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An Introduction to Algorithms

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In the modern world, algorithms do much of the digital heavy lifting.

Algorithms control the inner-workings of everything from particle accelerators to stock markets. They determine the news you see, what search results you get, how computers learn, and what gets recommended to you on Netflix or Amazon.

In short, society couldn’t function as-is without algorithms – and as we lean on them to run more things, it becomes more important for us to learn what they are and what they do.

Algorithms 101

Today’s infographic from Futurism digs into the origins of algorithms, and how they impact our everyday lives.

What are algorithms?

What is an Algorithm?

An algorithm is a predetermined set of steps for a computer to accomplish a task. It’s basically an instruction manual. And as in life, instruction manuals can be simple (e.g. building an Ikea side table) or extremely complex (e.g. filing a patent).

Below is “Sorting Out Sorting” (1981), a timeless primer on sorting methods. It clearly demonstrates the way computers approach sorting vast quantities of information by following a set of instructions.

A famous example of an algorithm is Google’s PageRank, which determines the order in which websites appear in Google’s search rankings. PageRank’s methodology is explained succinctly and effectively in the video below.

By building on a stochastic model called the Markov chain, PageRank revolutionized the way the world accesses information. The power of this algorithm is partially responsible for Google’s ability to control 41% of the online ad market, which is where Alphabet still generates the majority of its revenue.

How Algorithms Influence Society

Social platforms play a substantial role in delivering news and information to us. In fact, an estimated 44% of the U.S. population consumes news via Facebook. The more we rely on social networks to supply us with news, the more algorithms will influence what information we’re exposed to. Since social platforms are designed to serve us customized content, there is a growing concern that we are creating online echo chambers that crowd out opposing views.

Algorithms also have a profound influence on our economy. Roughly 50% of the market moves through high frequency trading – the process of using dedicated programs to make automated trading decisions to place orders. Large portions of our economy are now managed with very little human intervention.

In recent years, progress in the field of artificial intelligence has generated an abundance of interest and excitement. Deep learning (a technique for implementing machine learning) is making all kinds of machine-assisted tasks possible. Preventive healthcare, driverless vehicles, drug discovery, bioinformatics, and hyper-customized recommendations on shopping websites are all here today or coming down the pipeline.

Deep Learning

The remarkable thing about deep learning is that it goes beyond what any human can program a computer to do. Programmers have instead used a learning algorithm – fueled by terabytes of data – to train it to perform complex tasks. The computer essentially figures out for itself how to recognize the desired objects, text, or actions.

Breakthroughs like this are the reason AI startups are now receiving billions of dollars of funding.

AI funding

The Algorithmic Economy

The potential upside for technology providers are enormous, particularly if proprietary processes work on a global scale. An era where “things” will communicate autonomously and take actions without human intervention is sure to profoundly impact our society.

The big question is, what will we do once computers and algorithms are taking care of business?

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Ranked: The Most Innovative Companies in 2021

In today’s fast-paced market, companies have to be innovative constantly. Here’s a look at the top 50 most innovative companies in 2021.

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Most Innovative Companies 2021

Ranked: the Top 50 Most Innovative Companies in 2021

This year has been rife with pandemic-induced changes that have shifted corporate priorities—and yet, innovation has remained a top concern among corporations worldwide.

Using data from the annual ranking done by Boston Consulting Group (BCG) using a poll of 1,600 global innovation professionals, this graphic ranks the top 50 most innovative companies in 2021.

We’ll dig into a few of the leading companies, along with their innovative practices, below.

Most Innovative Companies: A Breakdown of the Leaderboard

To create the top 50 innovative company ranking, BCG uses four variables:

  • Global “Mindshare”: The number of votes from all innovation executives.
  • Industry Peer Review: The number of votes from executives in a company’s industry.
  • Industry Disruption: A diversity index to measure votes across industries.
  • Value Creation: Total share return.

