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Data Ecosystems:
a Primer
Peter Wells
@peterkwells
Jared Robert Keller
@JRobertKeller
theODI.org
2 theODI.org
Contents: 1. Intro to ODI
2. Theory of change
3. Key concepts
4. Useful tools/guides
Data Ecosystems: a Primer
3 theODI.org
Contents: 1. Intro to ODI
2. Theory of change
3. Key concepts
4. Useful tools/guides
Data Ecosystems: a Primer
4 theODI.org
The team
Founded in 2012, the
Open Data Institute
(ODI) is an international,
independent and not-
for-profit organisation
based
in London, UK.
Dr Jeni
Tennison
CEO
Sir Nigel
Shadbolt
Executive
Chairman
Sir Tim
Berners-Lee
President
Louise
Burke
COO
5 theODI.org
The ODI board
Justine
Roberts
NED
Rob
Bryan
Company
Secretary
Roger
Hampson
NED
Anna
Mazzone
NED
Martin
Tisné
NED
Stephen
Morana
NED
Our mission
We work with
companies and
governments to
build an open,
trustworthy data
ecosystem.
Our vision
We want people,
organisations and
communities to use
data to make better
decisions and be
protected from any
harmful impacts.
8 theODI.org
Contents: 1. Intro to ODI
2. Theory of change
3. Key concepts
4. Useful tools/guides
Data Ecosystems: a Primer
Our theory
of change
How value is
created from data
10 theODI.org
What
happens
when we
hoard data –
the oil field
Our theory of change
Scenario:
11 theODI.org
What
happens
when we
fear data –
the wasteland
Our theory of change
Scenario:
12 theODI.org
We are one of many
organisations working
towards a good
balance between
encouraging and
restricting how data is
collected and used.
Our theory of change
13 theODI.org
Our theory of change
How do we
achieve scale
● Regulators
● Advocates
● Advisors
● Suppliers
● Media
● Researchers
14 theODI.org
Contents: 1. Intro to ODI
2. Theory of change
3. Key concepts
4. Useful tools/guides
Data Ecosystems: a Primer
15 theODI.org
The Data Spectrum
ODI/FIL 2019-01-24
Place your image over the grey box and crop accordingly
17 theODI.org
Data Infrastructure
ODI/FIL 2019-01-24
https://www.flickr.com/photos/pkwflickr/6188760566/in/album-72157627764211574/
Roads help us navigate
to a location
Data helps us navigate
to a decision
@peterkwells @odihq
Data infrastructure that is as open
as possible unlocks innovation and
gives creators, consumers and
citizens more control over data
@peterkwells @odihq
Like roads, data is
most useful and
powerful when
connected to
other data
@peterkwells @odihq
Like roads, data is
most useful and
powerful when
connected to
other data
22 theODI.org
Data Rights
ODI/FIL 2019-01-24
23 theODI.org
Data Business Models
ODI/FIL 2019-01-24
● Develop an international
ecosystem around open
data
● Unlock impact and
innovation
● Stimulate supply using
success stories
Accelerating innovation using open data
What did we
learn?
26 theODI.org
Exploring successful business models with open data
Business models most
commonly used by startups
in ODINE
Subscription 87%
Single payment 29%
Funded by grants 13%
Attracting customers to paid-for products or
services 11%
Lead generation for paid products or services
11%
Featuring paid-for advertising 4%
27 theODI.org
Exploring successful business models with open data
open data creates
opportunities for
startups to emerge and
grow
28 theODI.org
Exploring successful business models with open data
The role of open data
within the ODINE
startups. It enables
survival, but startups are
unable to differentiate
forms of the core of
our products and
services
23%
It is a marginal
ingredient, it powers a
non essential feature
13%
It is a key ingredient - it powers an essential
feature
63%
29 theODI.org
Place your image over the grey box and crop accordingly
Exploring successful business models with open data
Freemium vs Not freemium
Sales strategies showed a
prevalence to use of the
freemium model
The role of open data in businesses
depends on the value proposition
The most popular revenue models
are freemium and subscription-
based
The majority of companies have two
or more value propositions, enabling
startups to find a market fit
Main Learnings - Innovating with open data
Accelerating innovation using shared data
€7m EU’s Horizon 2020
Open innovation programme
that brings together corporates
and public-sector organisations
that have data
with startups and SMEs that
work with data
32 theODI.org
Data business models
Classifying AI systems
by access to data and
algorithms
33 theODI.org
Data Portability
(open banking is an example…)
ODI/FIL 2019-01-24
34 theODI.org
Steward
Holds data
Person / Organisation
Can request data
about them in
commonly used
machine-readable
form
Third party
Can receive that
data directly from
the steward
we do not know
how to do
data portability well
37 theODI.org
Data Access Map
ODI/FIL 2019-01-24
38 theODI.org
https://twitter.com/JRobertKeller/status/1051843918218825733
39 theODI.org
https://twitter.com/JRobertKeller/status/1051843918218825733
40 theODI.org
https://twitter.com/JRobertKeller/status/1051843918218825733
41 theODI.org
A well designed access
arrangement involves
decisions related to
governance, oversight,
enforcement, ethical review
processes, technical
mechanisms, legal
structures and stakeholder
engagement.
