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Thought Piece
2016
SIDE-BY-SIDE
SOCIAL INTELLIGENCE
USING THE ANALYSIS AND SYNTHESIS OF SOCIAL DATA
TO ENHANCE AND COMPLEMENT OUR PRIMARY RESEARCH
The first thing many of us do in the morning when
we wake up is reach for our phone or tablet to
check Facebook or Instagram to see what our
friends have been up to; check Twitter for the news;
contact friends and family via WhatsApp; and then
maybe take a look at Snapchat. We can connect
with people all over the world and access a wealth
of information on any topic imaginable, all without
having to get out of bed.
And influencers on social media can have a huge
impact on how people behave and think, helping to
provide brands with powerful engagement through
a new kind of audience understanding (Ipsos MORI,
Social Influencers study 2016).
A rich source of insight for understanding
people
This proliferation of social media activity yields a huge
amount of rich, unprompted and unstructured data,
generated in real time.
19% of people in Great Britain said one of their main
reasons for social networking in the last month was to
give their opinion (Ipsos MORI, Global Trends 2014).
And some of these opinions are about brands.
This data, along with other online brand interactions
and behaviours can be of great value to marketers.
However, it becomes of even greater value when
layered with multiple data sources. By combining
traditional survey data with observation, ‘passively
captured’ behaviours, geo-demographics, transactional
data, and of course data generated from social
platforms, we can uncover much deeper insights.
When focusing on social data, the key is to go beyond
merely ‘listening’ to what is being said and move to
really understanding. It is vital to analyse conversations
using both qualitative and quantitative techniques to
gain a deep understanding of how consumers discuss,
think and feel about the topic of study.
By taking this rich but skewed data (more on that
later), combining it with other data sources and, most
importantly, adding context to the interpretation, we
turn what is essentially social listening into
social intelligence.
WE LIVE IN A DIGITAL WORLD WHERE MOBILE
TECHNOLOGY ALLOWS US TO SPEND MORE
AND MORE TIME ON SOCIAL MEDIA.
ACCORDING TO IPSOS
CONNECT’S TECH
TRACKER, Q2 2016,
USING SOCIAL MEDIA
IS THE SECOND MOST
POPULAR ACTIVITY,
AFTER USING EMAIL,
ON SMARTPHONES
IN GREAT BRITAIN.
Recommend something (any channel)
Commented on what others have posted
about social/political issues
Given money to charity/
campaigning org
Contacted a brand
to complain
% Have posted
But only 23%of the
total GB population
have posted their
brand views
online
Total GB population
86%are online
GB
84
55
53
43
The social self
Social media offers individuals a platform to have a
voice. Organic social data (that which has not been
prompted or sponsored by a brand) creates an
abundance of unprompted ‘natural’ reactions and
therefore a potential wealth of insights. However, we
have to recognise that everything that is on social
media is there for a reason.
Social media, by its very nature, gives an individual a
public means of expression and this is often considered
(or rapidly re-considered in some cases!) when
interacting with anyone or anything. Online, people can
create a version of themselves, and all of their activity
– the pages they like on Facebook, the comments they
tweet, or the pictures they post to Instagram, all help
to build this, often highly curated, online persona or
avatar. People tend to create the best possible version
of themselves. Therefore, there can often be a variation
between their online projected self and what they are
actually doing and thinking in real life.
Dark social:
There are limitations as to what social data can be
accessed and analysed. The mainstream social media
monitoring systems are only able to scrape from a
limited, and broadly open, number of sources.
Some platforms, such as Facebook, sell their data at a
premium, while others, such as Snapchat, have data that
cannot be reported on at all.
With 64% of young people aged 11-16 in England
and Wales saying they access Snapchat on a daily
basis or more via a tablet/smartphone/PC or laptop
(Ipsos MORI, Young People Omnibus Study 2016),
‘dark social’ is becoming increasingly important.
The term ‘Dark Social’ originated from Alexis Madrigal,
tech editor at Atlantic.com, to refer to social interactions
that come from sources outside of those that can be
captured via social media monitoring tools.
Dark Social sources that are not trackable:
• Some native mobile apps – Facebook,
Instagram, etc
• Email
• Messaging apps – WhatsApp, Snapchat, Hangouts, 	
Facebook Messenger, etc
• Secure browsing – clicking from HTTPS to HTTP
With these sources excluded, social monitoring systems
can only capture a partial picture of all social interactions
(Radium One Study, 2014). With only a small portion
of the total social behaviour that occurs included in
analysis, it is impossible to paint a total ‘social picture’.
