Order From Chaos: How Big Data Will Change the World
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Order From Chaos: How Big Data Will Change the World



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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Mapped: The Fastest (and Slowest) Internet Speeds in the World

Internet speeds vary depending on your location. Here’s a look at the countries with the fastest—and slowest—internet speeds worldwide.



Internet Speeds

Mapped: The World’s Fastest (and Slowest) Internet Speeds

How quickly did this page load for you?

The answer depends on the device you’re using, and where in the world you’re located. Average internet speeds vary wildly from country to country.

Which countries have the fastest internet connection? Using data from the Speedtest Global Index™, this map ranks the fastest (and slowest) internet speeds worldwide, comparing both fixed broadband and mobile.

What Factors Affect Internet Speed?

Before diving in, it’s important to understand the key factors that impact a country’s internet speed. Generally speaking, internet speed depends on:

  1. Infrastructure or the type of cabling (copper or fiber-optic) that a country’s utilizing to support their internet service. Typically, the newer the infrastructure, the faster the connection.
  2. Proximity/connection to submarine cables is important, as these massive undersea fiber-optic cables transmit about 97% of the world’s communication data.
  3. The size of a country, since landmass affects how much it costs to upgrade infrastructure. The smaller the country, the cheaper it is to upgrade cabling.
  4. Investment makes a difference, or how much a country’s government prioritizes internet accessibility.

Of course, other factors may influence a country’s internet speed too, such as government regulation and intentional bandwidth throttling, which is the case in countries like Turkmenistan.

Ranked: Fixed Broadband Internet Speeds

The Speedtest Global Index uses data from hundreds of millions of people, in more than 190 countries, to measure both fixed broadband and mobile connections.

When it comes to the fastest fixed broadband, Singapore comes in first place, with a download speed of 262.2 mbps—more than double the global average.

