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Google’s Impact in Denmark

 
 
 

The research for this report and the period it covers took place before the recent Covid-19 pandemic. Our modelling and polling sought  to quantify Google’s impact in the year 2019.

While it is too early to be certain of the long term impact of the pandemic, in the last few months we have seen how digital tools like those provided by Google can help families stay informed and connected, and businesses to switch to new ways of working. If anything, it seems likely that the positive impact of the digital sector will grow in the medium to long term.

10 ways in which the lives of Danes were helped by Google in 2019

Google supports the economic growth of Denmark




1. In total, we estimate Google products supported 19 billion Danish kroner a year in economic activity in 2019 in Denmark. Over the last five years, the economic activity driven by Google Search and Ads has grown by around 53% in nominal terms.




Google creates products that are helpful and valued by everyone




2. Together, Google Search and Google Maps saves the average Dane 25 hours a year. That is the equivalent of getting an extra day of free time because Search and Maps are making it easier to find the right information and get to the places where you are going - faster.




3. In total, our estimates find that the total value of Search, Maps, YouTube, Docs and Gmail to consumers is worth around 556 Danish Kroner per month for the average Danish internet user. The total consumer surplus is equivalent to over 5% of GDP.




Google helps businesses grow and innovate




4. Google is helping small businesses grow. 62% of businesses with less than 250 employees agreed that Google’s online tools have made it easier for their business to compete with larger enterprises.




5. Google is creating a more competitive economy. 75% of shoppers think they make better purchasing decisions because of online information, and 75% of businesses think it is harder to get away with delivering poor goods, food or services because of the internet.




6. Google is enabling new kinds of business. The Android ecosystem supports 40,000 jobs in Denmark, while the top 10 Danish YouTube creators have received more than 3 billion views.




Google helps workers be more productive, learn new skills and develop their careers




7. Google is making workers more productive. In total, we estimate that Google Search and G Suite are creating at least 16 billion Danish kroner a year in business time savings for the Danish economy.




8. Google is helping people find jobs. Every year, 68% of 18-24 year olds use Google Search to find a job, and 55% to get advice on their CV.




Google is committed to sustainable economic growth, and is helping others to do the same




9. Google is the world’s largest business purchaser of renewable energy. Google Data Centres use 50% less energy than the typical data centre, and 100% renewable energy across their operations.




10. By helping people get where they need to go faster, Google Maps prevents 40,000 tonnes in CO2 emissions, the equivalent of taking around 14,000 flights around the world. 35% of Google Map users say that Maps makes it easier for them to walk or cycle rather than drive at least once a month, and 22% of Search users have researched their own environmental impact in the last year.

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Introduction - Google’s impact in Denmark

The internet has created an era of unprecedented consumer and business choice

In 2018, for the first time, more than half the world’s population had access to the internet.1 Every day, around 900 million gigabytes of new data are created - the equivalent of 30 trillion digital photos.2

While we often talk about the benefits the internet has brought consumers through lower prices and greater transparency, even more important has been the sheer increase in choice and variety. An online retailer today can offer over 500 million products, while over 500 hours of new content is uploaded to YouTube alone every minute.3 One estimate from early in the internet’s history suggested that the gains from increased choice are 7-10 times  larger than the gains from lower prices or increased competition.4 For the first time, anyone with a smartphone or a web browser can access much of the world’s literature, science, movies, music, news, or games.

But while it has been transformational for consumers, the internet has also radically expanded choices for businesses. Just as consumers can find goods from anywhere in the world, businesses can tap into new markets for their services too. This has enabled new types of globally oriented businesses - from small manufacturing firms to new types of content creators.

Google helps people get things done, and makes it easier for businesses to grow

Google’s mission is to “organise the world’s information and make it universally accessible and useful.” As a gateway to the internet, Google’s products like Search, YouTube, and Android have made it possible to navigate the cornucopia of new information created by the internet.

In this report, Google commissioned us to seek to both better understand and quantify the ways in which their products help and enable Danish people and businesses:

  • How Google’s products support economic growth in Denmark. We look at the overall economic impact of Google in Denmark, and how it has supported industries across the country.
  • The different ways Google’s products help individuals and families in their everyday lives. We explore how Google’s products help people learn, save time, and better connect with their friends and family.
  • How Google helps businesses grow and innovate. We look at how Google is making it easier for small companies to connect with customers worldwide, increasing consumer power and enabling entirely new types of business.
  • How Google helps people be more productive, learn new skills and develop their careers. We look at how workers are using Google products to get more done, how Google Search is an increasingly important way for people to find jobs and the potential from AI to further enable workers to be even more productive.
  • Google’s commitment to sustainable economic growth, and how its products are helping other people to reduce their environmental footprint. We examine Google’s record as the world’s largest business purchaser of renewable electricity, and look at how its products are being used by individuals and businesses to cut their own carbon emissions.

Much of the value created by Google is not included in traditional economic statistics

Many of the most popular products of the internet are open and accessible for anyone to use - including many of Google’s leading services, such as Google Search, YouTube and Android.

Traditional economic statistics measure the value of a business or a product by the increases in economic transactions they create - in other words, by how much we have paid for something. That means they do not pick up many of the positive impacts created by Google’s open products - from saving us time around the home, to making it easier to communicate with distant relatives. Other studies have calculated that if you included the value provided by all open internet services in GDP, it would boost the growth rate by 0.7 percentage points a year.

In order to better understand the full breadth of the impact Google creates, we combined a range of qualitative and quantitative research techniques. We ran a new nationally representative poll of 1002 Danes across the country, exploring how they used Google products in their ordinary life and how much value it was creating for them. At the same time we spoke to 501 senior business leaders across different types of industry and size of businesses, trying to assess the difference these products were making to their workforce. Finally, we constructed multiple economic models which could help us quantify the total size of the benefits created by Google for the Danish economy or standard of living.

In total, measured traditionally, we estimate that Google products are supporting 19  billion Danish Kroner in economic activity for local businesses

As important as this traditional economic value, however, is the value created and time saved in everyday life. We found that the total consumer surplus of Google’s products in Denmark is around 556 Danish Kroner per month for the median person.

How we quantified Google’s impact in Denmark

Traditional economic statistics often do not take fully into account all thebenefits of the digital economy, such as saved time or the increased opportunities that seamless, rapid access to information can bring. This would also have been true of the printing press or TV. But just because something is hard to measure, it does not mean that it is unimportant.