Social data – don’t take it all at face value
So what do we mean by ‘rich but skewed’?
Any form of data has inherent biases that vary according
to how it is derived. At Ipsos we always adhere to the
best working practices to ensure our survey data is from
a representative audience, offers robust sample sizes
and is free from as many biases as possible.
Social data is no different – it must be handled
with care to ensure it is useful and representative
of our target audience.
Context is key to ensuring that the information derived
through social intelligence is not viewed in isolation,
and to ensure the insights are valid. For example, is what
is being observed typical of the category or driven
by broader trends or behaviours? Understanding the
context is vital to ensure the correct conclusions
are drawn.
Source: Ipsos MORI Global Trends Study, 2014. Base: 113, Age: 16-64, GB, online
75%Dark social
6%All other social
19%Facebook
Provide depth
on known issues
Highlight new
areas of focus
Drill down into high impact
Customer Experience drivers
Identify unknown
unknowns
Get competitor
insights
Compare topics and
sentiment across
competitive set
Provide early
warnings
Identify weak signals and
predictors of consumer
behaviour
UK
We believe that social intelligence makes surveys more
actionable. By getting to the ‘whys’ and explaining
movements in brand measures or by uncovering
trends and areas that drive the brand and category
relationships that the survey is not fully covering. It also
helps to shed light on customer experiences.
Whilst surveys make social intelligence more useful.
Viewing social data through the lens of a tracking study
helps fill in the gaps, illuminating and enhancing the
story of the brand/service that we are observing.
Brand tracking:
Social media data should be used to enhance tracking
surveys to ensure they are reflective of changing
consumer behaviour. People’s lives are multifaceted, so
let’s ensure our tracking solutions are multi-dimensional
too. Adding structure to social data opens up a large
opportunity for continuous learning in an efficient and
effective manner.
Customer experience:
Social intelligence is increasingly important to really
understand the ‘Voice of the Customer’. Social
intelligence provides an opportunity for brands and
services to gain incremental insight on how effective
new approaches, initiatives or products are impacting
customer satisfaction, in real time.
Can social data be used as a prediction?
We can all see the allure here. Can we find out if we
have a problem and what is causing it (or why we are
doing well and what we need to do to re-inforce that)
before it becomes too late to do anything about it? And
if social and search data is available in real time, then
could that be the source?
Well the answer to those questions is ‘sometimes’.
Context is key
This all means that social intelligence is not necessarily
representative of the entire social media picture for
a brand, and it most definitely is not representative
of society’s opinion of a brand. Hence why it is so
important to add context to ensure that the correct
conclusions can be drawn. By context, we mean
looking at the external influences that could be
impacting social opinions, alongside benchmarking
relevant metrics against competitors, in order to
ascertain if the trend seen for a particular brand is
typical of the category. All of this helps to add essential
perspective to the raw data.
Using sophisticated algorithms, it is possible to add
structure to the unstructured social data set. This adds
efficiency and accuracy beyond that which is capable
by manual coding. It also means we can look at bigger
quantities of data to add increased robustness to
our data sets.
But it’s not all about the technology. Qualitative analysis
is also critical to understand the underlying motivations
behind the quantified responses. Who is doing your
social media analysis is almost as important as what
that analysis looks like. You need real skill and expertise
to identify those nuggets of insight on how brands are
being perceived, how social influencers are adding
ROI and how to quickly turn a ‘PR disaster’ into
a ‘PR gold mine’.
Using social data intelligently
Social intelligence has a broad range of applications for
brand building and customer experience. As long as
there are publically available conversations online about
a topic of interest, it is possible to listen in and mine the
data for insights. Integrated social intelligence can work
to enhance and compliment other research techniques.
Source: http://info.radiumone.com/rs/
radiumone/images/RadiumOne_DarkSocial.pdf
Q1
2012
Q2
2012
Q3
2012
Q4
2012
Q1
2013
Q2
2013
77
95
82
77
92
123
92 92
Q1
2012
Q2
2012
Q4
2012
Q1
2013
Q2
2013
Q3
2012
108
105
91
91
106
100 100
94
Twitter Share of Voice Index Market Share Index Source: Ipsos MORI studies of 70K Twitter comments
This works in categories like mobile networks
when people are actively seeking advice and
recommendations about the best deal, and the players
are actively pushing new offers and propositions that, if
they land well, will impact on switching behaviour. The
social discussion clearly reflects what is going on in the
market for people who are involved in the market at
that time.