#CountryGlobal Speed (Mbps)
1🇸🇬 Singapore262.2
2🇭🇰 Hong Kong254.4
3🇲🇨 Monaco242.9
4🇨🇭 Switzerland222.0
5🇹🇭 Thailand221.0
6🇷🇴 Romania217.9
7🇰🇷 South Korea216.7
8🇩🇰 Denmark216.13
9🇨🇱 Chile209.8
10🇫🇷 France201.6
11🇭🇺 Hungary201.55
12🇺🇸 United States199
13🇦🇪 United Arab Emirates195.11
14🇱🇮 Liechtenstein194.77
15🇨🇳 China193.15
16🇪🇸 Spain187.36
17🇯🇵 Japan180.35
18🇨🇦 Canada176.46
19🇱🇺 Luxembourg173.16
20🇲🇴 Macau (SAR)170.84
21🇸🇪 Sweden167.29
22🇮🇱 Israel164.24
23🇳🇿 New Zealand164.16
24🇳🇱 Netherlands161.85
25🇳🇴 Norway161.61
26🇹🇼 Taiwan152
27🇵🇱 Poland147.45
28🇵🇹 Portugal145.96
29🇦🇩 Andorra145.18
30🇲🇹 Malta142.07
31🇰🇼 Kuwait141.42
32🇲🇩 Moldova139.61
33🇱🇹 Lithuania135.65
34🇱🇻 Latvia133.91
35🇵🇦 Panama131.35
36🇫🇮 Finland131.02
37🇩🇪 Germany130.76
38🇧🇪 Belgium121.81
39🇮🇪 Ireland117.4
40🇸🇲 San Marino114.24
41🇸🇮 Slovenia111.74
42🇧🇧 Barbados110.25
43🇶🇦 Qatar109.57
44🇧🇷 Brazil108.88
45🇸🇰 Slovakia106.12
46🇲🇾 Malaysia103.28
47🇬🇧 United Kingdom95.79
48🇮🇹 Italy94.3
49🇦🇹 Austria93.77
50🇷🇺 Russia93.37
51🇸🇦 Saudi Arabia91.65
52🇹🇹 Trinidad and Tobago87.42
53🇨🇿 Czechia86.29
54🇦🇺 Australia85.57
55🇪🇪 Estonia82.82
56🇯🇴 Jordan82.44
57🇷🇸 Serbia80.59
58🇧🇬 Bulgaria79.19
59🇻🇳 Vietnam75.3
60🇧🇭 Bahrain74.21
61🇺🇦 Ukraine73.89
62🇵🇾 Paraguay72.94
63🇵🇭 Philippines72.56
64🇧🇾 Belarus68.84
65🇨🇴 Colombia68.44
66🇴🇲 Oman65.3
67🇬🇾 Guyana63.2
68🇮🇳 India62.45
69🇺🇾 Uruguay61.23
70🇰🇿 Kazakhstan61.05
71🇽🇰 Kosovo60.86
72🇵🇪 Peru57.97
73🇦🇷 Argentina57.49
74🇨🇷 Costa Rica57.27
75🇬🇩 Grenada56.44
76🇧🇸 The Bahamas55.89
77🇭🇷 Croatia55.36
78🇿🇦 South Africa53.6
79🇲🇽 Mexico53.04
80🇻🇨 Saint Vincent and the Grenadines50.8
81🇲🇳 Mongolia50.52
82🇨🇾 Cyprus50.45
83🇬🇭 Ghana49.55
84🇱🇨 Saint Lucia49.5
85🇰🇬 Kyrgyzstan47.91
86🇲🇪 Montenegro47.39
87🇱🇦 Laos47.01
88🇲🇬 Madagascar45.98
89🇪🇬 Egypt44.09
90🇧🇦 Bosnia and Herzegovina43.1
91🇲🇭 Marshall Islands42.6
92🇦🇱 Albania41.47