In this paper, we sought to use a range of different methods to quantify the economic impact and help provided by Google Search, YouTube, Android and other Google products:

  • To start, building on the precedent of previous Google impact reports,5 we used traditional economic modelling built upon third-party estimates of Google’s Danish market size, potential returns on investment (ROI) and productivity enhancements to measure the economic activity driven by Google Search, Google Ads, AdSense, YouTube, Android and Google Cloud.
  • In order to build a broader picture of the benefits, we conducted extensive public polling to ask individuals and businesses how they made use of Google products, and what difference they made to their leisure, work and society. Working with the panel provider Dynata, we polled a nationally-representative sample of 1002 adults and 501 senior business managers in small, medium and large businesses across Denmark, asking them 50 and 23 questions respectively about their experience using Google and other online products. Public First is a member of the British Polling Council, and full tables for all the data used in this report is available to download from our website.
  • Finally, we explored eight in-depth case studies of how businesses and individuals across the different regions and industries of Denmark are using Google to power their business.

We go into greater depth on our methodology in the last chapter, which explores how it compares and contributes to the wider debate on measuring the value created by the Internet. The full technical details are given in an appendix at the end of the report.

While Google commissioned this report from Public First, all economic estimates are derived from official, third party and proprietary information.

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Google supports the economic growth of Denmark

The value of Google products in the economy

How Google supports growth

When we think of the economic activity driven by the Internet, we often focus on the creators of the software and hardware we use as consumers - the maker of our latest gadget or app.

In reality, however, the indirect impact of new technology is much more economically important than the direct revenue of its creators. What makes technology important is its ability to catalyse higher productivity for businesses and workers across all sectors in the economy.

This is particularly true of Google. In this report, we focus on three ways in which Google products and services have boosted economic growth in Denmark:

  • Google have made it easier for local businesses to connect with customers in Denmark and worldwide. According to our business poll, 73% of Danish businesses believe that online search is now an important way consumers use to find them
  • Google have provided underlying platforms for new economic ecosystems and types of companies.  The Android ecosystem alone, for example, is supporting 40,000 jobs in Denmark.
  • Google have boosted the productivity of individual workers and businesses. While we have not included this value in our headline estimate of the economic activity supported by Google, we estimate that the enhanced productivity from Google Search and Apps is helping save Danish businesses at least 16 billion Danish Kroner a year.

The economic impact of Google

Measured conservatively, we estimate that Google products support at least 19 billion Danish Kroner of economic activity for Danish businesses. If we assumed standard economic wide multipliers, that is the equivalent of supporting around 23,000 jobs.

This estimate is built upon third party estimates of ad revenues in Denmark, and, as such, may be an underestimate of the full value created by Google in Denmark.6

Over the last five years, the economic activity driven by Google Search and Ads has grown by 53% in nominal terms.

Google Search and Ads Economic Impact in Denmark
This value is generated right across the country.
Google contribution to GVA by region
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Google creates products that are helpful and valued by everyone

Google makes everyday life easier, freeing up valuable time

The importance of extra time

Since 1970, average working hours in the workplace in Denmark have fallen by nearly a quarter.7 As important as the decline in working hours in the office, however, has been the decrease in time spent doing work inside the house. In 1900, data from America shows that an average household would spend 58 a week preparing meals, cleaning and doing laundry. The arrival of new domestic technologies such as the clothes washer, vacuum cleaner and refrigerator helped significantly reduce the time needed for housework. By 2015, the average time spent on those same chores was less than eight hours.

Unlike the increase in productivity in the workplace, this increase in leisure time does not directly show up in official GDP statistics. Nevertheless, by significantly freeing up time, these new technologies increased leisure time, allowing households to spend more time catching up, relaxing or pursuing their other projects. On average, those we polled suggest that an additional hour of leisure is worth around 125 Danish Kroner to them, suggesting that the extra time freed up by new technology can be highly valuable.

Today, it is increasingly digital technologies that are freeing up time in the household. In this section, we look at the value of the time saved by Google products such as Search, Maps, and Assistant. In total, we estimate that Google products are saving at least 25 hours a year - the equivalent of a day in free time.

Saving time with Google Search and Assistant

Making information easier to access is making a significant difference to people’s lives. Before the arrival of the search engine, the only way to get the answer to a question might be to ask a friend or go to the library.

When we asked Danes why they used Google Search:


Most popular uses for Google Search in Denmark (size=popularity)

In total, it is estimated that users save at least 23 hours a year from Search compared with other methods of finding information because it is faster and easier to access.8

But this number is likely to be a lower bound on the time saved by Google Search. If you included the time saved by applying the new information from Google – trying out a new recipe, or learning a new skill – the time saved would be even greater.

Saving time with Google Maps

Until recently, we relied on atlases and paper maps to find new places. We may also have got into arguments about directions while driving, or been worried about going to unknown locations on our own.

Today, we find that Google Maps and other location apps have made it easier for people to find restaurants and businesses, get around in new cities, and get to places more quickly and easily. 62% of Danish Google Maps users use it at least once a week and 19% use it daily.

When we asked a series of questions about why people used Google Maps, we saw that saving time was very common:


In total, we estimate that the use of Google Maps saves the average Dane 2 hours a year.

Percentage using Google Maps to...

Google is being used by people of all ages to learn new skills

Google helps people learn

We found that the majority of Danes, whatever age, are using Search to find new information, helping create a culture of lifelong learning. 85% of Search users say they are more likely to look something up when they are unsure about it than when before search engines existed. 75% of Search users research a topic at least once a month.

Google Scholar: access to the world’s best research

From science and history to economics, Google Scholar helps people access research and knowledge. It is a simple way to search for academic literature across sectors and disciplines: articles, theses, books, abstracts and court opinions, from academic publishers, professional societies, online repositories, universities and other web sites. Some studies have found Google Scholar to have both better sources and to be more usable than other methods of finding academic papers. 10

While not every use of Search will be serious - 16% of Danish users say they use Google Search at least daily to find a piece of trivia - the majority of Danish users say that regularly use Search to help with their everyday activities:


And when they do find information, for the most part they find Search useful. 74% of Search users agree that Search helps solve their problem the majority of the time, compared to 4% who thought that it was usually a waste of time or 11% who see it as a way to procrastinate. Search is also ranked among the most trusted sources of information, second only to official government publications.


YouTube uses: popularity and frequency

Many people find it easier to learn through video rather than text. Like Search, YouTube is increasingly a medium through which people learn more about the world, pursue their hobbies or get help with day to day tasks. Worldwide, there are over 1 billion views of learning-related content on YouTube every day.11

We found that:

  • Over two thirds of YouTube users use it at least once a year to help with cooking (69%), and 85% to help with home maintenance.
  • 26% of YouTube users regularly use it to watch commentary on the news or political events, and a quarter (27%) to learn about fitness or health.