Overall, the predictive power of social media depends
on what you are trying to predict and the key issues that
will impact on success are:
• Is the discussion around the measures we are trying 	
to predict truly representative of events, drivers and 	
influencers of future attitudes and behaviours of the 	
category in question?
• Does it give an individual social credit to say how they 	
truly feel about a brand on social media? If not we 	
won’t pick up their views.
• Does their ‘actual’ opinion and behaviour correlate 	
with their socially ‘claimed’ opinion and behaviour? 	
Is what is being said all just for show?
Just as importantly, an individual’s engagements with
a brand are not continuous and therefore not always
salient for them. But should we take that lack
of conversation to mean that they have no opinion
or engagements with the brand? Would it be
misleading to assume that silence is an indication
of non-commitment?
All of this combines to reinforce why we feel so
strongly that social intelligence should enhance your
surveys and other research techniques, not seek to
replace them. If combined intelligently with other
sources, social intelligence will illuminate the issues that
affect your brands and give greater meaning across all
of the work that you do.
We have conducted multiple investigations looking into
the patterns and seeking to predict behaviours.
The correlations are not present in all sectors, but do
have some examples where it works, primarily when
we have been looking to predict the right measure
using the right topic of discussion.
Case study – mobile network
We carried out an analysis of social media comments
to understand the triggers for leaving and joining
mobile networks in the UK. 70K Twitter comments were
captured and analysed using text analytics to structure
this large amount of data, identify topics of discussion
and track trends and sentiment over time and
across brands.
As part of the analysis we:
• Established a correlation between share of voice 	
and market share. We found that positive share of 	
Twitter voice acted as a leading indicator of
market share changes. (See charts below)
• Identified pull and push factors across the 		
competitive set.
• Deep dived into specific issues to get under
the skin of switching behaviour.
Correlation between Twitter share of voice and market share
SIDE BY SIDE
INTELLIGENCE IS THE
FUTURE
SO WHAT DOES THIS
MEAN FOR BRANDS?
The Ipsos POV for social intelligence can
be summarised as:
1.	 The world has changed, and people’s
lives are increasingly social.
2.	 Therefore research needs to be
able to truly capture this changing
behaviour.
3.	 Social intelligence offers a rich but
skewed view point.
4.	 Context is key for interpreting
social data.
5.	 Social intelligence should be used to
inform all projects.*
6.	 Social intelligence enhances rather
than replaces traditional research.
7.	 The future of insights lays in layering
social, survey and search data.
* Exceptions would be where no conversations 	
about the brand or topic have been generated.
Becky Ferguson
Becky.Ferguson@ipsos.com
+44 (0)7837 041 413
RESEARCH DIRECTOR – IPSOS CONNECT
WANT TO LEARN MORE?
PLEASE CONTACT:
Becky is a Director within Ipsos
Connect who has an interest in digital
research and new innovations in
research techniques. She has a keen
interest in understanding what drives
human behaviour and how social
media influences this.
Fiona Moss
Fiona.Moss@ipsos.com
+44 (0)7920 501 593
ASSOCIATE DIRECTOR – IPSOS LOYALTY GLOBAL
Fiona works in Ipsos Loyalty’s
global analytics team. She focuses
on developing and applying text
analytics approaches, and exploring
different ways of understanding and
interpreting multiple sources of data.
•	 Social media analysis needs to be
far more than just assessing volume
and sentiment. Adding structure to
the unstructured social conversations
allows you to quantify and robustly
integrate with other data sources.
•	 Context is key. Never look at your
brand/service in isolation. Understand
not only what has been said, but how,
when and where. And do not just
take the social mentions in isolation,
contextualise them with other data
sources too.
•	 Social intelligence can enhance your
other research and insight projects.
Do not view it as a separate standalone
source of insight, but instead a
complementary enhancement to other
studies you run.
ABOUT IPSOS MORI
Ipsos MORI, part of the Ipsos group, is one of the UK’s largest and most innovative research
agencies, working for a wide range of global businesses, the FTSE100 and many government
departments and public bodies.
