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European Digital City Index –
How well do different cities across
Europe support digital entrepreneurs?
Siddharth Bannerjee & Christopher Haley, Nesta
Startup Europe - Impact, Data, Program, Future - 2 February 2017
europeandigitalforum.eu
digitalcityindex.eu
Vision, Mission and Intended Audience
• City-level ecosystem mapping using composite indicator
methodology
• Rank 60 EU28 cities’ support for digital startups and scale-ups
Vision
• Support digital entrepreneurship across Europe
• Benchmark and evaluate the health of a city-level digital
innovation
Mission
• Start/Scaleups,
• Corporates
• Policymakers
Audience
1° research:
~75 interviews
with experts &
entrepreneurs
across Europe
2° research:
academic lit.
⇨
~ 40 variables
x 60 cities
Testing
availability of
sources &
gathering data
(rejecting some
metrics; finding
proxies where
necessary)
Data checking:
filling gaps /
estimating
missing
values;
checking
outliers
Factor analysis;
normalisation;
sensitivity
analysis;
weighting
variables to
form composite
indicator
Interactive
website;
city profiles,
stories
*JRC
AUDIT*
LaunchSeptAugJune - JulyJan - Mar
Data
Visualisation
Data
Processing
Source
Selection
& Data
Gathering
Theoretical
Framework
Data
Checking
Index Construction Process
European Digital City Index (EDCi)
www.digitalcityindex.eu #digitalcityindex
Ranking Startups Scale-ups
1 London London
2 Stockholm Stockholm
3 Amsterdam Paris
4 Helsinki Helsinki
5 Paris Amsterdam
6 Berlin Copenhagen
7 Copenhagen Berlin
8 Dublin Munich
9 Barcelona Dublin
10 Vienna Vienna
Visualization and Top-10 Rankings
European Digital City Index 2016
Theme Variable Indicator Coverage Source
Access to
Capital
Availability of early-stage funding Amount of seed and startup funding raised (€ thousands) National Invest Europe
Availability of late-stage funding Amount of later-stage funding raised (€ thousands) National Invest Europe
Availability of growth funding Amount of growth funding raised (€ thousands) National Invest Europe
Availability of crowdfunding Amount pledged towards Kickstarter projects (€ millions) City level Crowdfunder.co.uk
Entrepreneurial
Culture
Willingness to take on risk Percentage of people who disagreed with the statement: "One should not start a business if there
is a risk it might fail"
Nuts 2 Eurobarometer
Foreign population Percentage of pop. that are native born w/ mixed background and foreign-born National Eurostat
Online collaboration Number of new active Github Users within the last 12 months City level Ghtorrent.org
New-business density Number of newly registered corporations per 1,000, ages 15-64 National World Bank
Absence of negative perception of
entrepreneurship
Percentage of people who answered "Broadly favourable" to the question: "What is your overall
opinion about the following groups of people? Entrepreneurs (self-employed, business owners)"
Nuts 2 Eurobarometer
Trust Median response to question: Generally speaking, would you say that most people can be trusted,
or that you could not be too careful in dealing w/ people?