Keeping in touch with friends and family

The arrival of the smartphone has made it possible to be in constant connection with the people who matter to you - whether through text, photo or video. It has never been easier to find a group of friends who share your interests, no matter how obscure, or to keep in contact with distant family. In Denmark, Android helps people connect.12

90 years ago, the cost of making a three minute phone call between New York and London in today’s prices would be over 3000 DKK (or $500) : more than the average worker’s weekly salary.13 While some form of postal service has existed since the ancient world, in practice trying to keep in contact with distant relatives has historically been expensive, slow and unreliable.

Today, the internet has made seamless, instant communication possible. People can email, message each other, or talk to each other on video for as long as they like, often for free. Almost two-thirds (65%) of Danes agree that the Internet has made it easier to more regularly keep in contact with their relatives.

We found that the internet is increasingly becoming a way that people forge and maintain relationships, creating significant consumer value - and much of this is taking place through Android and Gmail. From our polling:


In total, that conservatively implies an additional 460,000 relationships and 350,000 friendships that started online.

At the same time, we use digital communications to stay in touch both with our extended family and close family through the day:

Google products are used near equally by people of all incomes, ages, and backgrounds

Over the last twenty five years, the Internet and smartphone have gone from being niche products to almost universal adoption - one of the fastest rates of adoption of any consumer product ever. This has seen them not just taken up by the usual early adopters of technology - disproportionately male, wealthy and highly educated - but across society, by people from all backgrounds.

Like the internet as a whole, Google’s products are highly egalitarian. In the data from our poll, those with higher incomes were more likely than those with low incomes to regularly eat in a restaurant. By contrast, there was no significant difference in how likely they were to use Google Search.

Use of Google products by income (1 = national average)

Similarly, Google’s products are widely used by both men and women, and there is little age gradient for Google Search. While the young are slightly more likely to regularly use YouTube, the majority of Google’s products saw high usage across ages. (The one exception where we did see a clear distinction was G Suite, where usage was significantly higher for younger generations.)

Use of Google products by age (1 = national average)

We saw clear data that Google’s products were being used by people from all backgrounds to help out with their everyday life:

  • 39% of Google Search users over 65 regularly used it to research a medical issue, and 90% of Android users over 65 regularly use their phone or computer to keep in touch with friends.
  • 44% of Google Search users with only a basic education regularly use it to learn a new skill, and 62% of YouTube users with only a basic education regularly use it to learn something

The value of Google products in daily life

In this chapter, we have explored some of the ways in which Google products help people in their daily lives: saving time, making it easier to find information, and helping people better keep in touch.

There are all kinds of value that often do not get picked up on by traditional economic impact studies, which have tended to focus on the impact of a company or product on GDP.

GDP itself, however, has never included everything we value or every type of work we do.  Taken literally, GDP takes no account of changes in our leisure time or the amount of work we do in non-market roles, such as housework or looking after family. The majority of the kinds of help we have explored in this study do not increase GDP in the way we normally measure it - but most people would agree that they are important.

How can we better understand and quantify the value created by Google in daily life?

One way to do this is to look at changes in the consumer surplus. The consumer surplus is defined by economists as the difference between the amount a consumer would be willing to pay and the amount they actually do pay. 

This is particularly relevant for products such as Google’s, which are largely provided to the end user without monetary charge.

In order to better understand the value of Google, we used two types of methodology to create new estimates for the consumer surplus of its core products:

  • Where possible, we produced estimates of the value of the time saved from using Google products such as Search, Maps and YouTube
  • We used our consumer polling data to explore the minimum amount you would have to compensate the average person for losing access to each product, building on the methodology previously established by other leading economists14

We found that the total consumer surplus of Google’s products in Denmark is  around 556 Danish Kroner. per month for the median person:


Consumer Surplus (bn)

The total consumer surplus is equivalent to 5.2% of GDP, the equivalent in size of the construction industry in Denmark.

In addition, we estimate that the total consumer surplus from Android smartphones in Denmark is worth over 29 billion Danish Kroner a year or 1,965 Danish Kroner per month for the median household.15

Together, this evidence suggests that traditional statistics like GDP are doing a poor job of measuring the value created by the Internet. Other studies have found that if the value of free internet services are included within GDP, it would increase the recent rate of GDP by the equivalent of 0.7 percentage points a year. 16 We explore more how our findings fit into the literature in the last chapter.

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Google helps businesses grow and innovate

The referral traffic driven by Google is a highly valuable source of revenue for Danish businesses

The evolution of advertising has always been closely tied to changes in the wider structure of the economy. As advertising has become more personalised, targeted and immediate, it has driven growth and innovation in the wider economy: enabling new types of business to connect with customers, and providing a new source of revenue to fund others.

The first adverts were inherently local - as far back as Roman times, there is evidence of signposts and posters being used to drive customers to local businesses. With the 20th century came mass media, bringing an expansion and infusion of new voices. Genre entertainment (such as Westerns, situation comedies, and news shows) was largely premised and funded by the ability to define audience segments as well as generate scale, and sell advertising on that basis. Then radio joined newspapers, TV joined radio and mass-market magazines

Likewise, advertising on the internet is continuing to drive growth and innovation:

  • Making it possible for small businesses to more easily reach customers worldwide
  • Funding new types of content, including  websites, blogs, and video

At the heart of Google’s business model for most of its products is advertising. Google’s key innovation in the advertising space was using data to:

  • Help advertisers reach people at the best possible moment;
  • Help them ensure that their money was well spent;
  • Enabling niche businesses to target those with very specific interests.

That means fewer, better ads for the customer - and a much higher rate of return for the business advertising.

While the direct impact of Google Ads is important for Danish businesses, even more important is the organic referral provided by Google Search. Our polling showed that, 73% of businesses in Denmark estimated that online search was an important way of customers finding them.  <69% of the businesses we spoke to agreed that thanks to search engines, it was far easier for local customers and clients to find them.

On average, Google calculates that for every Danish Krone businesses spend on Google Ads, they get 8 Danish Kroner back in profit. To start, each business receives on average back 2 DKK for every 1 DKK they spend. This in turn is further boosted by traffic that comes through organic search, with other estimates suggesting that businesses receive around five clicks on their search results for every one click on their ads.17

That means the majority of the value created by Google advertising is captured by businesses and their customers. In total, our estimates suggest that Google Search and Ads are driving over 17 billion Danish Kroner in total of economic activity for businesses in Denmark.

As before this estimate is built upon third party estimates of ad revenues in Denmark - Google did not give us any new financial information - and, as such, may be an underestimate of the full value created by Google in Denmark.18

It is not only businesses that benefit from the traffic driven by Google Search and Ads. The referral traffic provided by Google Search is an important driver of attention for non-profits too, while over the years Google Ad Grants have allocated almost 160 million DKK worth of free online advertising through in-kind Google Ads to around 330 organisations in Denmark.

Google Search and Ads have made it much easier for local and international customers to find Danish companies

How important would you say each of the following are as ways customers/clients find your business?