42 theODI.org
Contents: 1. Intro to ODI
2. Theory of change
3. Key concepts
4. Useful tools/guides
Data Ecosystems: a Primer
43 theODI.org
Data Ecosystem Mapping
ODI/FIL 2019-01-24
44 theODI.org
45 theODI.org
46 theODI.org
47 theODI.org
Ecosystem mapping can be useful for:
● identifying the potential impacts of
changing how data is accessed,
used and shared
● identifying the potential users and
communities who might benefit from
the creation of new data
infrastructure in a sector
48 theODI.org
Guides / Reports
ODI/FIL 2019-01-24
49 theODI.org
50 theODI.org
Data Ethics Canvas
ODI/FIL 2019-01-24
51 theODI.org
Contents 1. Lorem ipsum dolor sit amet
2. Lorem ipsum dolor sit amet
3. Lorem ipsum dolor sit amet
4. Lorem ipsum dolor sit amet
5. Lorem ipsum dolor sit amet
6. Lorem ipsum dolor sit amet
7. Lorem ipsum dolor sit amet
52 theODI.org
Resources
https://theodi.org/article/
data-ethics-canvas/
Data ethics canvas
Improve practices
Data ethics whitepaper
Helping organisations navigate ethical concerns
Data ethics workshop
Run internal workshop with our workshop plan
and slides
Introduction to data ethics training
Training course and slides
Any questions?
If you would like to talk to
us about collaborating,
partnering, supporting our
work, or anything else, we’d
love you to get in touch.
info@theodi.org
+44 (0)20 3598 9395
@ODIHQ
Data Ecosystems:
a Primer
Peter Wells
@peterkwells
Jared Robert Keller
@JRobertKeller
theODI.org

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Fil presentation overview 2019-01-24

Notas do Editor

  1. stewarding data – collecting it, maintaining it and sharing it creating information from that data – in the form of products and services, analyses and insights, or stories and visualisations deciding what to do – informed by information from multiple sources along with experience and understanding
  2. There is a danger that in some places, organisations hoard data. They may use inappropriate business or funding models for data that limit the value that we, as a society, get from it. Here, value is concentrated in data monopolies, increasing inequality. We are more exposed to negative side-effects such as privacy and security risks. We call this scenario the oil field because data is treated like oil. We advocate for and support applying an open culture to the three pillars of how data is used within our economies: a data infrastructure that is as open as possible; data literacy and capability for all; and open innovation.
  3. There is a danger that unaddressed fears arising from legitimate concerns – such as who has access to data and how it might be used – prevent us from realising its full benefits. Data might not be collected or used to the extent it could be. Individuals withdrawing consent could lead to data that is biased and misleading. We call this scenario the wasteland because we end up lacking the data that could support data uses to flourish. We advocate for: building in ethical considerations to data collection, management and use ensuring that there is equity around who accesses, uses and benefits from data engaging widely with people and organisations who are affected.