93🇧🇿 Belize41.45
94🇺🇿 Uzbekistan40.64
95🇹🇷 Turkey40.58
96🇯🇲 Jamaica40
97🇧🇩 Bangladesh38.98
98🇲🇰 North Macedonia38.84
99🇪🇨 Ecuador37.53
100🇦🇲 Armenia37.21
101🇨🇮 Côte d'Ivoire35.41
102🇬🇷 Greece35.03
103🇸🇳 Senegal34.68
104🇩🇲 Dominica34.42
105🇧🇳 Brunei33.94
106🇹🇯 Tajikistan33.85
107🇸🇨 Seychelles33.27
108🇮🇶 Iraq33.13
109🇰🇳 Saint Kitts and Nevis32.78
110🇩🇴 Dominican Republic31.85
111🇳🇵 Nepal30.49
112🇳🇮 Nicaragua30.26
113🇧🇴 Bolivia27.06
114🇮🇩 Indonesia26.95
115🇬🇪 Georgia26.73
116🇸🇻 El Salvador26.41
117🇲🇦 Morocco26.4
118🇭🇳 Honduras26.17
119🇱🇰 Sri Lanka26.05
120🇰🇭 Cambodia25.82
121🇱🇷 Liberia25.65
122🇱🇸 Lesotho25.59
123🇧🇫 Burkina Faso25.52
124🇦🇿 Azerbaijan25.36
125🇵🇸 Palestine25.02
126🇨🇬 Congo (Brazzaville)24.12
127🇲🇺 Mauritius23.87
128🇪🇭 Western Sahara23.84
129🇬🇹 Guatemala23.82
130🇨🇻 Cape Verde23.78
131🇲🇻 Maldives23.72
132🇻🇪 Venezuela22.33
133🇧🇹 Bhutan21.79
134🇮🇷 Iran21.35
135🇫🇯 Fiji21.28
136🇬🇦 Gabon20.62
137🇹🇬 Togo20.61
138🇲🇱 Mali19.99
139🇲🇲 Republic of the Union of Myanmar19.78
140🇷🇼 Rwanda18.45
141🇳🇦 Namibia18.16
142🇳🇬 Nigeria18.15
143🇹🇿 Tanzania17.93
144🇩🇯 Djibouti17.75
145🇰🇪 Kenya17.41
146🇦🇬 Antigua and Barbuda17.11
147🇱🇧 Lebanon16.9
148🇧🇯 Benin16.81
149🇨🇲 Cameroon16.6
150🇫🇲 Micronesia16.56
151🇱🇾 Libya16.53
152🇵🇬 Papua New Guinea16.4
153🇻🇺 Vanuatu15.44
154🇦🇴 Angola15.04
155🇭🇹 Haiti14.93
156🇸🇷 Suriname14.93
157🇿🇼 Zimbabwe14.86
158🇸🇴 Somalia14.66
159🇺🇬 Uganda14.62
160🇪🇹 Ethiopia14.44
161🇲🇼 Malawi13.72
162🇵🇰 Pakistan13.5
163🇬🇶 Equatorial Guinea12.17
164🇸🇱 Sierra Leone12.13
165🇨🇩 DR Congo11.46
166🇲🇷 Mauritania11.08
167🇸🇾 Syria10.73
168🇿🇲 Zambia10.69
169🇸🇿 Swaziland (Eswatini)10.62
170🇧🇼 Botswana10.35
171🇹🇳 Tunisia10.3
172🇬🇲 The Gambia10.09
173🇩🇿 Algeria9.95
174🇧🇮 Burundi9.72
175🇦🇫 Afghanistan9.23
176🇸🇩 Sudan9.02
177🇲🇿 Mozambique8.84
178🇾🇪 Yemen5.95
179🇹🇲 Turkmenistan4.49
180🇨🇺 Cuba3.46