We specialise in solving a range of challenges for our clients, whether related to business,
consumers, brands or society. In the field of data science, we have a large and diverse team
of experts including mathematicians, statisticians, data scientists and behavioural economists.
We are constantly seeking to break new ground in the understanding and application of
large and complex data sets.
We are passionately curious about people, markets, brands and society. We deliver
information and analysis that makes our complex world easier and faster to navigate
and inspires our clients to make smarter decisions.

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Social Intelligence : structurez l'instructurable

  • 1. Thought Piece 2016 SIDE-BY-SIDE SOCIAL INTELLIGENCE USING THE ANALYSIS AND SYNTHESIS OF SOCIAL DATA TO ENHANCE AND COMPLEMENT OUR PRIMARY RESEARCH
  • 2. The first thing many of us do in the morning when we wake up is reach for our phone or tablet to check Facebook or Instagram to see what our friends have been up to; check Twitter for the news; contact friends and family via WhatsApp; and then maybe take a look at Snapchat. We can connect with people all over the world and access a wealth of information on any topic imaginable, all without having to get out of bed. And influencers on social media can have a huge impact on how people behave and think, helping to provide brands with powerful engagement through a new kind of audience understanding (Ipsos MORI, Social Influencers study 2016). A rich source of insight for understanding people This proliferation of social media activity yields a huge amount of rich, unprompted and unstructured data, generated in real time. 19% of people in Great Britain said one of their main reasons for social networking in the last month was to give their opinion (Ipsos MORI, Global Trends 2014). And some of these opinions are about brands. This data, along with other online brand interactions and behaviours can be of great value to marketers. However, it becomes of even greater value when layered with multiple data sources. By combining traditional survey data with observation, ‘passively captured’ behaviours, geo-demographics, transactional data, and of course data generated from social platforms, we can uncover much deeper insights. When focusing on social data, the key is to go beyond merely ‘listening’ to what is being said and move to really understanding. It is vital to analyse conversations using both qualitative and quantitative techniques to gain a deep understanding of how consumers discuss, think and feel about the topic of study. By taking this rich but skewed data (more on that later), combining it with other data sources and, most importantly, adding context to the interpretation, we turn what is essentially social listening into social intelligence. WE LIVE IN A DIGITAL WORLD WHERE MOBILE TECHNOLOGY ALLOWS US TO SPEND MORE AND MORE TIME ON SOCIAL MEDIA. ACCORDING TO IPSOS CONNECT’S TECH TRACKER, Q2 2016, USING SOCIAL MEDIA IS THE SECOND MOST POPULAR ACTIVITY, AFTER USING EMAIL, ON SMARTPHONES IN GREAT BRITAIN.
  • 3. Recommend something (any channel) Commented on what others have posted about social/political issues Given money to charity/ campaigning org Contacted a brand to complain % Have posted But only 23%of the total GB population have posted their brand views online Total GB population 86%are online GB 84 55 53 43 The social self Social media offers individuals a platform to have a voice. Organic social data (that which has not been prompted or sponsored by a brand) creates an abundance of unprompted ‘natural’ reactions and therefore a potential wealth of insights. However, we have to recognise that everything that is on social media is there for a reason. Social media, by its very nature, gives an individual a public means of expression and this is often considered (or rapidly re-considered in some cases!) when interacting with anyone or anything. Online, people can create a version of themselves, and all of their activity – the pages they like on Facebook, the comments they tweet, or the pictures they post to Instagram, all help to build this, often highly curated, online persona or avatar. People tend to create the best possible version of themselves. Therefore, there can often be a variation between their online projected self and what they are actually doing and thinking in real life. Dark social: There are limitations as to what social data can be accessed and analysed. The mainstream social media monitoring systems are only able to scrape from a limited, and broadly open, number of sources. Some platforms, such as Facebook, sell their data at a premium, while others, such as Snapchat, have data that cannot be reported on at all. With 64% of young people aged 11-16 in England and Wales saying they access Snapchat on a daily basis or more via a tablet/smartphone/PC or laptop (Ipsos MORI, Young People Omnibus Study 2016), ‘dark social’ is becoming increasingly important. The term ‘Dark Social’ originated from Alexis Madrigal, tech editor at Atlantic.com, to refer to social interactions that come from sources outside of those that can be captured via social media monitoring tools. Dark Social sources that are not trackable: • Some native mobile apps – Facebook, Instagram, etc • Email • Messaging apps – WhatsApp, Snapchat, Hangouts, Facebook Messenger, etc • Secure browsing – clicking from HTTPS to HTTP With these sources excluded, social monitoring systems can only capture a partial picture of all social interactions (Radium One Study, 2014). With only a small portion of the total social behaviour that occurs included in analysis, it is impossible to paint a total ‘social picture’. Social data – don’t take it all at face value So what do we mean by ‘rich but skewed’? Any form of data has inherent biases that vary according to how it is derived. At Ipsos we always adhere to the best working practices to ensure our survey data is from a representative audience, offers robust sample sizes and is free from as many biases as possible. Social data is no different – it must be handled with care to ensure it is useful and representative of our target audience. Context is key to ensuring that the information derived through social intelligence is not viewed in isolation, and to ensure the insights are valid. For example, is what is being observed typical of the category or driven by broader trends or behaviours? Understanding the context is vital to ensure the correct conclusions are drawn. Source: Ipsos MORI Global Trends Study, 2014. Base: 113, Age: 16-64, GB, online
  • 4. 75%Dark social 6%All other social 19%Facebook Provide depth on known issues Highlight new areas of focus Drill down into high impact Customer Experience drivers Identify unknown unknowns Get competitor insights Compare topics and sentiment across competitive set Provide early warnings Identify weak signals and predictors of consumer behaviour UK We believe that social intelligence makes surveys more actionable. By getting to the ‘whys’ and explaining movements in brand measures or by uncovering trends and areas that drive the brand and category relationships that the survey is not fully covering. It also helps to shed light on customer experiences. Whilst surveys make social intelligence more useful. Viewing social data through the lens of a tracking study helps fill in the gaps, illuminating and enhancing the story of the brand/service that we are observing. Brand tracking: Social media data should be used to enhance tracking surveys to ensure they are reflective of changing consumer behaviour. People’s lives are multifaceted, so let’s ensure our tracking solutions are multi-dimensional too. Adding structure to social data opens up a large opportunity for continuous learning in an efficient and effective manner. Customer experience: Social intelligence is increasingly important to really understand the ‘Voice of the Customer’. Social intelligence provides an opportunity for brands and services to gain incremental insight on how effective new approaches, initiatives or products are impacting customer satisfaction, in real time. Can social data be used as a prediction? We can all see the allure here. Can we find out if we have a problem and what is causing it (or why we are doing well and what we need to do to re-inforce that) before it becomes too late to do anything about it? And if social and search data is available in real time, then could that be the source? Well the answer to those questions is ‘sometimes’. Context is key This all means that social intelligence is not necessarily representative of the entire social media picture for a brand, and it most definitely is not representative of society’s opinion of a brand. Hence why it is so important to add context to ensure that the correct conclusions can be drawn. By context, we mean looking at the external influences that could be impacting social opinions, alongside benchmarking relevant metrics against competitors, in order to ascertain if the trend seen for a particular brand is typical of the category. All of this helps to add essential perspective to the raw data. Using sophisticated algorithms, it is possible to add structure to the unstructured social data set. This adds efficiency and accuracy beyond that which is capable by manual coding. It also means we can look at bigger quantities of data to add increased robustness to our data sets. But it’s not all about the technology. Qualitative analysis is also critical to understand the underlying motivations behind the quantified responses. Who is doing your social media analysis is almost as important as what that analysis looks like. You need real skill and expertise to identify those nuggets of insight on how brands are being perceived, how social influencers are adding ROI and how to quickly turn a ‘PR disaster’ into a ‘PR gold mine’. Using social data intelligently Social intelligence has a broad range of applications for brand building and customer experience. As long as there are publically available conversations online about a topic of interest, it is possible to listen in and mine the data for insights. Integrated social intelligence can work to enhance and compliment other research techniques. Source: http://info.radiumone.com/rs/ radiumone/images/RadiumOne_DarkSocial.pdf
