in person could impart more than any earnings report could.

So be proactive. Try calling the company managers to make an appointment to meet them. Attend annual general meetings. Participate in conference calls when possible. Above all, arrive prepared to ask plenty of solid questions.

Spouses, ex-spouses, children, and other dependents may be eligible

Reviewed by Thomas J. Catalano
Fact checked by Suzanne Kvilhaug

Social Security isn’t just for retirement. It also provides benefits to the dependents of covered workers, including spouses, dependent parents, children, and grandchildren. Ex-spouses may also qualify under certain circumstances. How much a dependent receives is determined by their relationship to the retiree. They may receive between 50% and 100% of the qualified retiree’s benefits.

Key Takeaways

• The spouses and other dependents of covered workers may be eligible for Social Security benefits while the worker is alive and after their death.
• Ex-spouses of retired workers may be entitled to a benefit equaling half the amount the retiree receives, provided the marriage lasted at least 10 years.
• Social Security imposes a maximum family benefit that can reduce benefits to some dependents if the family as a whole has exceeded that limit.

Who Qualifies as a Social Security Dependent?

For Social Security purposes, eligible dependents can include:

• Spouses
• Ex-spouses
• Dependent children or grandchildren
• Dependent parents

Dependents may be eligible to receive benefits if an eligible Social Security recipient retires, becomes disabled, or dies. Here is how the program works, based on the type of dependent.

Benefits for the Spouses of Retirees

You are eligible to receive a spousal benefit if your spouse is already drawing Social Security. The payment equals up to one-half of your spouse’s monthly payment or their primary insurance amount (PIA). To qualify, you must be at least 62 or care for a child who is under 16 or who receives Social Security disability benefits.

You must have reached your full retirement age (FRA) to receive the entire one-half of your retired spouse’s PIA. That age is 66 years and two months for people born in 1955 and rises by two months per year of birth until it reaches 67 for those born in 1960 or later. Your monthly benefit is reduced if you choose to receive it before that time—the same way reduced benefits are calculated for workers who retire early.  

At the time you are eligible for the spousal benefit, you may be eligible to receive more from Social Security based on your own earnings record than you would receive through that of your spouse. If this is the case, the Social Security Administration (SSA) automatically provides you with the greater benefit.

Your spousal benefits may be reduced if you’re still working. The threshold is $23,400 annually or $1,950 per month in 2025—up from $22,320 annually or $1,860 per month in 2024. Your benefits are reduced by $1 for every $2 you earn over the limit. When you reach your FRA, your benefits will be reduced by $1 for every $3 you earn over $56,520 in 2023, and $62,160 in 2025 (up from $59,520 in 2024), up until the month you reach your FRA. These penalties no longer apply after that.

Married couples should coordinate how and when they each begin to collect benefits. You can run these numbers yourself to see how it works by using a Social Security calculator.

Benefits for Surviving Spouses

Survivor benefits are available to widows or widowers. The amount is based on the late spouse’s earnings record. To receive these benefits, you must be at least 60 years old or 50 if disabled. (The disability must have begun before or within seven years of your spouse’s death.)

You may also qualify if you’re younger and are caring for your deceased spouse’s child. The child must be under 16 or disabled and receiving dependent benefits based on the late parent’s earnings record.

There are several other options for surviving spouses:

• If you reach your FRA can receive 100% of your deceased spouse’s benefit
• If you are at least 60, the benefit ranges from 71.5% to 99.6% of your deceased spouse’s benefit

The survivor has some additional options. For example, a 60-year-old spouse could apply for survivor benefits now and switch to a retirement benefit based on their own work history at age 62 (or later), if that would result in a higher monthly payment.

Social Security also provides a one-time lump-sum payment of $255 upon the death of a spouse, provided the spouses were living in the same residence at the time of the spouse’s death.

Order your copy of the print edition of Investopedia’s Retirement Guide for more assistance in building the best plan for your retirement.