Helping businesses export

One of the biggest transformations of the internet is that businesses can reach anywhere across the globe.  At the same time, it has made it easier for small businesses to compete with larger enterprises – meaning that organisations no longer have to commission expensive TV or print advertising campaigns, but can target customers much more clearly.

Tools like Google Ads, Analytics and Market Finder have made it much easier for businesses of any size to reach new customers wherever they are based. 65% of the businesses we spoke to agree that compared to the time before search engines, it was now far easier for global customers or clients to find their business.

Looking only at businesses who said that a majority of their customers came from abroad, 68% agreed that their business would have significantly fewer international clients without online search and online advertising.

Helping local customers find businesses

It is not just global customers that Google helps businesses reach, but local people too. Tools like Google Maps and Google My Business have made it easier for people locally, regionally, and nationally to find new businesses like restaurants and shops. This can be particularly important to those in out of the way locations.

In our consumer polling, we found that:


Google is helping create a more consumer centric Danish economy

By increasing consumer transparency, Google is helping drive better customer service

By increasing transparency and choice, Search and other online tools have increased effective competition - leading to more productive companies and a better quality service for the end customer. In today’s economy, it is much harder for a business to get away with a poor quality good or service.

The people and companies we polled agree: 75% of shoppers think they make better purchasing decisions because of online information, and 75% of businesses think it is harder to get away with poor goods, food or service because of the internet.

This happens not only online, but offline too. 65% of people say they use their phone to research a potential purchase in a shop in the last year. This allows them to avoid products which get poor reviews, and make sure they are paying a good price.

Helping small businesses compete and grow

Given their lower entry costs, internet tools are often particularly important for the productivity of small businesses. Anyone who wanted to start a large export business twenty years ago, would probably have to invest in an international advertising campaign, in-house IT servers and expensive software licences.

In our poll, out of businesses with less than 250 employees we saw:


Google makes it easier for new companies to compete with established firms

Free online tools, cloud computing, and the ability to communicate to customers across the globe have dramatically reduced the barriers to entry for start-ups, and made it easier for them to grow.

In our poll, out of businesses less than five years old we saw:

Google’s products are enabling entirely new types of business

The economic impact of YouTube

For decades publishers, record labels, and TV producers have been besieged by requests from individuals wanting a chance to reach a wide audience. YouTube has provided many with an alternative - giving them a platform to communicate directly to people all over the world. While children used to dream of becoming a film or sports star when they grew up, an increasing number now say their dream is to become a YouTube vlogger.19

Worldwide, YouTube has a total audience of over 2 billion users, with over 500 hours of content uploaded every minute and one billion hours of content watched every day. This immense audience supports thousands of independent creators. The number of channels with more than one million subscribers globally has grown by more than 65% year on year, and the number of channels earning five figures per year more than 40% year on year. 20 The top 10 Danish YouTube creators on their own have received more than 3 billion views.

The economic impact of Android development

Android is the world’s most popular app platform, helping ensure that it has never been easier for app or game developers to deploy and market to customers worldwide. 

In total, the Google Play store offers around 2.7 million apps to download,21 with over 75 billion apps downloaded globally from the Google Play store in 2018.22 The average consumer in advanced economies regularly uses over 30 apps, with just under 100 apps installed on their smartphone.23

Independent estimates have found that, in total, the Android ecosystem supports 40,000 jobs in Denmark.24

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Google helps workers be more productive, learn new skills and develop their careers

Google helps workers be more productive

In the last five years, Danish companies report significant increased adoption of the use of email, smartphones, search engines, online maps, and online office suites - and they expect this adoption to only increase in the next five years. Like the PC and the spreadsheet a generation before, arguably the most important personal productivity tools of the last generation have been the smartphone and the search engine:

  • Workers were more likely to use Google Search in an average week for their work than a laptop, desktop computer, Microsoft Office or car.
  • A third of workers agreed that search engines make their work easier and take less time
Usage of internet technologies over time

It is not just Search. 27% of individuals say that smartphones make their jobs easier, while 21% of business leaders say that online maps are essential to the running of their business and 35% think the same about an online office suite. A previous Forrester Consulting study estimated that the deployment of G Suite and tools like Docs, Sheets and Slides had the potential to save employees 15 minutes to 2 hours per week in more efficient collaboration.25

The employers we spoke to agreed that the internet has increased productivity and enabled new styles of working:

Increasingly, many companies are turning to cloud providers such as Google Cloud Platform to enable them to grow seamlessly. According to Eurostat data, over 55.6% of Danish enterprises use cloud computing services, compared to an EU average of 26%26

On average, businesses have seen a net return of up to 2.5 DKK for every 1 DKK invested in cloud services, with some of the most successful users on Google Cloud seeing returns of up 10 DKK  for every 1 DKK invested. In total, Deloitte estimates have found that Google Cloud has increased productivity in Denmark by 400 million DKK mn.27

Given the significant number of workers and businesses who in our polling said they now used and relied on Google products, this is likely to be substantial. We estimate that Google Search and G Suite alone could be creating at least 16 billion Danish Kroner a year in business time savings for the Danish economy.28

Protecting businesses online with leading security

While the internet has enabled new opportunities for businesses to save time and money, it has also created the potential for new types of risk from data breaches or loss. One recent business survey found that 28% of small businesses in the US had suffered a data loss in the last twelve months, with 69% of those forced offline for a limited period and 10% forced into bankruptcy.29

Protecting businesses online with leading security

Security features are built into all of Google’s products, services, and infrastructure to keep data protected, and Google has dedicated teams and technology to continually improve that security.

Defense in depth

The security of Google’s infrastructure was designed in layers that build upon one another, from the physical security of data centres to the security protections of hardware and software to the processes used to support operational security. This layered protection creates a strong security foundation for everything Google does.