Nuts 2 Eurobarometer
Engagement with digital startup ecosystem Number of tweets with selected entrepreneurship related hashtags in the last year. City level Followthehashtag
History of highly successful digital companies Number of unicorns (startups valued at more than US$1 billion) City level GP Bullhound, CB insights
Mentoring &
Managerial
Assistance
Networking and mentoring events Number of meetups/networking events per month in city City level Meetup.com
Access to accelerators Number of accelerators City level Gust, Open Axel
Availability of early-stage assistance Number of Business Angels National EBAN
Skills Labour cost Average salary for software developers (Web Designer, Web Developer, Business Development,
Content Marketing, Sales Manager, Customer Support and Software Engineer) with 5 years
experience; € per annum
City level Teleport.org
Access to graduates Percentage of population aged 25-64 with tertiary (level 5 - 8) education attainment Nuts 2 Eurostat
Training to start a business Average of basic and post school entrepreneurial education and training National GEM
Access to ICT employees Number of employees in ICT sector in thousand Nuts 2 Eurostat
Access to support employees Number of Employees in Legal and Accounting Activities + Advertising and Market research +
Office administrative, office support and other business support activities
Nuts 2 Eurostat
European Digital City Index 2016
Theme Variable Indicator Coverage Source
Business
Environment
Ease of doing business Time and cost associated with doing business (Index ranking) National World Bank
Cost of office space Average rental cost or price of commercial property (€/Sqm/Year) City level Cushman & Wakefield
Co-working spaces Number of shared working spaces City level
Public sector information and openness data Public Sector Information Score
National EU Digital Agenda
Startup policy implementation Startup Manifesto Policy Tracker - Data policy, protection & Privacy Score National EDF
Digital
Infrastructure
Internet download/upload speed Broadband speed (MB/Sec) City level Ookla
Cost of broadband Fixed broadband subscription charge ($ / Month) National ITU
Mobile internet speed Speed of mobile internet (MB/Sec) City level Ookla
Availability of fiber internet Number of fiber-to-the-home/building Internet subscriptions National ITU
Knowledge
Spillovers
Quality of research institutions Number of research institution per city in the top 200 best world universities
City level QS World University Ranking
Research & Development intensity (BERD) Business R&D expenditure (Millions of PPS)
National Eurostat
Research & Development intensity (GERD) Total intramural R&D expenditure (Millions of PPS) Nuts 2 Eurostat
Market Local online transactions
Percentage of population who ordered goods or services over the internet for private use in the past
12 month
Nuts 2 Eurostat
Local demand for digital services
Percentage of enterprises having done electronic sales to their own country in the last calendar year
for all enterprises, without financial sector (10 persons employed or more)
National Eurostat
Domestic Market Size
Domestic market size that is the sum of gross domestic product plus value of imports of goods and
services, minus value of exports of goods and services, normalized on a 1–7 (best)
National World Economic Forum
Digital market Size Aggregate revenue in the 'e-commerce' and 'e-services' national market in million of US$
National Statista
Size of potential mobile-based market Number of active mobile-broadband subscriptions per 100 inhabitants National ITU
Growth in local online transactions Difference in the percentage of individuals who have purchased online between 2013 and 2014
Nuts 2 Eurostat
Lifestyle Standard of living Quality of life index score City level Numbeo
Recreation Score based on the availability of cultural institutions City level Teleport.org
Cost of living Cost of living index plus Rent Index Score City level Numbeo
Non-digital
infrastructure
Commute Traffic handling score City level Teleport.org
Travel Connectivity Score based on direct flight connections and train connectivity
City level Teleport.org
5 Interesting Findings
1. London leads, but Stockholm,
nipping a its heels
2. Included new visualizations which
more readily show how cities group.
3. No Brexit effect (as data
collection was before vote)
4. Significant divide b/w
North-West and South East Europe
5. Visualization:
Customizer tool - Merging
interactivity and utility
General Lessons
● Rankings provoke - in both a good & bad way!
30K + views in first 2 weeks;
● Always subjectivity in an index - but often hidden
● Can’t always control
media interpretation
● Data collection is always
more of a pain in the
neck than you think...
So What Next…?
• Indices are provocative, for better
and for worse.
• Positive feature of rankings:
attract attention and harness
competitive spirits.
• Negative side:
some people obsess over rank
• Indexes conceal multiple
subjective assessments under
a cloak of objectivity
• As such, there really is no single
‘right’ answer – just as there is no
single formula for a startup.
Idea Bank of Digital
Entrepreneurship Policies
• More productive conversation: what cities can learn
from each other? What can they do to improve the
local conditions for startups and scale-ups?
• For that reason, we also launched an ‘Idea Bank’
to accompany the 2016 Index.
• Draws on global policy examples to provide inspiration
and options to (LOCAL) European policymakers.