For the second year in a row, Apple claims the top spot on this list. Here’s a look at the full ranking for 2021:

 CompanyIndustryHQChange from 2020
1AppleTechnology🇺🇸 U.S.--
2AlphabetTechnology🇺🇸 U.S.--
3AmazonConsumer Goods🇺🇸 U.S.--
4MicrosoftTechnology🇺🇸 U.S.--
5TeslaTransport & Energy🇺🇸 U.S.+6
6SamsungTechnology🇰🇷 South Korea-1
7IBMTechnology🇺🇸 U.S.+1
8HuaweiTechnology🇨🇳 China-2
9SonyConsumer Goods🇯🇵 Japan--
10PfizerHealthcare🇺🇸 U.S.Return
11SiemensTechnology🇩🇪 Germany+10
12LG ElectronicsConsumer Goods🇰🇷 South Korea+6
13FacebookTechnology🇺🇸 U.S.-3
14AlibabaConsumer Goods🇨🇳 China-7
15OracleTechnology🇺🇸 U.S.+10
16DellTechnology🇺🇸 U.S.+4
17Cisco SystemsTechnology🇺🇸 U.S.-5
18TargetConsumer Goods🇺🇸 U.S.+4
19HP Inc.Technology🇺🇸 U.S.-4
20Johnson & JohnsonHealthcare🇺🇸 U.S.+6
21ToyotaTransport & Energy🇯🇵 Japan+20
22SalesforceTechnology🇺🇸 U.S.+13
23WalmartConsumer Goods🇺🇸 U.S.-10
24NikeConsumer Goods🇺🇸 U.S.-8
25LenovoTechnology🇭🇰 Hong Kong SARReturn
26TencentConsumer Goods🇨🇳 China-12
27Procter & GambleConsumer Goods🇺🇸 U.S.+12
28Coca-ColaConsumer Goods🇺🇸 U.S.+20
29Abbott LabsHealthcare🇺🇸 U.S.New
30BoschTransport & Energy🇩🇪 Germany+3
31XiaomiTechnology🇨🇳 China-7
32IkeaConsumer Goods🇳🇱 NetherlandsReturn
33Fast RetailingConsumer Goods🇯🇵 JapanReturn
34AdidasConsumer Goods🇩🇪 GermanyReturn
35Merck & Co.Healthcare🇺🇸 U.S.Return
36NovartisHealthcare🇨🇭 Switzerland+11
37EbayConsumer Goods🇺🇸 U.S.Return
38PepsiCoConsumer Goods🇺🇸 U.S.Return
39HyundaiTransport & Energy🇰🇷 South KoreaReturn
40SAPTechnology🇩🇪 Germany-13
41InditexConsumer Goods🇪🇸 SpainReturn
42ModernaHealthcare🇺🇸 U.S.New
43PhilipsHealthcare🇳🇱 Netherlands-20
44DisneyMedia & Telecomms🇺🇸 U.S.Return
45MitsubishiTransport & Energy🇯🇵 JapanNew
46ComcastMedia & Telecomms🇺🇸 U.S.New
47GETransport & Energy🇺🇸 U.S.Return
48RocheHealthcare🇨🇭 SwitzerlandReturn
49AstraZenecaHealthcare🇬🇧 UKNew
50BayerHealthcare🇩🇪 Germany-12

One company worth touching on is Pfizer, a returnee from previous years that ranked 10th in this year’s ranking. It’s no surprise that Pfizer made the list, considering its instrumental role in the fight against COVID-19. In partnership with BioNTech, Pfizer produced a COVID-19 vaccine in less than a year. This is impressive considering that, historically, vaccine development could take up to a decade to complete.

Pfizer is just one of four COVID-19 vaccine producers to appear on the list this year—Moderna, Johnson & Johnson, and AstraZeneca also made the cut.

Meanwhile, in a completely different industry, Toyota snagged the 21st spot on this year’s list, up 20 places compared to the rankings in the previous year. This massive jump can be signified by the company’s recent $400 million investment into a company set to build flying electric cars.

While we often think of R&D and innovation as being synonymous, the former is just one innovation technique that’s helped companies earn a spot on the list. Other companies have innovated in different ways, like streamlining processes to increase efficiency.

For instance, in 2021, Coca-Cola performed an analysis of their beverage portfolio and ended up cutting their brand list in half, from 400 to 200 global brands. This ability to pare down and pivot could be a reason behind its 20 rank increase from 2020.

Innovation Creates Value

As this year’s ranking indicates, innovation comes in many forms. But, while there’s no one-size-fits-all approach, there is one fairly consistent innovation trend—the link between innovation and value.

In fact, according to historical data from BCG, the correlation between value and innovation has grown even stronger over the last two decades.

Most Innovative Companies 2021

For example, in 2020, a portfolio that was theoretically invested in BCG’s most innovative companies would have performed 17% better than the MSCI World Index—which wasn’t the case back in 2005.