  • Physical security to protect data integrity: Google distributes data across multiple data centres, so that in the event of a fire or disaster, it can be automatically shifted to stable and protected locations. Each of those data centres is monitored and protected 24/7, and access is tightly controlled with measures like biometric identification and laser-based surveillance.
  • Custom hardware with security at its core: Security starts in hardware. Google created processes to help ensure the security of its hardware, including vetting the vendors they work with, designing custom chips, and taking measures to identify and authenticate legitimate Google devices. This foundation allows the delivery of  security at every level.
  • Encryption to keep data private and protected: Encryption brings an even higher level of security and privacy to Google’s services. As the data created moves between your device, Google services, and data centres, it is protected by security technology like HTTPS and Transport Layer Security. Google also encrypts email at rest and in transit by default, and encrypts identity cookies by default.
  • Processes for secure operations: Google uses security monitoring to protect users from malware. Applications are constantly monitored and patches are deployed through automated network analysis and proprietary technology. This allows Google to detect and respond to threats to protect products from spam, malware, viruses, and other forms of malicious code.
  • Google actively scans to find vulnerabilities: Google scans for software vulnerabilities, using a combination of commercially available and purpose-built in-house tools, intensive automated and manual penetration testing, quality assurance processes, software security reviews, and external audits.
  • Google designs with security in mind: Google’s security and privacy experts work with development teams, reviewing code and ensuring products utilize strong security protections.
  • Strong controls to limit access to trusted personnel: Google limits access to users’ business’ data to Google personnel who need it to do their jobs; for example, when a customer service agent assists a user in managing their data. Strong access controls are enforced by organizational and technical safeguards. And Google works with third parties, like customer support vendors, to provide Google services, an assessment is conducted to ensure they provide the appropriate level of security and privacy needed to receive access to data.
  • Incident management to resolve threats quickly: Google’s security team works 24/7 to quickly detect, resolve, and notify the appropriate individuals of security incidents. The security incident management program is structured around industry best practices and tailored into the "Incident Management at Google (IMAG)" program, which is built around the unique aspects of Google and its infrastructure. Incident response plans are regularly tested, so Google always remains prepared.

Google helps people get more done while on the go

The average person in Denmark spends 0.95 hours a day travelling, or around 350 hours a year. Until recently, much of that time would have been wasted.

From podcasts to apps, streaming videos to gaming, the rise of the smartphone has helped make travelling far more entertaining for many people - but often more productive too. Rather than wait to get back to your desk to look up a crucial piece of information or respond to an urgent message, we are now able to act much more in the moment.

In our polling, we saw many ways in which Danes were using their smartphone to remain productive while on the go:

Google is helping workers upskill and find new jobs

Helping people find jobs and grow in their career

For over a hundred years, an important goal of public policy has been to help match workers with the right jobs, and once in work, train and improve their skills.

By making it easier to research different options, search engines such as Google Search help improve consumer choice, transparency and competition.

One of the most important markets in which this is true is the labour market. Google Search is increasingly the leading gateway through which workers look for a new position and, once there, seek to improve their skills.

Every year:

This is particularly true of younger workers. 68% of 18-24 year old Search users and 67% of 25-34 year old Search users say they use it at least once a year to look for a new job, and 55% and 55% respectively to get advice on their CV.

Helping managers learn more at work

Like their workforce, business owners and managers are also increasingly turning to Google products to stay on top of trends and opportunities, be aware of what their competitors are doing, and constantly improve their own practices and management.

In our business poll, we found that at least once a month:


Preparing people for the jobs of the future

In the future, AI will enable workers to be even more productive

In its first twenty years, the majority of value created by Google services came from improved access to information and communication. In the next twenty years, the value created by the application of AI and machine learning to automate routine tasks is likely to be just as important. Google’s CEO has argued that the company is set to move from “a company that helps you find answers to a company that helps you get things done.”30

As industry adapts to the next wave of technologies - big data, AI, and advanced robotics - we find that companies across Denmark have already incorporated internet technology into their daily operations, decision making, sales and marketing.

Two-thirds of Danish businesses expect data science and machine learning to be used by a majority of their workers within the next five years.

While it is hard to predict the future reach of a specific company, we can more confidently predict the potential of AI and the digital industry for the economy as a whole.

In total, our estimates suggest that AI has the potential to boost the economy in Denmark by 16% by 2030, boosting average growth rates by an average 1.46 percentage points a year. That is the equivalent of an additional 34 billion Danish Kroner in GDP, or an additional  5800 DKKper Dane, each and every year.

As well as boosting living standards, AI is also likely to make work itself more pleasant - freeing up time for employees to spend on more creative or meaningful tasks.

As one example of this, the average employee in Denmark today spends over 45 minutes a day in administrative tasks, such as filling out paperwork, submitting expenses or booking a meeting room.

 

Through products such as Assistant and Duplex, Google has already demonstrated technology that can suggest standard email replies, find a suitable slot for a meeting or book an appointment.

If we could use AI to take over just 10% of the average worker’s administrative tasks, it would save them the equivalent of 13 hours in work time a year – and by itself boost productivity by 0.91%.

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Google is committed to sustainable economic growth, and is helping others to do the same

Google is a sustainable business

In the rest of this report, we have looked at how Google makes people and workers more efficient - saving them money and time.

As important, however, is another type of efficiency: making sure the products and services we consume take up less of the planet’s scarce physical resources. By spreading the digital revolution to the physical world, and making greater use of AI, smart technologies and better data, we have significant potential to improve the resource efficiency of our society, and increase our sustainability.

This is already happening. By applying AI to the design of its data centres, Google has helped significantly increase their energy efficiency: they use 50% less energy than a typical Data Centre, and compared to five years ago, achieve seven times as much computation power with the same amount of electrical power.31 At the same time, other work by the company has shown the potential to increase the value of wind energy by 20% by improving its predictability and increasing its reliability for businesses.

More broadly, the digital revolution as a whole is helping create the dematerialisation of the economy - decoupling the link between growth and use of resources. Instead of each of us creating and owning 20 different tools, we have increasingly replaced them with multifunctional devices like the smartphone - while our library of DVDs or CDs has been replaced by streaming media. Looking forward, new technology can increasingly help substitute for physical travel or other resource intensive goods.

Google is the world’s largest business purchaser of renewable electricity, and since 2017 it has matched 100% of the electricity of its operations with purchases of renewable energy. In total, globally it has purchased nearly 26 million MWh of renewable energy.  Sourcing energy for its data centres from renewable energy helps reduce by 88% the embedded water use compared to buying power for the grid.

Thanks to its renewable energy programmes and carbon offset programmes, Google has been carbon neutral since 2007. In addition to this, it has reduced its overall carbon intensity by 86% since 2011.

The company has set a long term goal to not just offset its energy consumption over the year, but to power its operations 365 days a year, 24 hours a day, with carbon-free energy.

Google products help people reduce their CO2 emissions

Google products help reduce our environmental impact and increase our sustainability: Google Maps reduces the amount of time spent in a car; as it is easier to work from home because of internet services, we reduce commuting time and environmental cost.

Based upon the evidence from our polling, Google Maps is reducing the amount of time people spend in a car because users change travel patterns. It can also make it easier for people to walk - confident that they won’t get lost. 35% of Google Maps users say that it allows them to walk or cycle rather than drive at least once a month.

In total, Google Maps provides more than 1 billion kilometres of transit directions per day, while in Denmark we estimate that the time saved by Google Maps saves 40 thousand tonnes of CO2 emissions a year - the equivalent of flying around the world around 14,000 times.

