Markets
From Coast to Coast: How U.S. Muni Bonds Help Build the Nation
Over 200 Years of U.S. Municipal Bond History
Our modern society shares few characteristics with the 1800s. In the last two centuries, styles have changed, laws have evolved, and cities look entirely different. However, one thing that has prevailed is the way state and local governments finance public projects.
Far from a new invention, municipal bonds have been shaping U.S. communities for more than 200 years. In today’s infographic from New York Life Investments, we take a look back at their long history.
Early Beginnings – 1800s
1812: First Official Issue
New York City issues a general obligation bond for a canal.
1817-1825: Facilitating Economic Growth
A few years later, 42 separate bond issues help fund the successful Erie Canal project.
1843: Growing Popularity
Municipal debt sits at about $25 million. Over the next two decades, this total increases exponentially to fund urban improvement and free public education.
Circa 1865: Railroad Expansion
For a few years after the American Civil War, a great deal of debt is issued to build railroads.
1873: The Panic of 1873
Excessive investment in railroads, real estate, and nonessential services leads to the downfall of the large bank Jay Cooke and Co., smaller firms, and the stock market. Many state and local governments default, temporarily halting municipal financing.
The 20th Century
1913: Exception Granted
U.S. Congress introduces a permanent federal income tax, and specifically excludes municipal bond income from taxation.
Note: today, a portion of municipal bonds are taxable.
1930: Expansion in the West
In the midst of the Great Depression, voters approve $35 million in funding to build the Golden Gate Bridge.
1939-1945: Diverted Resources
With financial resources directed to the military in WWII, municipal debt falls. By 1945, total debt sits at less than $20 billion.
1960: Exponential Growth
Only 25 years later, outstanding public debt—the total amount owed to creditors—more than triples to $66 billion.
1971: Investor Protection
Municipal bond insurance is introduced. That same year, insured municipal bonds finance the construction of hospital facilities in Alaska—bringing essential services and investment opportunities to a remote area.
1975: Marketplace Stewardship
Bringing further reassurance to the municipal bond market, the Municipal Securities Rulemaking Board (MSRB) is introduced to establish regulations for dealers, and for advisors at a later date.
1981: Continued Growth
Outstanding public debt reaches $361 billion.
Modern Day
2009-2010: Economic Recovery
More than $181 billion of federally-subsidized Build America Bonds are issued by state and local governments to help stimulate the economy after the financial crisis.
2016-2018: Investor Dollars at Work
In recent years, state and local debt has financed many important projects across the country.
- 2016: The New York State Thruway Authority issues $850 million in bonds to finance a portion of the new NY Bridge Project.
- 2017: California’s Department of Water Resources issues $428 million in bonds for the maintenance and construction of its water management infrastructure.
- 2018: The Denver International Airport issues $2.5B in bonds to finance capital improvements, the largest airport revenue bond in municipal bond history.
2018: Helping People and the Planet
Sustainable applications for municipal bonds continue to grow, with Californian voters approving $2 billion in financing for supportive housing. In addition, state and local governments issue $4.9 billion in U.S. municipal green bonds.
Today: A Sizable Investment Opportunity
As financing spans the nation, the U.S. municipal bond market is both large and active:
- $3.8 trillion capital market
- One million outstanding securities
- $11.6 billion in par traded per/day
- 40,000 daily trades
Not only that, municipals have offered a compelling after-tax yield. For example, high yield municipals offered 121% of the after-tax yield of high yield corporates as of September 30, 2019.
The Foundation of Infrastructure
For over 200 years, municipal bonds have provided critical financing to build hospitals, schools, highways, airports, and more. Today, two out of three infrastructure projects in the U.S. are financed by municipal bonds.
Additionally, municipals have weathered almost every economic storm, providing much-needed capital stimulus during some of the deepest U.S. recessions. As history continues to unfold, municipals hold great potential for issuers, communities, and investors.
Technology
Thematic Investing: 3 Key Trends in Cybersecurity
Cyberattacks are becoming more frequent and sophisticated. Here’s what investors need to know about the future of cybersecurity.


Thematic Investing: 3 Key Trends in Cybersecurity
In 2020, the global cost of cybercrime was estimated to be around $945 billion, according to McAfee.
It’s likely even higher today, as multiple sources have recorded an increase in the frequency and sophistication of cyberattacks during the pandemic.