And yet, despite innovation’s value, many companies can’t reap the benefits that innovation offers because they aren’t ready to scale their innovative practices.

The Innovation Readiness Gap

BCG uses several metrics to gauge a company’s “innovation readiness,” such as the strength of its talent and culture, its organization ecosystems, and its ability to track performance.

According to BCG’s analysis, only 20% of companies surveyed were ready to scale on innovation.

Scaling Innovation

What’s holding companies back from reaching their innovation potential? The most significant gap seems to be in what BCG calls innovation practices—things like project management or the ability to execute an idea that’s both efficient and consistent with an overarching strategy.

To overcome this obstacle, BCG says companies need to foster a “one-team mentality” to increase interdepartmental collaboration and align team incentives, so everyone is working towards the same goal.

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Timeline: Looking Back at 10 Years of Snapchat

A high level look at Snapchat’s 10-year history, including user growth, innovative product design, and the twists and turns along the way.

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10 years of snapchat

Looking Back at 10 Years of Snapchat

Over the years, many ideas have emerged from the dorm rooms at Stanford University, but not all of them evolve into billion dollar companies.

Snapchat, however, has beaten the odds. The company’s stock has recently shot up during the COVID-19 pandemic, a bright spot in a decade of highs and lows.

The graphic above is a high level look at Snapchat’s 10-year history, including user growth and financials. Snapchat’s wild ride from start-up to massive success is well documented, so we’ll focus on key elements of story—product design, the Facebook rivalry—and look at how the company is doing today now that the hype surrounding the app has died down.

But first, a quick history…

Setting the Scene

Snapchat originally began its life as a project called Picaboo in 2011.

Cofounders Evan Spiegel, Bobby Murphy, and Reggie Brown, who were attending Stanford, began building an app that could send photos that disappear after a certain amount of time.

Picaboo was renamed Snapchat in 2012, and by the end of that year, it was clear that the start-up was onto something big. A $13.5 million Series A financing in early 2013 helped fuel the company’s explosive growth.

Positive Momentum: Product Design

One of Snapchat’s biggest strengths over the years has been innovative product design. Many of the features we now see baked into every social app originated from Snapchat.

Here’s a quick rundown of Snapchat’s key feature and product development over the past decade.

snapchat feature product timeline

Of all the features listed above, the concept of stories is perhaps the most significant contribution to the digital landscape. Disappearing short-form videos started off as a messaging tool, but ended up transforming the way people share their lives online.

As well, the forward-looking acquisition of Looksery in 2015, helped introduce millions of people to augmented reality (AR). AR continues to be a major growth driver for Snapchat today, as advertisers embrace the Lenses feature.

Negative Momentum: Facebook Rivalry

To Mark Zuckerberg’s credit, he realized the potential of Snapchat early.

When the company was only one year old, the Facebook CEO offered the Snapchat founders $60 million to buy the company. When they rejected the offer, Facebook almost immediately launched an app called Poke which was extremely similar to Snapchat’s offering. You’d be forgiven for not knowing what Poke is, as the app received a tepid reception and was quietly shut down in 2014.

“I hope you enjoy Poke.” – Mark Zuckerberg, in an email to Evan Spiegel

For Snapchat, Poke was a blessing in disguise as it brought even more attention to their growing app. Mark Zuckerberg, however, was not done trying to steal the company’s thunder. After offering $3 billion in cash to purchase Snapchat (the offer was once again rebuffed), Facebook copied a number of features from Snapchat and integrated them into Instagram.

Stories were a massive hit for Instagram, and Snapchat, which could not yet match Instagram’s scale, took a big hit. Growth began to slow noticeably after that Instagram update.

Snapchat Today

Snapchat hit rock bottom in 2018 after shares dropped below the $5 mark, and user growth had stalled out. As well, underwhelming sales of Snapchat’s Spectacles product garnered negative press and hurt the brand’s “cool factor”.

Today though, the situation looks much different. The app still has a strong market share with the younger demographic, and close to 300 million daily active users. Snapchat was one of the many digital companies to benefit from the COVID-19 pandemic (or, at least, the increase in digital content consumption), and the share price has rocketed to new highs. One other promising indicator is the company’s rising average revenue per user, or ARPU.

arpu revenue per user snapchat

Of course, as the last 10 years have shown, success is not guaranteed. TikTok is still a significant competitor with a lot of momentum, and tastes can change quickly in the digital world. That said, there is a positive path forward for Snap Inc.

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