Google tools make it easier - as our business polling showed - for people to work from home. This reduces commuting time and environmental impact. If the average Danish employee works from home for an extra day a month, this by itself saves around 130,000 tonnes in CO2 emissions a year.

Google Search and YouTube help people understand the environment and their impact on it. From our polling we know people use Google Search to be responsible, environmentally friendly citizens. 22% of Search users  have researched their own environmental impact in the last year.

Percent using Google Search to research their environment

Smart home tools help customers reduce their own energy consumption. Global, Nest thermostats have helped its customers save more than 29 billion kWh of energy. 32

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Calculating the total economic impact of Google



How can we estimate the total impact created by digital products and services like Google on the Danish economy, society and standard of living?

Traditional economic impact studies have tended to focus on the impact of a company or product on GDP. GDP itself, however, has never included everything we value or every type of work we do. Taken literally, GDP takes no account of changes in our leisure time or the amount of work we do in non-market roles, such as housework or family care.

For the most part, this hasn’t mattered too much - there is reasonable evidence that GDP is highly correlated with other things that we care about, such as a clean environment or overall happiness. GDP might not measure all that mattered, but it made a reasonable stand-in.


If there is one thing that is striking about the digital economy to an economist, however, it is how much of it is free. The world’s seven most popular websites - Google, YouTube, Facebook, Baidu, Wikipedia, Reddit and Yahoo!33 – are all offered without charge. As many estimates have calculated, the modern smartphone replaces what once would have been dozens of separate devices costing thousands of krone, including phone, camera, video camera, games console, alarm clock, map, satnav, book, television, DVD player, Walkman, stopwatch, torch, debit card, compact mirror, step tracker, portable speaker and compass.

At the same time, as we have explored throughout this paper, digital services are increasingly both saving us time in our non-market work - making it easier to do housework or DIY - and substituting for jobs that once we might have paid someone to do for us, such as booking a flight or holiday, and enabling new types of careers.

The combination of a lack of prices and the fact that many digital services are a completely new type of good - there is no real non digital equivalent to a search engine - makes it much more challenging for economists and statisticians to estimate how much they matter to consumers.

Nevertheless, economists have developed multiple methods that allow us to estimate how much value – or consumer surplus – is created by unpriced goods, which in this paper we have applied in turn to Google’s products, including:

  • Using time or attention as a proxy for the cost we are prepared to pay for digital goods. Money is not the only cost we have to pay to use a good or service – our time is valuable too. According to our poll, the average online Dane estimates that they spend over an hour a day on their smartphone.  This time carries a significant opportunity cost of everything else we could be doing either for leisure or our job – suggesting that we must find the digital service at least as valuable as the alternative.
  • Asking individuals to estimate the amount they would be hypothetically willing to pay for a free service – or alternatively, what they would be willing to accept to give it up. For decades, economists and social scientists have experimented with the best way to ask individuals about their preferences over unpriced goods, such as a natural park or clean air. When designed right, these surveys can deliver surprisingly accurate results. In the future, the arrival of new mass online polling solutions such as Google Consumer Surveys and big data enabled by the internet could potentially allow us to significantly improve the accuracy, speed and reliability of our economic statistics – allowing us to better measure what as individuals we really care about.
  • Comparing preferences for a free good against another good which has a price attached. Finally, rather than try and construct a hypothetical price – something we rarely do in real life – we often find it easier to compare between different items: would people rather give up their washing machine or dishwasher? By comparing items with prices to those that are unpriced, we can produce a ranking, and bracket how valuable the free good must be.

While we have tried to directly estimate the time saved by Google services whenever possible, on other occasions we have had to rely on stated preferences, as has long been common practice in other areas where valuation is challenging, such as environmental economics. These estimates work by asking individuals whether they would be prepared to lose access to a particular product for varying amounts of money - and assuming that if they reject this deal, the service must be worth at least that amount. Other research has found that these kinds of estimates give a reasonably reliable estimate of the value created by digital services (see Box) - with survey respondents providing similar responses even when there is a real, non-hypothetical risk of losing access if they did not provide an accurate estimate.

As a sense check, we also asked our polling recipients to rank Search, YouTube and their smartphone against other consumer goods by which they would most want to avoid giving up - finding that, on average, internet connected Danes would rather lose access to online or printed newspapers than their smartphone or a search engine.

Another question might be what we are measuring against: if Google didn’t exist, how would the world look different? Presumably another search engine would be the market leader - but how would its quality differ? Given the scale of the consumer surplus we found, an alternative only 10% worse would lead to significant reductions in consumer welfare. For the most part, in our polling we always asked those we surveyed the value of a specific Google product rather than a generic category - leaving them the hypothetical option to switch to a competitor even if they lost access to Google’s product. This makes our study different from many of the other studies that have been done on the value of digital products, and given the high values we found, suggest that many people significantly value Google’s services.

In total, our estimates suggest that a conservative estimate of the total consumer surplus created by Google services in Denmark is 120 Kr. billion a year or around 6,677 Kr. per year for the median person. We believe this work supports the growing evidence in the literature that digital services are creating significant unmeasured value for ordinary findings. While our estimate is already a large number, other studies have found that the value of online search as a whole could be as high as $15,600 per person a year.34


Other estimates of the consumer value created by the digital economy

Depending on their methodology and assumptions, the estimates of the value produced by the online economy can vary by many orders of magnitude. In general, however, even the more modest estimates find that online services are creating significant surplus value beyond what their users directly pay.

Goolsbee and Klenow’s paper Valuing Consumer Products by the Time Spent Using Them: An Application to the Internet (2006) uses the opportunity cost of the leisure time spent on the Internet to estimate a total consumer surplus equivalent to $3,000 on average in the US.

McKinsey’s report The Web’s €100 billion surplus (2011) 35 used stated preference methods to calculate the total consumer surplus created by online services, netting off consumers preference to avoid advertising or sharing their data. Their estimates found that search created a monthly consumer surplus equivalent to €3.1, for email €3.2, maps €1.1 and video €0.9.

Brynjolfsson and Oh’s paper The Attention Economy: Measuring the Value of Free Digital Services on the Internet (2012)36 updated the methodology of Goolsbee and Klenow (2006) to account for that the Internet might simply be substituting for watching TV, finding that free online sites create the equivalent of around $500 per person in consumer surplus. Brynjolfsson, Eggers and Gannameni’s paper Using Massive Online Choice Experiments to Measure Changes in Well-Being (2017) used online surveys to test both willingness to accept compensation in place of digital goods and to create a ranking of different goods. They find significantly higher numbers, with a consumer surplus for search the equivalent of $17,500 a year, for email $8,400, maps $3,600 and video $1,170. In order to test the reliability of these hypothetical numbers, they run a smaller scale experiment where they actually make some people go through with giving up the online service – and find this creates little change in valuation. In addition, they run a ranking experiment, and find that giving up search engines, email and smartphones are all ranked somewhere between the equivalent of losing $500 to $1000 a year.