In this infographic from Global X ETFs, we highlight three major trends that are shaping the future of the cybersecurity industry that investors need to know.
Trend 1: Increasing Costs
Research from IBM determined that the average data breach cost businesses $4.2 million in 2021, up from $3.6 million in 2017. The following table breaks this figure into four components:
Cost Component | Value ($) |
---|---|
Cost of lost business | $1.6M |
Detection and escalation | $1.2M |
Post breach response | $1.1M |
Notification | $0.3M |
Total | $4.2M |
The greatest cost of a data breach is lost business, which results from system downtimes, reputational losses, and lost customers. Second is detection and escalation, including investigative activities, audit services, and communications to stakeholders.
Post breach response includes costs such as legal expenditures, issuing new accounts or credit cards (in the case of financial institutions), and other monitoring services. Lastly, notification refers to the cost of notifying regulators, stakeholders, and other third parties.
To stay ahead of these rising costs, businesses are placing more emphasis on cybersecurity. For example, Microsoft announced in September 2021 that it would quadruple its cybersecurity investments to $20 billion over the next five years.
Trend 2: Remote Work Opens New Vulnerabilities
According to IBM, companies that rely more on remote work experience greater losses from data breaches. For companies where 81 to 100% of employees were remote, the average cost of a data breach was $5.5 million (2021). This dropped to $3.7 million for companies that had under 10% of employees working from home.
A major reason for this gap is that work-from-home setups are typically less secure. Phishing attacks surged in 2021, taking advantage of the fact that many employees access corporate systems through their personal devices.
Type of Attack | Number of attacks in 2020 | Number of attacks in 2021 | Growth (%) |
---|---|---|---|
Spam phishing | 1.5M | 10.1M | +573% |
Credential phishing | 5.5M | 6.2M | +13% |
As detected by Trend Micro’s Cloud App Security.
Spam phishing refers to “fake” emails that trick users by impersonating company management. They can include malicious links that download ransomware onto the users device. Credential phishing is similar in concept, though the goal is to steal a person’s account credentials.
A tactic you may have seen before is the Amazon scam, where senders impersonate Amazon and convince users to update their payment methods. This strategy could also be used to gain access to a company’s internal systems.
Trend 3: AI Can Reduce the Cost of a Data Breach
AI-based cybersecurity can detect and respond to cyberattacks without any human intervention. When fully deployed, IBM measured a 20% reduction in the time it takes to identify and contain a breach. It also resulted in cost savings upwards of 60%.
A prominent user of AI-based cybersecurity is Google, which uses machine learning to detect phishing attacks within Gmail.
Machine learning helps Gmail block spam and phishing messages from showing up in your inbox with over 99.9% accuracy. This is huge, given that 50-70% of messages that Gmail receives are spam.
– Andy Wen, Google
As cybercrime escalates, Acumen Research and Consulting believes the market for AI-based security solutions will reach $134 billion by 2030, up from $15 billion in 2021.
Introducing the Global X Cybersecurity ETF
The Global X Cybersecurity ETF (Ticker: BUG) seeks to provide investment results that correspond generally to the price and yield performance, before fees and expenses, of the Indxx Cybersecurity Index. See below for industry and country-level breakdowns, as of June 2022.
Sector (By security type) | Weight |
---|---|
Cloud | 28.0% |
Network | 25.1% |
Identity | 17.7% |
Internet | 15.0% |
Endpoint | 12.8% |
Country | Weight |
---|---|
🇺🇸 U.S. | 71.6% |
🇮🇱 Israel | 13.2% |
🇬🇧 UK | 8.2% |
🇯🇵 Japan | 5.5% |
🇰🇷 South Korea | 0.9% |
🇨🇦 Canada | 0.6% |
Totals may not equal 100% due to rounding.
Investors can use this passively managed solution to gain exposure to the rising adoption of cybersecurity technologies.

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Visualizing Major Layoffs At U.S. Corporations
This infographic highlights the accelerating pace of layoffs so far in 2022, as businesses cut costs ahead of a potential recession.

Visualizing Major Layoffs at U.S. Corporations
Hiring freezes and layoffs are becoming more common in 2022, as U.S. businesses look to slash costs ahead of a possible recession.
Understandably, this has a lot of people worried. In June 2022, Insight Global found that 78% of American workers fear they will lose their job in the next recession. Additionally, 56% said they aren’t financially prepared, and 54% said they would take a pay cut to avoid being laid off.