Size could be a factor in Singapore’s speedy internet, as it’s one of the smallest
and also densest countries in the world. With a landmass of just 280 square miles, it’s around the same size as Austin, Texas.

The country’s government has also prioritized investment in digital infrastructure, especially in recent years. In 2020, the Singaporean government promised to invest $2.52 billion towards digital innovation, with a portion dedicated to upgrading the country’s telecom infrastructure.

At the opposite end of the spectrum, Cuba has the slowest fixed broadband, with a speed of 3.46 mbps. Along with poor government funding, Cuba also has limited access to submarine cables. While most countries are connected to several, Cuba is only connected to one.

Ranked: Mobile Internet Speeds

Mobile internet uses cell towers to wirelessly transmit internet to your phone. Because of this extra element, the ranking for mobile internet speeds varies from fixed broadband.

#CountryGlobal Speed (Mbps)
1🇦🇪 United Arab Emirates195.52
2🇰🇷 South Korea192.16
3🇳🇴 Norway173.54
4🇶🇦 Qatar169.17
5🇨🇳 China163.45
6🇸🇦 Saudi Arabia149.95
7🇰🇼 Kuwait141.46
8🇨🇾 Cyprus136.18
9🇦🇺 Australia126.97
10🇧🇬 Bulgaria126.21
11🇨🇭 Switzerland115.83
12🇱🇺 Luxembourg110.67
13🇩🇰 Denmark103.35
14🇳🇱 Netherlands100.48
15🇴🇲 Oman97.81
16🇸🇪 Sweden97.06
17🇺🇸 United States96.31
18🇸🇬 Singapore91.75
19🇨🇦 Canada87.65
20🇫🇮 Finland83.01
21🇧🇭 Bahrain81.54
22🇹🇼 Taiwan81.32
23🇬🇧 United Kingdom80.82
24🇭🇷 Croatia78.91
25🇭🇰 Hong Kong78.75
26🇩🇪 Germany75.67
27🇳🇿 New Zealand73.17
28🇫🇷 France72.47
29🇬🇷 Greece70.71
30🇪🇪 Estonia70.44
31🇧🇪 Belgium70.24
32🇦🇹 Austria66.38
33🇱🇹 Lithuania63.03
34🇲🇴 Macau (SAR)62.43
35🇲🇹 Malta62.1
36🇧🇳 Brunei61.85
37🇯🇵 Japan61.32
38🇭🇺 Hungary58.9
39🇨🇿 Czechia58.46
40🇲🇻 Maldives58.3
41🇸🇮 Slovenia57.52
42🇲🇰 North Macedonia57.37
43🇷🇴 Romania55.93
44🇮🇪 Ireland55.39
45🇵🇱 Poland52.28
46🇸🇰 Slovakia51.49
47🇿🇦 South Africa50.44
48🇷🇸 Serbia50.34
49🇦🇱 Albania49.82
50🇹🇭 Thailand49.37
51🇪🇸 Spain48.14
52🇮🇹 Italy47.51
53🇹🇷 Turkey47.43
54🇮🇱 Israel46.02
55🇱🇻 Latvia45.29
56🇵🇹 Portugal43.41
57🇻🇳 Vietnam41.16
58🇲🇩 Moldova40.64
59🇹🇬 Togo40.32
60🇮🇶 Iraq40.21
61🇸🇷 Suriname39.54
62🇦🇿 Azerbaijan39.25
63🇺🇾 Uruguay39.04
64🇲🇱 Mali38.84
65🇲🇦 Morocco37.63
66🇹🇹 Trinidad and Tobago37.54
67🇯🇲 Jamaica36.77
68🇬🇪 Georgia36.53
69🇧🇼 Botswana35.38
70🇧🇦 Bosnia and Herzegovina34.97
71🇲🇽 Mexico34.49
72🇨🇷 Costa Rica34.39
73🇵🇭 Philippines33.77
74🇦🇲 Armenia33.71
75🇧🇷 Brazil33.47
76🇲🇺 Mauritius33.32
77🇹🇳 Tunisia33.01
78🇧🇸 The Bahamas32.63
79🇨🇲 Cameroon32.46
80🇮🇷 Iran32.3
81🇱🇧 Lebanon32.06
82🇱🇦 Laos32.04
83🇰🇿 Kazakhstan31.81
84🇺🇦 Ukraine31.2
85🇩🇴 Dominican Republic31.07
86🇬🇹 Guatemala30
87🇦🇷 Argentina29.6
88🇲🇪 Montenegro29.14
89🇲🇾 Malaysia29.14
90🇭🇳 Honduras28.69
91🇽🇰 Kosovo28.5
92🇷🇺 Russia28.16
93🇲🇲 Republic of the Union of Myanmar27.94
94🇯🇴 Jordan26.51
95🇫🇯 Fiji26.45
96🇳🇮 Nicaragua26
97🇵🇪 Peru25.46
98🇨🇺 Cuba25.21
99🇸🇻 El Salvador25.17
100🇪🇨 Ecuador24.98
101🇰🇬 Kyrgyzstan24.95
102🇪🇬 Egypt24.48
103🇦🇴 Angola23.98
104🇰🇭 Cambodia23.71
105🇳🇬 Nigeria23.59
106🇪🇹 Ethiopia23.19
107🇧🇴 Bolivia23.17
108🇲🇳 Mongolia23.11
109🇭🇹 Haiti22.52
110🇸🇳 Senegal22.48
111🇰🇪 Kenya22.22
112🇮🇩 Indonesia21.96
113🇨🇱 Chile21.28
114🇳🇵 Nepal20.9
115🇵🇾 Paraguay20.8
116🇳🇦 Namibia20.74
117🇲🇿 Mozambique20.55
118🇵🇦 Panama20.44
119🇸🇾 Syria20.09
120🇵🇰 Pakistan19.79
121🇺🇬 Uganda18.97
122🇺🇿 Uzbekistan18.92
123🇨🇴 Colombia18.67
124🇧🇾 Belarus18.66
125🇨🇮 Côte d'Ivoire18.37
126🇮🇳 India17.96
127🇩🇿 Algeria17.31
128🇱🇾 Libya17.22
129🇿🇲 Zambia16.05
130🇱🇰 Sri Lanka16.02
131🇹🇯 Tajikistan15.7
132🇸🇩 Sudan15.66
133🇹🇿 Tanzania14.48
134🇸🇴 Somalia14.23
135🇿🇼 Zimbabwe13.71
136🇬🇭 Ghana13.17
137🇧🇩 Bangladesh12.92
138🇵🇸 Palestine8.11
139🇻🇪 Venezuela7.41
140🇦🇫 Afghanistan7.07

The United Arab Emirates (UAE) is first on the list, with a download speed of 195.5 mbps. Not only is mobile data fast in the UAE, it’s also relatively cheap, compared to other countries on the ranking. The average cost of 1 GB of data in the UAE is around $3.78, while in South Korea (#2 on the list) it’s $10.94.