Benefits for Divorced Spouses

If you are divorced from a retired worker, you’re eligible to receive an amount equal to one-half of your former spouse’s PIA, provided you were married for at least 10 years.

The rules are similar to those for spousal benefits described above, with one notable exception: You can begin receiving benefits even before your former spouse starts drawing their benefits. But, you must be at least 62, and the divorce must have been finalized for at least two years if you have not yet reached your FRA.

Divorced spouses who had more than one marriage that lasted at least 10 years do not receive multiple benefit checks or one for each marriage. The SSA automatically chooses the former marriage that will yield the largest benefit to the ex-spouse.

Benefits for Children and Grandchildren

Children can qualify for a benefit as the survivor of a deceased worker or as the dependent of a living parent who receives Social Security retirement or disability benefits. Children need to be one of the following:

• Unmarried
• Under 18 (or 19 if they are a full-time student in elementary or secondary school)
• 18 or older and disabled from a disability that started before age 22

Benefits paid to a child don’t decrease a living parent’s retirement benefit. The value of the benefits the child could receive, added to the parent’s benefits, may help the parent decide if taking their own benefits sooner may be more advantageous.

A dependent child can receive up to half of the benefit of a parent receiving retirement or disability benefits. Dependent children of a deceased parent can receive up to 75% of the worker’s benefit, calculated as a percentage of the benefit that the worker would have received if they continued working until retirement. If you care for a child and receive benefits, then their benefits may stop at a different time than your own.

If grandchildren become dependents of their grandparents due to the death of their parents or for other reasons, they can be eligible to receive benefits based on the earnings record of either of their grandparents. Great-grandchildren do not qualify for dependent benefits.

Benefits for Disabled Children

Children with disabilities can be eligible for Social Security benefits, but the requirements and application process can be arduous. Social Security says the child must have a physical or mental condition that severely limits their activity and is expected to last more than one year or result in the child’s death.

The family must also have few, if any, other financial options for providing care. Social Security considers the family’s household income, additional resources, and other factors to make that determination.

If the child and their family qualify, the child may receive up to half of the parent’s full retirement or disability benefit. A disabled child could receive a benefit of 75% of the worker’s benefit if the worker is deceased. A child who is 18 or older is also eligible if they live from a disability that began no later than age 22.

For families in this situation, it’s worth noting that there are other government programs, such as Medicaid, that have provisions to assist children and adults with disabilities.

Note

Benefits to former spouses are not counted in your family maximum benefit, so they do not affect that maximum.

Family Benefit Maximum

Benefits to dependents are subject to a maximum monthly retirement and survivor payout from Social Security to the family as a whole. This total figure is based on the worker’s own monthly payment. The total payout to the family varies, but dependent benefits typically range between 150% to 180% of the worker’s payment.

The Social Security Administration uses a complex formula to calculate the family benefit maximum. The families of disabled workers are subject to a different formula, one that typically sets the maximum at between 100% and 150% of the worker’s payment.

Do Dependent Parents Qualify for Benefits?

Some parents legally depend on a child due to economic circumstances or disability. The dependent parents of a deceased worker who is 62 or older can receive 82.5% of the worker’s benefit for one parent or 75% each for two parents.

How Safe Is Social Security?

According to the most recent report on its future, the Social Security fund is expected to pay 100% of scheduled benefits until 2033. The fund has enough reserves to pay 79% of scheduled benefits after that.

Are Social Security and Supplemental Security Income (SSI) the Same?

No. Social Security and supplemental security income (SSI) are two different benefits programs. Social Security provides benefits for retired workers and their qualified dependents. SSI, on the other hand, pays monthly benefits to individuals who cannot meet their basic needs because of their age or disability. People can receive both Social Security and SSI benefits.

The Bottom Line

Social Security provides benefits for retired workers. But, most people probably don’t know that these benefits can also be paid to their dependents. This includes spouses, ex-spouses, children, grandchildren, and dependent parents. You must qualify to receive the retired worker’s benefits and you may be limited to how much you can receive.