Methodology



As described in the main report, accurately estimating the value created by digital products is extremely challenging – and this is particularly true for products that are offered without monetary charge, are used widely across the economy, and contain elements of both consumption and production, as is true for many Google products.

While we believe our estimates are based on conservative assumptions, it is worth being aware of their limitations:

  • Many of our estimates are based on the gross impact of Google’s products, as it is hard to accurately quantify what a counterfactual world without Google would look like.
  • Conversely, in some cases we have not been able to fully quantify all the impacts created by Google products, suggesting that our estimates should be viewed as a lower bound.
  • Many of our estimates make use of new polling carried out for this report – but as in any poll, consumers may underestimate or overestimate their use of products. (Full polling tables for data used in this report are available in an online appendix.)
  • Best practice in many of these areas, such as valuing an hour of leisure time or using stated preferences to calculate consumer surplus, remains an area of active academic debate.
  • Google did not provide any new or internal data to generate these estimates. All our modelling is based on third-party or public data, alongside our own internal estimates.

Consumer Benefits

Google Search

Our headline estimate of the total consumer surplus of Google Search is calculated as the geometric average of:

  • Time saved. Following the methodology of Varian (2011), we assume that using Google saves 15 minutes per question, with the average person asking 1 answerable question every 2 days. Time saved is valued at the self-reported polling data of average incomes, and we scale the overall estimate by third party estimates of Internet prevalence and polling information on Google Search usage. (More information on this overall approach can be found in the Economic Value of Google, a presentation by Google Chief Economist Hal Varian.)
  • Stated preference (Willingness to Accept). As part of our polling, we asked participants a single discrete binary choice question of “Would you prefer to keep access to Google Search or go without access to Google Search for one month and get paid [Price]” with the price offered randomised between 10 Kr., 20 Kr., 50 Kr., 100 Kr., 200 Kr., 500 Kr., 1000 Kr., 2000 Kr. and 4000 Kr. We linearly regressed the results of this poll to derive a demand curve and used this to calculate total consumer surplus per user. Finally, we scaled this estimate by third party estimates of Internet prevalence and polling information on Google Search usage.

Following Brynjolfsson et al (2017), we chose a Willingness to Accept (WTA) rather than Willingness to Pay format for our Stated Preference question as we believed this best matched the status quo, given that the majority of Google Services are offered without monetary charge.

As with many other products, the mean consumer surplus is significantly higher than the median – or, in other words, a few dedicated users use it disproportionately more than the average.

In order to ensure that our household level figures were not misleading, we based them not on the mean household value for WTA compensation, but instead a separate estimate of the median WTA. We derived this by regressing our polling data again, using an exponential method which we judged was more likely to accurately represent the bottom of the distribution.

Google Maps

Our headline estimate of the total consumer surplus of Google Maps is calculated as the geometric average of:

  • Time saved. We calculate time saved by Google Maps, using estimates of time saved by advanced traveler information systems from Levinson (2003) and total time spent travelling by mode from our polling, calibrated by Danish National Travel Survey data on the total time spent commuting. Time saved is valued at 37.5% of the estimated hourly income of Google Maps users, following standard practice for calculating the value of travel time savings.
  • Stated preference. As with Google Search, we asked the participants of our poll a single discrete binary choice question of “Would you prefer to keep access to Google Maps or go without access to Google Maps for one month and get paid [Price]” with the price offered randomised between 10 Kr., 20 Kr., 50 Kr., 100 Kr., 200 Kr., 500 Kr., 1000 Kr., 2000 Kr. and 4000 Kr. We linearly regressed the results of this poll to derive a demand curve and used this to calculate total consumer surplus per user. Finally, we scaled this estimate by third party estimates of Internet prevalence and polling information on usage.
  • In Google Maps usage. In addition, we constructed a separate estimate of the median WTA compensation for losing Google Maps which we used for our per person and household estimates.

YouTube

Our headline estimate of the total consumer surplus of Google Search is calculated as the geometric average of:

  • Time saved. Extrapolating from the methodology Varian (2011), we assume that using YouTube saves 11 minutes per question, using self-reporting polling data to calibrate the number of questions asked. Time saved is valued at the self-reported polling data of average incomes, and we scale the overall estimate by third party estimates of Internet prevalence and polling information on YouTube usage.
  • Stated preference (Willingness to Accept). As part of our polling, we asked participants a single discrete binary choice question of “Would you prefer to keep access to [Product x] or go without access to [Product x] for one month and get paid [Price]” with the price offered randomised between 10 Kr., 20 Kr., 50 Kr., 100 Kr., 200 Kr., 500 Kr., 1000 Kr., 2000 Kr. and 4000 Kr. We linearly regressed the results of this poll to derive a demand curve and used this to calculate total consumer surplus per user. Finally, we scaled this estimate by third party estimates of Internet prevalence and polling information on [Product x] usage.

Gmail and Google Docs

Given that we had no time saving estimates for these products, we instead relied on estimates drawn again from stated preferences, following the same procedure. We asked the participants of our poll a single discrete binary choice question  “Would you prefer to keep access to [Gmail / Google Docs] or go without access to [Gmail / Google Docs] for one month and get paid [Price]” with the price offered randomised between 10 Kr., 20 Kr., 50 Kr., 100 Kr., 200 Kr., 500 Kr., 1000 Kr., 2000 Kr. and 4000 Kr. We linearly regressed the results of this poll to derive a demand curve and used this to calculate total consumer surplus per user. Finally, we scaled these estimates by third party estimates of Internet prevalence and polling information on each product’s usage. In addition, we constructed a separate estimate of the median WTA compensation for each product which we used for quoted per person and household estimates.

Android

In addition to measuring the consumer surplus individuals received for individual Google services, we also investigated the overall consumer surplus Danes receive from their smartphone.

We asked the participants of our poll a single discrete binary choice question  “Would you prefer to keep access to your smartphone or go without access to your smartphone for one month and get paid [Price]” with the price offered randomised between 10 Kr., 20 Kr., 50 Kr., 100 Kr., 200 Kr., 500 Kr., 1000 Kr., 2000 Kr. and 4000 Kr.

We then scaled this number by Android’s market share in Denmark and Lee (2016)’s estimate of the proportion of net smartphone consumer surplus, excluding substitution value.

Given the overlap with individual services - one reason we value our phone is because it allows us to access Search, Maps, Gmail or YouTube - and the challenges in decomposing the value attributable to software and hardware, we did not include this estimate in our number for the overall value created by Google in  Denmark.