The Future is 5G

Innovation and new technologies are changing the digital landscape, and things like 5G networks are becoming more mainstream across the globe.

Because of the rapidly changing nature of this industry, the data behind this ranking is updated monthly to provide the latest look at internet speeds across the globe.

This means the bar is gradually raising when it comes to internet speed, as faster, stronger internet connections become the norm. And countries that aren’t equipped to handle these souped-up networks will lag behind even further.

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Ranked: Big Tech CEO Insider Trading During the First Half of 2021

Big Tech is worth trillions, but what are insiders doing with their stock? We breakdown Big Tech CEO insider trading during the first half of 2021.



Big Tech CEO Insider Trading During The First Half of 2021

When CEOs of major companies are selling their shares, investors can’t help but notice.

After all, these decisions have a direct effect on the personal wealth of these insiders, which can say plenty about their convictions with respect to the future direction of the companies they run.

Considering that Big Tech stocks are some of the most popular holdings in today’s portfolios, and are backed by a collective $5.3 trillion in institutional investment, how do the CEOs of these organizations rank by their insider selling?

CEOStockShares Sold H1 2021Value of Shares ($M)
Jeff BezosAmazon (AMZN)2.0 million$6,600
Mark ZuckerbergFacebook (FB)7.1 million$2,200
Satya NadellaMicrosoft (MSFT)278,694
Sundar PichaiGoogle (GOOGL)27,000$62
Tim CookApple (AAPL)0$0

Breaking Down Insider Trading, by CEO

Let’s dive into the insider trading activity of each Big Tech CEO:

Jeff Bezos

During the first half of 2021, Jeff Bezos sold 2 million shares of Amazon worth $6.6 billion.

This activity was spread across 15 different transactions, representing an average of $440 million per transaction. Altogether, this ranks him first by CEO insider selling, by total dollar proceeds. Bezos’s time as CEO of Amazon came to an end shortly after the half way mark for the year.

Mark Zuckerberg

In second place is Mark Zuckerberg, who has been significantly busier selling than the rest.

In the first half of 2021, he unloaded 7.1 million shares of Facebook onto the open market, worth $2.2 billion. What makes these transactions interesting is the sheer quantity of them, as he sold on 136 out of 180 days. On average, that’s $12 million worth of stock sold every day.

Zuckerberg’s record year of selling in 2018 resulted in over $5 billion worth of stock sold, but over 90% of his net worth still remains in the company.

Satya Nadella

Next is Satya Nadella, who sold 278,694 shares of Microsoft, worth $234 million. Despite this, the Microsoft CEO still holds an estimated 1.6 million shares, which is the largest of any insider.

Microsoft’s stock has been on a tear for a number of years now, and belongs to an elite trillion dollar club, which consists of only six public companies.

Sundar Pichai

Fourth on the list is Sundar Pichai who has been at the helm at Google for six years now. Since the start of 2021, he’s sold 27,000 shares through nine separate transactions, worth $62.5 million. However, Pichai still has an estimated 6,407 Class A and 114,861 Class C shares.

Google is closing in on a $2 trillion valuation and is the best performing Big Tech stock, with shares rising 60% year-to-date. Their market share growth from U.S. ad revenues is a large contributing factor.

Tim Cook

Last, is Tim Cook, who just surpassed a decade as Apple CEO.

During this time, shares have rallied over 1,000% and annual sales have gone from $100 billion to $347 billion. That said, Cook has sold 0 shares of Apple during the first half of 2021. That doesn’t mean he hasn’t sold shares elsewhere, though. Cook also sits on the board of directors for Nike, and has sold $6.9 million worth of shares this year.

Measuring Insider Selling

All things equal, it’s desirable for management to have skin in the game, and be invested alongside shareholders. It can also be seen as aligning long-term interests.

A good measure of insider selling activity is in relation to the existing stake in the company. For example, selling $6.6 billion worth of shares may sound like a lot, but when there are 51.7 million Amazon shares remaining for Jeff Bezos, it actually represents a small portion and is probably not cause for panic.

If, however, executives are disclosing large transactions relative to their total stakes, it might be worth digging deeper.

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