In this infographic, we’ve visualized major layoffs announced in 2022 by publicly-traded U.S. corporations.
Note: Due to gaps in reporting, as well as the very large number of U.S. corporations, this list may not be comprehensive.
An Emerging Trend
Layoffs have surged considerably since April of this year. See the table below for high-profile instances of mass layoffs.
Company | Industry | Layoffs (#) | Month |
---|---|---|---|
Peloton | Consumer Discretionary | 2,800 | February |
Funko | Consumer Discretionary | 258 | April |
Robinhood | Financial Services | ~400 | April |
Nektar Therapeutics | Biotechnology | 500 | April |
Carvana | Automotive | 2,500 | May |
Doma | Financial Services | 310 | May |
JP Morgan Chase & Co. | Financial Services | ~500 | June |
Tesla | Automotive | 200 | June |
Coinbase | Financial Services | 1,100 | June |
Netflix | Technology | 300 | June |
CVS Health | Pharmaceutical | 208 | June |
StartTek | Technology | 472 | June |
Ford | Automotive | 8,000 | July |
Rivian | Automotive | 840 | July |
Peloton | Consumer Discretionary | 2,000 | July |
LoanDepot | Financial Services | 2,000 | July |
Invitae | Biotechnology | 1,000 | July |
Lyft | Technology | 60 | July |
Meta | Technology | 350 | July |
Technology | <30 | July | |
Vimeo | Technology | 72 | July |
Robinhood | Financial Services | ~795 | August |
Here’s a brief rundown of these layoffs, sorted by industry.
Automotive
Ford has announced the biggest round of layoffs this year, totalling roughly 8,000 salaried employees. Many of these jobs are in Ford’s legacy combustion engine business. According to CEO Jim Farley, these cuts are necessary to fund the company’s transition to EVs.
We absolutely have too many people in some places, no doubt about it.
– Jim Farley, CEO, Ford
Speaking of EVs, Rivian laid off 840 employees in July, amounting to 6% of its total workforce. The EV startup pointed to inflation, rising interest rates, and increasing commodity prices as factors. The firm’s more established competitor, Tesla, cut 200 jobs from its autopilot division in the month prior.
Last but not least is online used car retailer, Carvana, which cut 2,500 jobs in May. The company experienced rapid growth during the pandemic, but has since fallen out of grace. Year-to-date, the company’s shares are down more than 80%.
Financial Services
Fearing an impending recession, Coinbase has shed 1,100 employees, or 18% of its total workforce. Interestingly, Coinbase does not have a physical headquarters, meaning the entire company operates remotely.
A recession could lead to another crypto winter, and could last for an extended period. In past crypto winters, trading revenue declined significantly.
Brian Armstrong, CEO, Coinbase
Around the same time, JPMorgan Chase & Co. announced it would fire hundreds of home-lending employees. While an exact number isn’t available, we’ve estimated this to be around 500 jobs, based on the original Bloomberg article. Wells Fargo, another major U.S. bank, has also cut 197 jobs from its home mortgage division.
The primary reason for these cuts is rising mortgage rates, which are negatively impacting the demand for homes.
Technology
Within tech, Meta and Twitter are two of the most high profile companies to begin making layoffs. In Meta’s case, 350 custodial staff have been let go due to reduced usage of the company’s offices.
Many more cuts are expected, however, as Facebook recently reported its first revenue decline in 10 years. CEO Mark Zuckerberg has made it clear he expects the company to do more with fewer resources, and managers have been encouraged to report “low performers” for “failing the company”.
Realistically, there are probably a bunch of people at the company who shouldn’t be here.
– Mark Zuckerberg, CEO, Meta
Also in July, Twitter laid off 30% of its talent acquisition team. An exact number was not available, but the team was estimated to have less than 100 employees. The company has also enacted a hiring freeze as it stumbles through a botched acquisition by Elon Musk.
More Layoffs to Come…
Layoffs are expected to continue throughout the rest of this year, as metrics like consumer sentiment enter a decline. Rising interest rates, which make it more expensive for businesses to borrow money, are also having a negative impact on growth.
In fact just a few days ago, trading platform Robinhood announced it was letting go 23% of its staff. After accounting for its previous layoffs in April (9% of the workforce), it’s fair to estimate that this latest round will impact nearly 800 people.
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