• We commend both the guide and the EDCi to
policymakers in that hope they will help create
better conditions for digital entrepreneurs across
Europe, to everyone's benefit.
http://bit.ly/IdeaBankPolicy

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European Digital Forum

  • 1. European Digital City Index – How well do different cities across Europe support digital entrepreneurs? Siddharth Bannerjee & Christopher Haley, Nesta Startup Europe - Impact, Data, Program, Future - 2 February 2017
  • 3. Vision, Mission and Intended Audience • City-level ecosystem mapping using composite indicator methodology • Rank 60 EU28 cities’ support for digital startups and scale-ups Vision • Support digital entrepreneurship across Europe • Benchmark and evaluate the health of a city-level digital innovation Mission • Start/Scaleups, • Corporates • Policymakers Audience
  • 4. 1° research: ~75 interviews with experts & entrepreneurs across Europe 2° research: academic lit. ⇨ ~ 40 variables x 60 cities Testing availability of sources & gathering data (rejecting some metrics; finding proxies where necessary) Data checking: filling gaps / estimating missing values; checking outliers Factor analysis; normalisation; sensitivity analysis; weighting variables to form composite indicator Interactive website; city profiles, stories *JRC AUDIT* LaunchSeptAugJune - JulyJan - Mar Data Visualisation Data Processing Source Selection & Data Gathering Theoretical Framework Data Checking Index Construction Process
  • 5. European Digital City Index (EDCi) www.digitalcityindex.eu #digitalcityindex
  • 6. Ranking Startups Scale-ups 1 London London 2 Stockholm Stockholm 3 Amsterdam Paris 4 Helsinki Helsinki 5 Paris Amsterdam 6 Berlin Copenhagen 7 Copenhagen Berlin 8 Dublin Munich 9 Barcelona Dublin 10 Vienna Vienna Visualization and Top-10 Rankings
  • 7. European Digital City Index 2016 Theme Variable Indicator Coverage Source Access to Capital Availability of early-stage funding Amount of seed and startup funding raised (€ thousands) National Invest Europe Availability of late-stage funding Amount of later-stage funding raised (€ thousands) National Invest Europe Availability of growth funding Amount of growth funding raised (€ thousands) National Invest Europe Availability of crowdfunding Amount pledged towards Kickstarter projects (€ millions) City level Crowdfunder.co.uk Entrepreneurial Culture Willingness to take on risk Percentage of people who disagreed with the statement: "One should not start a business if there is a risk it might fail" Nuts 2 Eurobarometer Foreign population Percentage of pop. that are native born w/ mixed background and foreign-born National Eurostat Online collaboration Number of new active Github Users within the last 12 months City level Ghtorrent.org New-business density Number of newly registered corporations per 1,000, ages 15-64 National World Bank Absence of negative perception of entrepreneurship Percentage of people who answered "Broadly favourable" to the question: "What is your overall opinion about the following groups of people? Entrepreneurs (self-employed, business owners)" Nuts 2 Eurobarometer Trust Median response to question: Generally speaking, would you say that most people can be trusted, or that you could not be too careful in dealing w/ people? Nuts 2 Eurobarometer Engagement with digital startup ecosystem Number of tweets with selected entrepreneurship related hashtags in the last year. City level Followthehashtag History of highly successful digital companies Number of unicorns (startups valued at more than US$1 billion) City level GP Bullhound, CB insights Mentoring & Managerial Assistance Networking and mentoring events Number of meetups/networking events per month in city City level Meetup.com Access to accelerators Number of accelerators City level Gust, Open Axel Availability of early-stage assistance Number of Business Angels National EBAN Skills Labour cost Average salary for software developers (Web Designer, Web Developer, Business Development, Content Marketing, Sales Manager, Customer Support and Software Engineer) with 5 years experience; € per annum City level Teleport.org Access to graduates Percentage of population aged 25-64 with tertiary (level 5 - 8) education attainment Nuts 2 Eurostat Training to start a business Average of basic and post school entrepreneurial education and training National GEM Access to ICT employees Number of employees in ICT sector in thousand Nuts 2 Eurostat Access to support employees Number of Employees in Legal and Accounting Activities + Advertising and Market research + Office administrative, office support and other business support activities Nuts 2 Eurostat
