Business Visualizations

Time-lapse Videos Show the Rise and Fall of Iconic American Retail Stores

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The rise of major streaming services such as Netflix and online retailers such as Amazon have had a devastating impact on once-booming American classic retail establishments such as Blockbuster Video and Toys“R”Us. This phenomenon is precisely what today’s time-lapse density maps aim to visualize.

These videos come to us from Reddit user /u/V1Analytics. The user created them using Excel, Python, and Blender 2.8. They shared them on the /r/DataisBeautiful Subreddit here and here where they raked in an impressive number of Upvotes at over 90k and 57k respectively.

Blockbuster Video US store locations between 1986 and 2019

Blockbuster Video opened its first retail location in October of 1985, but this time-lapse starts 10 months later in August of 1986. At the time, the company boasted only 5 stores. The company almost immediately saw what can only be described as a viral spread of locations. One year later, there were 68 stores spanning coast to coast and by 2003, the company was hitting its peak at about 5,600 stores nationwide. But after nearly 20 years of steady growth and industry domination, the tides began to turn. The company lost over 80% of its stores with about 1,000 remaining by 2012, and was at about 350 stores at the same time the following year. Today, there is still 1 store (albeit privately owned) in operation in Bend, Oregon.

[OC] Blockbuster Video US store locations between 1986 and 2019 from r/dataisbeautiful

From August to August, here’s a quick yearly rundown of how fast the company spread and how fast it all came crumbling down.

  • 1986 – 5 stores
  • 1987 – 68
  • 1988 – 290
  • 1989 – 794
  • 1990 – 1,234
  • 1991 – 1,578
  • 1992 – 1,899
  • 1993 – 2,251
  • 1994 – 2,587
  • 1995 – 2,942
  • 1996 – 3,285
  • 1997 – 3,645
  • 1998 – 3,934
  • 1999 – 4,468
  • 2000 – 4,978
  • 2001 – 5,240
  • 2002 – 5,433
  • 2003 – 5,569 (notice the decrease in growth from ’02 to ’03)
  • 2004 – 5,690 (still growing … but barely)
  • 2005 – 5,678 (holding steady?)
  • 2006 – 5,315 (over 300 stores lost in 1 year)
  • 2007 – 4,914
  • 2008 – 4,629 (consistently losing 300-400 stores per year; now falling as fast as it was once growing)
  • 2009 – 4,188
  • 2010 – 3,480 (not looking good)
  • 2011 – 2,097 (yikes)
  • 2012 – 1,097 (1,000 stores down in one year!)
  • 2013 – 361
  • 2014 – 44
  • 2015 – 24 (the final stores certainly put up a fight)
  • 2016 – 14 (still holding on)
  • 2017 – 9 (back down to 1986 numbers 30 years later)
  • 2018 – 2
  • 2019 – 1 (and that store is still open today!)

In the end, its reliance on brick and mortar and inability to adjust with the times (Netflix DVD delivery and eventual streaming services) lead to its swift and painful demise.

Toys“R”Us Stores Across the US from 1957 to 2020

And here’s a similar tale from another classic bygone store. For those of you who are too young to remember, Toys“R”Us was the Shangri-La for kids; literally a full size department store FILLED with toys. The nostaliga is real!

It was glorious but simply could not compete with the major online retailers such as Amazon. See for yourself below:

[OC] Toys “R” Us Stores across the US from 1957 to 2020 from r/dataisbeautiful

Surprisingly, as of 2019, Toys“R”Us is trying to make a comeback in the United States.

Now hopefully we can convince V1Analytics to do the same with KB Toys and even Gamestop/EB Games now that they’re on the way out.

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Business Visualizations

The Cities Where Young People Can Still Afford to Start Out

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Moving into a first apartment is a rite of passage, but the math behind making it a reality is becoming a bigger obstacle. The metros with the strongest job markets also have the steepest living costs, and over the past few years, rent in these areas has climbed faster than paychecks. Cheap rent isn’t the only solution, though. Thin wages and flat hiring shut young people out of many cities.

Rove Lab’s new analysis identifies the cities in the middle ground with the most to offer young people establishing their lives. The study examined the 100 most populous U.S. metro areas and scored each one on 10 different metrics grouped into three weighted categories.

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The U.S. Metros That Are Still Affordable for Young People Just Starting Out

Financial affordability was the most important category, carrying 60% of the weight. This category covers average annual wage, wage growth, median rent and utility costs, rent-to-income ratio, and cost of living relative to the national average. Cost of living alone received 20% of the weight, the heaviest single metric in the study. Opportunity and access accounted for 24% and included employment growth, number of residents between 22 and 34, and amount of rental vacancy. The final 16% went to entertainment and dining, tracking the number of arts and recreation venues and restaurants and bars per 100,000 residents. Each metric was standardized, scored, and weighted into a final number out of 100.

The winning city was Fayetteville-Springdale-Rogers, Arkansas, with a score of 74.24. This isn’t an obvious winner until you look at the numbers. Wages increased by 20.5% from 2022 to 2025, with the average wage at $77,165 and a cost of living that’s 8.65% below the national average. This combination creates a rent-to-income ratio of 19%, leaving young people with money to save, potentially for the elusive dream of homeownership. Fortune 500 companies, Walmart, J.B. Hunt, and Tyson, have a home in the area and likely explain wage strength.

Austin-Round Rock-San Marcos followed with a 73.93 score, driven by a thriving tech sector that’s seen 8.7% employment growth, and the area offers 30,000 vacant rental units for newcomers. Des Moines, Baton Rouge, and Nashville round out the top five.

A few cities earned high rankings thanks to low housing costs. Pittsburgh was seventh overall with a rent-to-income ratio of 17.6%. Wichita, ranked ninth, has low rent and utilities and a low cost of living that’s 11.05% below average. Toledo, number 25 on the list, has the cheapest housing of all cities on the list, with an average of $949 a month.

