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Order From Chaos: How Big Data Will Change the World

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Order from Chaos- Big Data

Order From Chaos: How Big Data Will Change the World

Harnessing the exponential surge in data creates big opportunities.

Thanks to Purefunds Big Data ETF (BDAT) for helping us put this together.

IBM estimates that each day, 2.5 quintillion bytes of data are created or replicated. That’s the equivalent of a million hard drives filling up with data every hour.

The current volume of data created is substantial: it is so much that 90% of the world’s data has been created in the last two years. However, the amount of information today pales in comparison to what our future holds, as the rate at which data is created is accelerating exponentially.

It’s for this reason that The Economist estimates that there will be roughly 7x more data in 2020 than there was in 2014.

Where Does Big Data Come From?

Big data comes from both internal and external sources. Internally, millions of old documents and records are scanned and archived by businesses. Most of the time, no detailed analytics have ever been run on this information. Externally, the public web offers millions of data sets published for public consumption by government, economic, census, and other sources.

There’s also a broad spectrum of data that exists that can be a part of both of these categories: social media posts, documents, emails, business applications, machine log data, media, and sensor data can all be collected, processed, and analyzed. To get a sense of the extent of this information, here’s what is created every hour just from social media and email: 72 hours of video uploaded to Youtube, 4 million search inquiries on Google, 200 million emails sent, 2.5 million shares on Facebook, and 300,000 tweets made.

Big Data = Big Opportunities for Business

With proper analysis, Big Data can lead to new understandings of consumer behaviour, better management decisions, new innovations, and improved risk management. However, there are big challenges in making use of so much information.

  • Too much data creates an information overload.
  • Organizing and storing all of this data can be problematic.
  • Companies don’t know how to use all of this data to create insight.

To organize and make sense of it all, data scientists use the three V’s to describe Big Data.

Volume is the scale at which data is created, and includes the massive amounts of information derived from phones, internet users, machine logs, and internet of things.

Velocity is the analysis of streaming data: for example, modern cars have 100 sensors that monitor different systems in real-time.

Variety is the different forms of data, and it reflects the fact that data comes in all shapes and forms. Finding a way to harmonize multiple types of data can be quite a challenge. Research finds that organizations spend up to 80% of their time modelling and preparing data, rather than actually gaining insight.

Let’s see how companies have been able to use Big Data to create opportunity.

Case Studies of Big Data

Macy’s adjusts pricing in near-real time for 73 million items based on demand and inventory.

American Express developed predictive models that analyze historical transactions and 115 variables to forecast the loyalty of customers. Using this data, they can see if customers may be potentially closing their accounts in the near future. Launching a pilot program in Australia, the company can now identify 24% of accounts in the country that will close in the next four months.

Walmart built a new search engine for their website that includes semantic data relying on text analysis, machine learning, and even synonym mining to create better search results. Online shoppers have been more likely to complete purchases as a result by 10% to 15%, increasing revenue by billions.

Los Angeles and Santa Cruz police departments have used an algorithm that is typically used to predict earthquakes, now using it to look at crime data. The software can predict where crimes are likely to occur down to 500 square feet. In areas the software is being used, there has been a 33% reduction in burglaries and a 21% reduction in violent crimes.

Big Market

Today’s data centers occupy the land to equivalent to almost 6,000 football fields. By 2020, the amount of digital information is expected to increase exponentially to more than 7x of what it is today.

In healthcare alone, Big Data is expected to eventually save $300 billion per year in healthcare analytics. Retailers may increase margins up to 60% through Big Data analytics.

“Information is the oil of the 21st century, and analytics is the combusion engine.” – Peter Sondergaard, Gartner Research.

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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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