  4. Making impact with data is about influencing decisions that people make. These can be citizens, businesses, or policymakers
  5. unlock all the (good ;)) use cases with data infrastructure as citizens push for it (jobs, better public services) as consumers push for it (better private services) as creators for it (jobs, wealth, etc)
  6. example from open banking talk open reference data helps you make sense of the personal data, open standard across all banks in the country but you need more too
  7. example from open banking talk open reference data helps you make sense of the personal data, open standard across all banks in the country but you need more too
  8. One of our most impactful programmes has been ODINE. We worked with a number of partners around the EU to drive the use of open data in startups and SME’s. We accelerated 57 startups over a 20 month period. Each of these startups €7.8m EU’s Horizon 2020 6-month incubator for European open data entrepreneurs Supporting the next generation of digital businesses to fast-track the development of their products and services Why did we do ODINE?? Untapped value for using Open Data within organisations - Assumption based that we tested and validated through
  9. In order to truly understand the positive impact that open data can have on businesses, we had to dive deeper into the learning from the programmes. We undertook a surey focused around business models
  10. One lesson we learned is it’s Not necessarily what the data is - but how you use it. Value can be generated in your approach. The main approach used by our startups was a subscription based business model. Over 87% of our programme paritipants took this approach Subscription base offers recurring revenue for startups. Used to cashflow their activties
  11. 29% said their company would not exist without open data. These are what might typically be described as ‘open data companies’. They tend to build services specifically around open data. They are often members of ‘the open data community’ and are likely to have built a value proposition around openness. 34% said their company would struggle to exist without open data. These businesses are more focused on a value proposition that is enabled by data, using open data to lower costs or time to market. While open data may not be at the core of their products and services,it has become a key factor in their overall success. None of the respondents to our research said they would be able to easily exist without open data. This clearly indicates that all the businesses believe open data is playing some role in their overall success, even if it is not necessary for their survival.
  12. The emergence of open data - There is money in open data - offering viable and sustainable opportunities to startups and business’s
  13. We asked companies if their product was ever free at the point of use in order to examine the prevalence of the freemium model, and to understand other sales strategies including free trial services. Over three fifths of companies employed a freemium model for their product or service, whether that was data itself or another service. This offers startups the opportunity to increase exposure and revenue by users having ease of and free access to their services as a trial. By offering this to customers, they are able to build customer trust with their products and services before purchase/full access. Value is not in the data what you do with the data - service and access.
  14. The role of open data in businesses is not well defined as its level of importance varies according to each business’ value proposition This lesson can also provide another rationale to why startups use a mixture of value propositions, as open data is still a new and emerging market. For example; supporting others to publish open data is commonly featured within the operation of a business, as responses show this is key in the development of end products/services. For other startups, it is understood that the majority says publishing open data makes open data a relatively small ingredient to their value proposition. From these findings, the role of open data within businesses is not yet well defined. Therefore, it may not yet be relevant and no startup is either fully dependent or independent on open data. Freemium and subscription fees are the most used revenue streams among the ODINE startups From initial research and the independent evaluation that was conducted by the International Data Corporation (IDC), results showed that the most used revenue streams were freemium and subscription. The partners learned that in order for startups to create traction within their respective market, brand strength and market exposure were needed in order to scale. As the majority of startups designed a product or service, by offering customers a freemium model, it allows customers the freedom to trial their service before committing to a financial incentive[1]. If we want to build a trustworthy data ecosystem - companies are able to build trust through allowing people to engage with their products and services for free access New open data business models suggest a mixture of two or more value propositions. The value propositions of open data startups consists of users, publishers and open data supporters. From analysing the startups in the programme, results show that 81% of startups have two or more of these value propositions. The partners have learned that startups operate with a lot of uncertainty, and are still trying to find their market fit. The reason for using two or more value propositions can be down to the true identity and definitive value proposition of the startups yet to be defined. Startups are able to use this as a discovery phase, to determine their true value proposition. In order to provide startups with enough time to understand their position, a future programme may consider offering a 9 month acceleration programme.
  15. 36
  16. Began with the hope of producing a taxonomy Lots of overlap and in some cases like comparing apples to oranges Decided to make a map with cluster based on shared characteristics In this room, the main point is: there are no silver bullets or one-size-fits all end-to-end solutions solutions.
  17. Map data ‘flows’, maintenance of datasets Tangible value like money or the use of a service Intangible value like advice, support Useful for identifying stakeholders, bottlenecks, important decision-makers
  18. We have found that creating data ecosystem maps of existing systems can help to: identifying the potential impacts of changing how data is accessed, used and shared identifying the potential users and communities who might benefit from the creation of new data infrastructure in a sector