The most surprising cities on the list are Californian. San Jose-Sunnyvale-Santa Clara ranks 21st, and San Francisco-Oakland-Fremont lands 24th, despite costs of living well above the national average. Salaries do the heavy lifting, averaging $208,877 and $146,433, respectively. This pulls down San Jose’s rent-to-income ratio to 16.2%, the lowest on the list.

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Business Visualizations

The Industries That Power the U.S. Economy

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If you were to ask the average American on the street to name the industries that power the national economy, they’ll likely reply “manufacturing” or “tech.” But the Bureau of Economic Analysis says otherwise. As Ooma’s study shows, real estate, rental, and leasing hold the biggest slice of the U.S. economy.

In 2024, the U.S. produced more than $29 trillion in economic output, which outstripped Germany, China, and Japan combined. Looking at how gross domestic product (GDP) breaks down by industry shows the value added by sector after subtracting the costs of the inputs that industry consumed. For example, a carmaker buys steel, rubber, and semiconductors. The value added is the difference between those purchases and the selling price of the finished car. Add up that gap, the value added across every industry in the country, and you arrive at the GDP.

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Which industries contribute most to the United States’ GDP?

When Ooma ranked industries by their GDP, they found out that the money is concentrated in these industries:

Real estate, rental, and leasing – 13.8%: Real estate alone accounted for $3.68 trillion, the biggest of any sub-industry in the economy. Every mortgage payment, property tax bill, apartment lease, and commercial rent check pours into this sector. Rising home ownership costs over the past decade have pushed more citizens into renting, which has only inflated this industry.

Manufacturing – 9.8%: Factory employment has fallen for forty years due to automation and offshoring, but output hasn’t fallen. Chemical products created $554 billion, and computer and electronic products contributed $299.8 billion to the U.S. economy, helping keep the nation among the world’s top manufacturing nations despite a smaller workforce.

Professional, scientific, and technical services – 8.0%: This industry is made up of law firms, consultancies, engineering firms, and software developers. Legal services alone created $387.7 billion, and computer systems design added $552.2 billion to the American economy. This strongly shows how the American economy leans toward knowledge work.

Finance and insurance – 7.6%: Credit intermediation and Federal Reserve banks generated $1.01 trillion, insurance carriers contributed $791.8 billion, and securities and commodity contracts brought in $396.1 billion.

State and local government – 7.6%: Many rankings leave out these sectors, but government at the state and local level added $2.07 trillion, second only to real estate among all the sub-industries.

Health care and social assistance – 7.5%: Ambulatory care brought in $1.08 trillion and hospitals contributed $691.5 billion. This reflects genuine demand from an aging population and the fact that the U.S. spends more per capita on healthcare than any other developed nation.

Below these top-tier industries, retail trade, wholesale trade, information (Google, Meta, cloud providers, telecom), data processing, and internet publishing followed. Construction closed out the top ten industries at 4.5%, rising and falling in contributions with the real estate sector.

The largest components of American GDP aren’t the ones that produce a physical product. They’re the industries that manage property, deliver care, sell expertise, and move money.

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Business Visualizations

ROI Study: Which Degrees Pay Off Fastest?

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Student Choice has published the 2026 updated version of its study, ranking the most popular college degrees by return on investment after five years in the workforce. The team’s premise is timely as they examine a hot topic: the cost of higher education. The average cost of college now exceeds $43,000 per year, so entering the workforce with these student loans became a high-stakes game. The analysis pairs the top 25 majors in 2026, based on a previous Student Choice study, with earnings data from the U.S. Bureau of Labor Statistics to calculate how much a graduate earns in their first five years relative to their four-year tuition investment. They illustrated their findings by ranking 20 degree types compared to 40 common occupations.

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The Most Popular College Degrees Ranked by Return on Investment (ROI) After 5 Years in the Workforce – Updated 2026

The team used a simple methodology. The average cost of college is $43,098 per year for a total investment of $172,392 for four years, with ROI calculated as median wages earned over five years divided by the four-year college cost. Majors that require advanced degrees like physical therapy, veterinary medicine, physician assistant, dentistry, and pharmacy were excluded from the ROI comparison even though these majors rank in the top 25.

Aviation tops the rankings chart, claiming the leading spot by a wide margin because of its astounding 574.3% ROI after five years, boosted by the median annual wage of $198,000. The field’s popularity is likely due to high pay and a looming pilot shortage as veteran airline workers retire. Engineering and computer science tied for second place at 290% each with median wages of $100,000 a year.

Healthcare and quantitative fields round out the upper tier. Nursing ranks fourth with an ROI of 272.6%, followed by math at 249.4% and accounting at 237.8%. Business, political science, architecture, and biology all tie for eighth at 217.5%, based on a $75,000 median wage. Education and social sciences sit near the bottom of the list at 159.5%, and fine arts at the bottom at 145%.

The study’s most helpful section might be the table that shows how career choice within a major can dramatically outperform the degree’s baseline. Aviation graduates who became airline pilots, copilots, or flight engineers reached a 652.7% return on a median wage of $226,600. Computer and information systems managers hit 496.5%, financial managers reached 469%, and public relations and fundraising managers reached 385.4%. Even lower-ranked majors can have exceptions. For example, fine arts majors who become art directors have a 322.1% return with a median salary of $111,040. Math majors working as actuaries earn 364.8%.

Overall, though, this study shows us that getting a degree pays off. Even accounting for student debt, the data suggests that degrees can double or triple the initial investment within five years. While most people will work for about four decades after student life, the returns will continue to compound. There is a growing preference for specialized, career-focused degrees with clear pathways into established professions so students can enjoy the ROIs we see here.

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