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Here’s How Americans Spend Their Time, Sorted by Income

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Here's How Americans Spend Their Time, Sorted by Income

Today’s visualization comes from data scientist Henrik Lindberg, and it shows America’s favorite past-times based on the participation of people in different income brackets.

It uses data from the American Time Use Survey that is produced by the Bureau of Labor Statistics (BLS) to break down these activities.

Common Interests

While activities are all over the map, it appears that some past-times are more common across all income groups.

Team sports and solo pursuits both are represented well in the center. In fact, reading for personal interest, dancing, computer use, hunting, hiking, walking, playing basketball, or playing baseball can all be found in the middle of the spectrum, appealing to Americans in every income group.

Closer to the top and bottom of the visualization, however, we see where income groups diverge in how they spend their time. It’s probably not surprising to see that people with higher incomes spend more time golfing, playing racket sports, attending performing arts, and doing yoga than average. On the flipside, lower income Americans spend more time watching television, listening to the radio, and listening to/playing music.

Curious Anomalies

Every data set has its own peculiarities. Sometimes these things can be explained, and sometimes they are just aberrations created as a result of how data was collected (i.e. how a survey was worded, bias, or some other error).

Here are some of the stranger anomalies that appear in this data set. We won’t attempt to explain them here, but feel free to speculate in the comments section:

  • Higher income Americans disproportionately enjoy softball – while baseball has more universal appeal across income groups.
  • While activities like boating are typically associated with higher income levels, the activity of running is generally not. Yet, running is disproportionately enjoyed by higher income Americans, according to this survey.
  • Despite playing baseball being fairly universal across the spectrum, watching baseball skews higher income.
  • Writing for personal interest has an interesting distribution: it is enjoyed disproportionately by poorer and richer Americans, but is underrepresented in the middle class.

Can you find anything else that stands out as being an anomaly?

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Misc

How Many Music Streams Does it Take to Earn a Dollar?

Streaming has breathed new life into the music business, but as new data shows, these services pay out wildly different rates per stream.

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How Many Music Streams Does it Take to Earn a Dollar?

A decade ago, the music industry was headed for a protracted fade-out.

The disruptive effects of peer-to-peer file sharing had slashed music revenues in half, casting serious doubts over the future of the industry.

Ringtones provided a brief earnings bump, but it was the growing popularity of premium streaming services that proved to be the savior of record labels and artists. For the first time since the mid-90s, the music industry saw back-to-back years of growth, and revenues grew a brisk 12% in 2018 – nearly reaching $10 billion. In short, people showed they were still willing to pay for music.

Although most forecasts show streaming services like Spotify and Apple Music contributing an increasingly large share of revenue going forward, recent data from The Trichordist reveals that these services pay out wildly different rates per stream.

Note: Due to the lack of publicly available data, calculating payouts from streaming services is not an exact science. This data set is based on revenue from an indie label with a ~150 album catalogue generating over 115 million streams.

Full Stream Ahead

One would expect streaming services to have fairly similar payout rates every time a track is played, but this is not the case. In reality, the streaming rates of major players in the market – which have very similar catalogs – are all over the map. Below is a full breakdown of how many streams it takes to earn a dollar on various platforms:

Streaming serviceAvg. payout per stream# of streams to earn one dollar# of streams to earn minimum wage*
Napster$0.0195377,474
Tidal$0.012580117,760
Apple Music$0.00735136200,272
Google Play Music$0.00676147217,751
Deezer$0.0064156230,000
Spotify$0.00437229336,842
Amazon$0.00402249366,169
Pandora**$0.001337521,106,767
YouTube$0.000691,4492,133,333

*U.S. monthly minimum wage of $1,472 **Premium tier

Napster, once public enemy number one in the music business, has some of the most generous streaming rates in the industry. On the downside, the brand currently has a market share of less than 1%, so getting a high volume of plays on an album isn’t likely to happen for most artists.

On the flip side of the equation, YouTube has the highest number of plays per song, but the lowest payout per stream by far. It takes almost 1,500 plays to earn a single dollar on the Google-owned video platform.

Spotify, which is now the biggest player in the streaming market, is on the mid-to-low end of the compensation spectrum.

The Payment Pipeline

How do companies like Spotify calculate the amount paid out to license holders? Here’s a look at their payout process:

artist spotify streaming payouts

As this chart reveals, dollars earned from streaming still don’t tell the full story of how much artists receive at the end of the line. This amount is influenced by whether or not the performer has a record deal, and if other contributors have a stake in the recorded work.

The Pressure is Heating Up

When Spotify was a scrappy startup providing a much needed revenue stream to the music industry, labels were temporarily willing to accept lower streaming rates.

But now that Spotify is a public company, and tech giants like Apple and Amazon are in the picture, a growing chorus of industry players will likely dial up the pressure to increase compensation rates.

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Misc

The Global Fiber Optic Network Explained

An informative look at the global fiber optic network, how the cables actually work, and the technology that will power the 6G network.

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The Global Fiber Optic Network Explained

As we scroll through Instagram or cue up another episode on Netflix, most of us give little thought to the hidden network of fiber optic cables that instantaneously shuttle information around the globe.

This extensive network of cables – which could stretch around the Equator 30 times – is the connective tissue that binds the internet, and thanks to our insatiable appetite for video streaming, it’s growing larger with every passing year.

Today’s video, by TED-Ed, explains how fiber optic cables work and introduces the next generation of cables that could drastically increase the speed of data transmission.

A Series of Tubes

The late Senator Ted Stevens drew laughter for describing the internet as a “series of tubes” in 2006, but as it turns out, most of the information moving around the world does, in fact, travel through a series of tubes. Undersea fiber optic tubes, to be exact.

The way this system functions is deceptively simple. Light, which is beamed into a fiber optic cable at a shallow angle, ricochets its way along the tube at close to light speed until being converted back into an electrical signal at its destination – generally a data center. To increase bandwidth further, some cables are able to carry multiple wavelengths concurrently.

Impressively, this simple method of bouncing light through a tube is what moves 99% of the world’s digital information.

The Glass Superhighway

Since the first undersea fiber optic cable, TAT-8, was constructed by a consortium of companies in 1988, the number of cables snaking across the ocean floor has risen dramatically. In fact, over 100 new cables will have been laid between 2016 and 2020, with a value of nearly $14 billion.

global fiber optic subsea cable projects

Increasing bandwidth requirements have transformed content providers from customers to cable owners. As a result, tech giants like Google and Facebook are taking a more active role in the expansion of the global fiber optic network. Google alone has at least five cable projects set for completion in 2019.

The Last Mile

Much like Amazon struggles with the “last mile” of deliveries, the transmission of digital information is much less efficient at the data center level, where servers are connected by traditional electric cables. These short-range cables are far less efficient than their fiber optic counterparts, losing half their running power as heat.

If this inefficient use of energy isn’t solved, internet-related activity could comprise a fifth of the world’s power consumption by 2030.

Thankfully, a related technology – integrated photonics – could keep the high-definition videos of the future streaming. Although the silicon wires used in integrated photonics do not guide light as effectively as fiber optics, the ultra-thin wires are far more compact. Photonic chips paired with burgeoning terahertz (THz) wireless communications could eventually form the backbone of a 6G network. Short-range THz signals would hitch a ride on silicon wires via tiny photonic chips scattered around population centers.

Before this efficient, high-capacity future is realized, researchers must first solve the puzzle of manufacturing photonic devices at scale. Once this method of data transmission hits the mainstream market, it could drastically alter the course of both computing and global energy consumption.

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