  • 5. Q1 2012 Q2 2012 Q3 2012 Q4 2012 Q1 2013 Q2 2013 77 95 82 77 92 123 92 92 Q1 2012 Q2 2012 Q4 2012 Q1 2013 Q2 2013 Q3 2012 108 105 91 91 106 100 100 94 Twitter Share of Voice Index Market Share Index Source: Ipsos MORI studies of 70K Twitter comments This works in categories like mobile networks when people are actively seeking advice and recommendations about the best deal, and the players are actively pushing new offers and propositions that, if they land well, will impact on switching behaviour. The social discussion clearly reflects what is going on in the market for people who are involved in the market at that time. Overall, the predictive power of social media depends on what you are trying to predict and the key issues that will impact on success are: • Is the discussion around the measures we are trying to predict truly representative of events, drivers and influencers of future attitudes and behaviours of the category in question? • Does it give an individual social credit to say how they truly feel about a brand on social media? If not we won’t pick up their views. • Does their ‘actual’ opinion and behaviour correlate with their socially ‘claimed’ opinion and behaviour? Is what is being said all just for show? Just as importantly, an individual’s engagements with a brand are not continuous and therefore not always salient for them. But should we take that lack of conversation to mean that they have no opinion or engagements with the brand? Would it be misleading to assume that silence is an indication of non-commitment? All of this combines to reinforce why we feel so strongly that social intelligence should enhance your surveys and other research techniques, not seek to replace them. If combined intelligently with other sources, social intelligence will illuminate the issues that affect your brands and give greater meaning across all of the work that you do. We have conducted multiple investigations looking into the patterns and seeking to predict behaviours. The correlations are not present in all sectors, but do have some examples where it works, primarily when we have been looking to predict the right measure using the right topic of discussion. Case study – mobile network We carried out an analysis of social media comments to understand the triggers for leaving and joining mobile networks in the UK. 70K Twitter comments were captured and analysed using text analytics to structure this large amount of data, identify topics of discussion and track trends and sentiment over time and across brands. As part of the analysis we: • Established a correlation between share of voice and market share. We found that positive share of Twitter voice acted as a leading indicator of market share changes. (See charts below) • Identified pull and push factors across the competitive set. • Deep dived into specific issues to get under the skin of switching behaviour. Correlation between Twitter share of voice and market share
  • 6. SIDE BY SIDE INTELLIGENCE IS THE FUTURE SO WHAT DOES THIS MEAN FOR BRANDS? The Ipsos POV for social intelligence can be summarised as: 1. The world has changed, and people’s lives are increasingly social. 2. Therefore research needs to be able to truly capture this changing behaviour. 3. Social intelligence offers a rich but skewed view point. 4. Context is key for interpreting social data. 5. Social intelligence should be used to inform all projects.* 6. Social intelligence enhances rather than replaces traditional research. 7. The future of insights lays in layering social, survey and search data. * Exceptions would be where no conversations about the brand or topic have been generated. Becky Ferguson Becky.Ferguson@ipsos.com +44 (0)7837 041 413 RESEARCH DIRECTOR – IPSOS CONNECT WANT TO LEARN MORE? PLEASE CONTACT: Becky is a Director within Ipsos Connect who has an interest in digital research and new innovations in research techniques. She has a keen interest in understanding what drives human behaviour and how social media influences this. Fiona Moss Fiona.Moss@ipsos.com +44 (0)7920 501 593 ASSOCIATE DIRECTOR – IPSOS LOYALTY GLOBAL Fiona works in Ipsos Loyalty’s global analytics team. She focuses on developing and applying text analytics approaches, and exploring different ways of understanding and interpreting multiple sources of data. • Social media analysis needs to be far more than just assessing volume and sentiment. Adding structure to the unstructured social conversations allows you to quantify and robustly integrate with other data sources. • Context is key. Never look at your brand/service in isolation. Understand not only what has been said, but how, when and where. And do not just take the social mentions in isolation, contextualise them with other data sources too. • Social intelligence can enhance your other research and insight projects. Do not view it as a separate standalone source of insight, but instead a complementary enhancement to other studies you run.
  • 7. ABOUT IPSOS MORI Ipsos MORI, part of the Ipsos group, is one of the UK’s largest and most innovative research agencies, working for a wide range of global businesses, the FTSE100 and many government departments and public bodies. We specialise in solving a range of challenges for our clients, whether related to business, consumers, brands or society. In the field of data science, we have a large and diverse team of experts including mathematicians, statisticians, data scientists and behavioural economists. We are constantly seeking to break new ground in the understanding and application of large and complex data sets. We are passionately curious about people, markets, brands and society. We deliver information and analysis that makes our complex world easier and faster to navigate and inspires our clients to make smarter decisions.