  • 8. European Digital City Index 2016 Theme Variable Indicator Coverage Source Business Environment Ease of doing business Time and cost associated with doing business (Index ranking) National World Bank Cost of office space Average rental cost or price of commercial property (€/Sqm/Year) City level Cushman & Wakefield Co-working spaces Number of shared working spaces City level Public sector information and openness data Public Sector Information Score National EU Digital Agenda Startup policy implementation Startup Manifesto Policy Tracker - Data policy, protection & Privacy Score National EDF Digital Infrastructure Internet download/upload speed Broadband speed (MB/Sec) City level Ookla Cost of broadband Fixed broadband subscription charge ($ / Month) National ITU Mobile internet speed Speed of mobile internet (MB/Sec) City level Ookla Availability of fiber internet Number of fiber-to-the-home/building Internet subscriptions National ITU Knowledge Spillovers Quality of research institutions Number of research institution per city in the top 200 best world universities City level QS World University Ranking Research & Development intensity (BERD) Business R&D expenditure (Millions of PPS) National Eurostat Research & Development intensity (GERD) Total intramural R&D expenditure (Millions of PPS) Nuts 2 Eurostat Market Local online transactions Percentage of population who ordered goods or services over the internet for private use in the past 12 month Nuts 2 Eurostat Local demand for digital services Percentage of enterprises having done electronic sales to their own country in the last calendar year for all enterprises, without financial sector (10 persons employed or more) National Eurostat Domestic Market Size Domestic market size that is the sum of gross domestic product plus value of imports of goods and services, minus value of exports of goods and services, normalized on a 1–7 (best) National World Economic Forum Digital market Size Aggregate revenue in the 'e-commerce' and 'e-services' national market in million of US$ National Statista Size of potential mobile-based market Number of active mobile-broadband subscriptions per 100 inhabitants National ITU Growth in local online transactions Difference in the percentage of individuals who have purchased online between 2013 and 2014 Nuts 2 Eurostat Lifestyle Standard of living Quality of life index score City level Numbeo Recreation Score based on the availability of cultural institutions City level Teleport.org Cost of living Cost of living index plus Rent Index Score City level Numbeo Non-digital infrastructure Commute Traffic handling score City level Teleport.org Travel Connectivity Score based on direct flight connections and train connectivity City level Teleport.org
  • 9. 5 Interesting Findings 1. London leads, but Stockholm, nipping a its heels 2. Included new visualizations which more readily show how cities group. 3. No Brexit effect (as data collection was before vote) 4. Significant divide b/w North-West and South East Europe 5. Visualization: Customizer tool - Merging interactivity and utility
  • 10. General Lessons ● Rankings provoke - in both a good & bad way! 30K + views in first 2 weeks; ● Always subjectivity in an index - but often hidden ● Can’t always control media interpretation ● Data collection is always more of a pain in the neck than you think...
  • 11. So What Next…? • Indices are provocative, for better and for worse. • Positive feature of rankings: attract attention and harness competitive spirits. • Negative side: some people obsess over rank • Indexes conceal multiple subjective assessments under a cloak of objectivity • As such, there really is no single ‘right’ answer – just as there is no single formula for a startup.
  • 12. Idea Bank of Digital Entrepreneurship Policies • More productive conversation: what cities can learn from each other? What can they do to improve the local conditions for startups and scale-ups? • For that reason, we also launched an ‘Idea Bank’ to accompany the 2016 Index. • Draws on global policy examples to provide inspiration and options to (LOCAL) European policymakers. • We commend both the guide and the EDCi to policymakers in that hope they will help create better conditions for digital entrepreneurs across Europe, to everyone's benefit. http://bit.ly/IdeaBankPolicy