One of the primary objectives of any market analyst is to determine what exactly the market is doing. Is it rising or falling, trending or consolidating? And how do you know? For most, that analysis begins with moving averages. In fact, a commonly accepted definition of a bull market is one that is trading above its 200-day moving average—and the inverse is true for a bear market.

Moving averages are a staple of technical analysis because they help traders determine what is happening in the market by smoothing out price data and filtering out short-term volatility. Traders use them to determine if a market is trending and, if it is trending, as dynamic support and resistance levels.

Many traders also use moving averages as the basis of a trend-following trading system, with a shorter-term moving average crossing over a longer-term average taken as an entry signal.

Key Takeaways

• Moving averages smooth out price data to help identify trends.
• Types of moving averages include the simple moving average (SMA) and the exponential moving average (EMA).
• Moving averages can indicate support and resistance levels, especially in trending markets.
• Strategies include price crossovers and dual moving average crossovers.
• Combining moving averages with other indicators can enhance trading signals.

Understanding Moving Averages

Definition and Purpose

A moving average smooths out price fluctuations by averaging prices over a set period, reducing noise and helping traders determine whether a market is trending or not. They are “moving” because they’re constantly being recalculated with the latest price data. They also frequently serve as support and resistance in trending markets. Additionally, traders watch for crossovers as signals of a shift in trend.

Types of Moving Averages

The most common moving averages are:

• Simple moving average (SMA)
• Exponential moving average (EMA)
• Weighted moving average (WMA)
• Smoothed moving average (SMMA)

Simple Moving Average (SMA)

The SMA represents the average closing prices of the previous n periods. It appears as a smoothed line that shows the average price movement over time. Old data is dropped as new data is added, creating a moving average. Most moving averages are based on closing prices, so only one data point is needed per day. For example, for a 10-day SMA, you would take the closing price of each of the e last 10 days and divide by 10. The calculation is repeated each day, with the oldest date dropping off as a new day is added, creating an average that “moves.”

With the SMA, all the data points within the period are equally weighted. The SMA is a lagging indicator that reacts relatively slowly to price changes.

Exponential Moving Average (EMA)

The EMA is a weighted moving average that prioritizes recent price data. This means it reacts more quickly to price changes than the SMA, thereby helping to reduce the lag.

There are three steps to calculating the EMA:

First, calculate the SMA average. This is used for the initial EMA value.

Second, determine and calculate the weighting multiplier.

Third, calculate the EMA for each day.

Calculation:

Initial SMA: 10 period

Multiplier: (2/ (Time periods + 1) ) = (2/(10+1) ) = 0.1818 or 18.18%

EMA: (Close – EMA (of the previous day) x multiplier + EMA (of the previous day).

The EMA helps traders respond more quickly to price changes as it captures momentum shifts sooner than the SMA. However, that means it also generates more false signals in choppy markets.

Weighted Moving Average (WMA)

As with the EMA, the WMA assigns greater importance to recent price data. However, unlike the EMA, the weights of the values are adjusted linearly rather than exponentially.

The characteristics of the WMA are very similar to those of the EMA. But the difference occurs in their calculations. WMAs smooth out price data linearly and are not as dynamic as EMAs.

Smoothed Moving Average

This Smoothed Moving Average is a variation of the SMA and the EMA with a greater smoothing effect. By incorporating more past data into its calculation, it reduces price fluctuations and market noise more effectively than the SMA and EMA.

The Smoothed Moving Average includes more data than the WMA, EMA, and SMA and filters out a lot of noise. However, this also makes it much slower to react to price movements.

How Moving Averages Work in Stock Trading

Trend Identification

Moving averages are ideal for identifying market trends. For this reason, they are used by virtually every market analyst and are generally the first indicator to go on any price chart.

A rising moving average indicates an uptrend, with momentum favoring buyers as long as price remains above that moving average. A falling moving average indicates a downtrend. If a moving average is flat, the market is likely consolidating, meaning trend-following strategies will be ineffective.