Business Benefits

Google Ads

Following the precedent of past Google impact reports, we use third-party data to estimate the total size of the Danish Google Ads market, combining PWC Global Entertainment & Media Outlook data on the total Danish paid search market with other estimates of Google’s market share.

Following the methodology of the US Google Economic Impact Report, we then scale this revenue by an assumed Return on Investment (ROI) factor of 8, from:

  • Varian (2009) estimates that businesses make on average $2 for every $1 they spend of AdWords.
  • Jansen and Spink (2009) estimate that businesses receive 5 clicks on their search results for every 1 click on their ads.
  • Google estimates that search clicks are about 70% as valuable as ad clicks.
  • Total ROI is then 2 * spend + 70% * 5 * 2 * spend – spend = 8 (spend).

More information on this methodology is available at https://economicimpact.google.com/methodology/

AdSense

In order to estimate total Danish Adsense revenues, we scale Google’s 2019 global Traffic Acquisition Costs to network members by Denmark’s share of global display spending, derived from PWC Global Entertainment & Media Outlook data. In addition, we also include the estimated returns to advertisers, drawing on the estimated ROI of display advertising from Kireyev et al (2013).

YouTube

In order to estimate total Danish revenues to Danish creators, we combine:

  • Google’s reported global YouTube advertising revenue in 2019
  • PWC Global Entertainment & Media Outlook data on total Danish video advertising revenue as a share of the global total
  • Sandvine data on YouTube’s 2017 share of EMEA video bandwidth
  • AdStage data on YouTube CPC and CTRs

We then further scale this by an assumed conservative ROI factor.

Android

We scale App Annie 2019 data on worldwide Android app store consumer spend and Android revenue share by Caribou Digital (2016)’s estimate of the Danish share of total app store value captured, and a 70% revenue share for the developers. We then scale this by the ratio between app store revenue and total revenue, including consultancy work, derived from Card and Mulligan (2014).

AI

We draw on McKinsey Global Institute (2017) estimates of the proportion of automatable jobs in Denmark, and conservatively assume that combined software and hardware costs for automated task converge to 10% of the cost of human labour. Next, we assume that automation takes place over 50 years, following a logistic S-curve, with Danish state of adoption proxied by its current lag in internet adoption with the US.

In order to estimate the potential impact on administrative tasks, we draw on polling data on average time spent on administrative work.






  1. Internet Trends 2019, Mary Meeker, Bond
  2. Author calculation derived from https://www.seagate.com/files/www-content/our-story/trends/files/idc-seagate-dataage-whitepaper.pdf
  3. Number of SKUs at a standard supermarket from https://www.fmi.org/our-research/supermarket-facts; number of SKUs from an online retailer from https://www.scrapehero.com/number-of-products-on-amazon-april-2019/; YouTube uploads from https://www.statista.com/statistics/259477/hours-of-video-uploaded-to-youtube-every-minute/
  4. Consumer Surplus in the Digital Economy: Estimating the Value of Increased Product Variety at Online Booksellers, Erik Brynjolfsson, Yu (Jeffrey) Hu, Michael D. Smith, 2003
  5. Including Google Economic Impact (US, 2019, Google), Google’s Impact in the UK: At Home, At School At Work (UK, 2018, Public First), Google’s Economic Impact (Canada, 2018, Deloitte),Google Economic and Social Impact (New Zealand, 2017, AlphaBeta), Google Economic and Social Impact (Australia, 2015, AlphaBeta) and Google’s Economic Impact: United Kingdom (UK, 2014, Deloitte)
  6. For our full methodology, see the appendix at the end of this report
  7. https://stats.oecd.org/index.aspx?DataSetCode=ANHRS#
  8. Economic Value of Google, Hal Varian
  9. Unless stated otherwise, we use ‘regularly’ in this report to refer to an action taken at least once a month.
  10. https://www.jstor.org/stable/20865386?seq=1#page_scan_tab_contents https://pdfs.semanticscholar. org/7dab/41504f61a8f85fc83c26e6700aad34a251c5.pdf 2
  11. https://www.thinkwithgoogle.com/data/youtube-viewership-statistics/
  12. https://gs.statcounter.com/os-market-share/mobile/finland
  13. World Bank. 2009. World Development Report 2009 : Reshaping Economic Geography. World Bank.
  14. Using Massive Online Choice Experiments to Measure Changes in Well-Being, Brynjolfsson, Eggers and Gannameni, 2017
  15. Some of this value overlaps with the consumer surplus from Google’s other core products such as Search or YouTube. As such, we have not included it in the total value.
  16. The Attention Economy: Measuring the Value of Free Digital Services on the Internet, Brynjolfsson and Oh, 2012
  17. https://economicimpact.google.com/methodology/
  18. For our full methodology, see the appendix at the end of this report
  19. See, for example here or here.
  20. https://variety.com/2019/digital/news/youtube-2-billion-users-tv-screen-watch-time-hours-1203204267/, https://www.youtube.com/yt/about/press/ and https://www.statista.com/statistics/259477/hours-of-video-uploaded-to-youtube-every-minute/
  21. https://www.statista.com/statistics/266210/number-of-available-applications-in-the-google-play-store/
  22. Store Intelligence Data Digest Q4 and Full Year 2018, Sensor Tower
  23. The State of Mobile 2019, App Annie
  24. The App Economy in Europe: Leading Countries and Cities, Dr Michael Mandel and Elliot Long, Progressive Policy Institute, 2017
  25. The Total Economic Impact of Google Apps for Work, Forrester Consulting, 2015
  26. https://ec.europa.eu/eurostat/statistics-explained/index.php/Cloud_computing_-_statistics_on_the_use_by_enterprises
  27. Public First calculation based on Economic and social impacts of Google Cloud, Deloitte, September 2018
  28. Assuming half of Danish workers use Google Search on a weekly basis, and 20% of workers use G Suite. Based upon work by Forrester Consulting, we assume each user of G Suite saves between 15 minutes and 2 hours each a week. We conservatively assume that workers research one question through Google Search a week, and that this saves them 15 minutes. Total time saved is converted into a monetary amount using Danish average output per hour.
  29. https://staysafeonline.org/small-business-target-survey-data/
  30. https://www.youtube.com/watch?v=lyRPyRKHO8M&feature=youtu.be
  31. https://services.google.com/fh/files/misc/google_2019-environmental-report.pdf
  32. https://services.google.com/fh/files/misc/google_2019-environmental-report.pdf
  33. https://en.wikipedia.org/wiki/List_of_most_popular_websites
  34. Using Massive Online Choice Experiments to Measure Changes in Well-Being, Brynjolfsson, Eggers and Gannameni, 2017
  35. The Web’s €100 billion surplus, McKinsey, 2011
  36. The Attention Economy: Measuring the Value of Free Digital Services on the Internet, Brynjolfsson and Oh, 2012