Support and Resistance Levels

MAs can also act as dynamic support and resistance levels when markets are trending. In an uptrend they can serve as support, with price frequently bouncing off the major moving averages, creating opportunities for traders. Similarly, in a downtrend, MAs can be used as resistance levels, preventing breakouts and signaling selling pressure.

At least part of the reason moving averages consistently provide support and resistance is because traders expect them to, creating a self-fulfilling prophecy. In other words, if everyone thinks price will reverse at a certain level, it probably will because traders will look to enter (or exit) at that level.

Also, depending on the strength of the trend and the time frame of the moving average (20-, 50- or 200-period), price will often behave differently around different moving averages. At the 20-day, for example, it might find support or resistance and reverse quickly, resuming its previous trend. But at the 50-day or 200-day, it’s more likely to consolidate for some time before continuing with the longer-term trend.

Strategies for Using Moving Averages

When it comes to executing a trading system, as opposed to just getting a read on a market, moving averages are most useful with trend-following or as support or resistance in counter-trend pullbacks.

Price Crossovers

Price crossing over a moving average could provide a signal in itself, one of a trend reversal or continuation. A bullish crossover occurs when the price moves above a moving average, signaling potential upside momentum. A bearish crossover happens when the price drops below a moving average, indicating a possible downtrend.

For example, following a pullback in a trending market, an asset again rises above its 20-day EMA. That can be considered a bullish signal, indicating potential upside momentum to follow. A stop-loss order just below the 20-day will help manage risk.

Traders also often use price crossovers as a filter. For example, from a technical standpoint, it would be unwise to short an asset that is rising above a steadily rising 20-day SMA and vice versa.

Moving Average Crossovers

The dual moving average strategy involves a short-term MA crossing a longer-term MA. For some traders, this alone can serve as a buy or sell signal, indicating the start or end of a trend.

When the short-term average moves above the long-term average—say, the 50-SMA crosses above the 200-SMA—it’s called a golden cross and signals the start of a possible uptrend. Conversely, a death cross happens when the 50-SMA crosses below the 200-SMA, indicating a downtrend.

Traders use dual crossovers across virtually every asset class, adjusting the moving averages’ periods to fit their strategy and market. This method is effective for trend following but can also frequently produce false signals and whipsaws. The key to profitability is position sizing and making sure the winners are far bigger than the losers. Generally, traders risk 1% to 2% of capital per trade and set minimum risk-reward ratios.

Pros and Cons of Using Moving Averages

Pros

• Trend Identification

• Dynamic Support and Resistance Levels

• Helps Reduce Market Noise

• Trade Signal Generation

• Works Across Different Timeframes and Markets

• Can be Used with Other Indicators

Cons

• Lagging Indicator

• Ineffective in Sideways or Choppy Markets

• False Signals and Whipsaws

• Lacks Predictability

Enhancing Moving Average Strategies

Combining with Other Indicators

Combining MAs with other indicators enhances accuracy by filtering out false signals. It also helps with trend confirmation. Moreover, volume analysis strengthens MA crossovers as high volume supports bullish or bearish moves, while low volume may indicate a false breakout.

The Moving Average Convergence Divergence (MACD) helps confirm momentum shifts, while the Relative Strength Index (RSI) ensures MAs are signaling trades when there is negative or positive divergence. Bollinger Bands validate breakouts, helping traders avoid weak signals in sideways markets. Average True Range (ATR) adjusts MA sensitivity based on volatility, ensuring traders use shorter MAs in quiet markets and longer MAs in volatile conditions.

The Bottom Line

Moving averages are quite useful in recognizing the state of the market. However, their effectiveness as trading signals depends on market conditions and risk management. Traders adjust the types of moving averages they use and the number of periods based on their trading strategy and frequently combine them with other indicators such as the MACD, RSI, and Bollinger Bands.

Finally, as MAs tend to lag in choppy markets, combining them with risk management tools like stop-losses and position sizing helps ensure better decision-making.