SlideShare une entreprise Scribd logo
1  sur  28
Télécharger pour lire hors ligne
Data Science
Towards a 360°audience view
Cimeon Ellerton & Eva Kabzinska,
The Audience Agency
Claire Round, English National Opera
What is a Data Scientist?
The Holy Grail?
Knowing our audiences so well,
we can predict what they’ll do next
The “problem” with new audiences
Example: ENO’s La Bohème
Maria’s night at ENO – what the data tells us
• Her first booking at the London Coliseum
• Out for an evening with her guest at
La Bohème
• It’s likely to be a special night:
• She planned it 6 months in advance
• She chose the best seats in the house
• She treated them to champagne in the
interval
• Lives in Islington, North London
How do you solve a problem like Maria?
Metrocultural Maria attendance elsewhere
8 Concerts
14 Plays
Attended 6 other venues in London over the last 3 years
6 Operas
Metrocultural Maria attendance elsewhere
Books 156 days in
advance
Pays £63 per ticket
Books 139 days in
advance
Pays £43 per ticket
Books 76 days in
advance
Pays £17 per ticket
(All figures are averages)
Metrocultural Maria attendance elsewhere
CROSSOVER: ENO BOOKERSWHO ARE METROCULTURALS
What else do we now know about Maria?
• she’s a regular opera-goer in London
• She also enjoys plays and classical concerts
• She’s a frequent attender
• Her booking lead time varies between about 3 and 6
months
• She likes good seats and will pay for them
• She’s quite like a substantial number of other
bookers in the ENO database – which means there
are more like her to engage
Maria - what the combined data tells us
Turning data into action
Carmen seduces first time bookers
Understand the bigger picture
Improved campaign targeting for FTAs/light touch audiences
People per
segment, ‘000
Target
Carmen 2012 Early Bookers Geography
Selecting Previous Early Booker Data
Aim
Carmen 2012 Early Bookers
Deliver
0
200
400
600
800
1,000
1,200
1,400
UK Potential (000)
ENO Previous
Outcome
• 25% overall sales uplift on previous production; 32% in areas where TV campaign was active
• 50% new bookers (11% above season average)
• Box office target achieved, reversing earlier sales trend
What next?
From description to
prediction
What we can do already
• Describe audiences in terms of demographics
and lifestyle
• Segment audiences by culture participation,
socio-economic background, lifestyle
• Analyse repertoire journeys, audience flows and
retention and preferences
• Find crossover between audiences of different
artforms and organisations
What we are working towards
• Predicting audience types for performances
• Predicting success and failure
• Predicting effects of different pricing strategies
• Predicting audience flows, audience retention and
acquisition
• Knowing the predictive power of audience segmentation
systems
• Knowing the precision of prediction
• Using the predictions to inform planning and campaigns
What has to happen before
• Data sharing
• Comparability of information
• Understanding of the possibilities and limitations
• Data used to assist decision making
• Feedback on the practical value of insights
Our Tool: Audience Planner
• Organisation Report
• Performance / Production Report
• Predictor
Audience Predictor – next steps
• The richer the aggregated dataset, the more
accurate the predictions
• Testing and evaluation of what has the
predictive power
• Tweaking the prediction model
• Extending the model
That’s all very well, but how
does this help me?
Our commitment to you
Work with the sector to:
• Share learning and access to any tools as
widely and freely as possible
• Open up the aggregated data for all to
benefit and experiment
• Widen the datasets to include:
• Exhibitions and survey data
• Social media, websites and digital content
Final thought
‘We need to debunk the myth that data is
uncreative, impersonal, or a threat to artistic
decision making. Data is only useful where it
enhances existing ideas or current
understanding.’
Professor Paul Moore
Head of the School of Creative
Arts & Technologies, Ulster University
‘
Thank you!
cimeon.ellerton@theaudienceagency.org
eva.kabzinska@theaudienceagency.org
cround@eno.org

Contenu connexe

Similaire à Data Science: Towards a 360° audience view

Answering the big questions with Big Data
Answering the big questions with Big DataAnswering the big questions with Big Data
Answering the big questions with Big DataThe Audience Agency
 
Making the most of the media. Small charities communications conference, 23 S...
Making the most of the media. Small charities communications conference, 23 S...Making the most of the media. Small charities communications conference, 23 S...
Making the most of the media. Small charities communications conference, 23 S...CharityComms
 
Audience Insight: London Presentation - 1 December 2015
Audience Insight: London Presentation - 1 December 2015Audience Insight: London Presentation - 1 December 2015
Audience Insight: London Presentation - 1 December 2015The Audience Agency
 
Summary of second Capital C Event in London
Summary of second Capital C Event in LondonSummary of second Capital C Event in London
Summary of second Capital C Event in LondonSwarm
 
Summary of Third Capital C Event in London
Summary of Third Capital C Event in LondonSummary of Third Capital C Event in London
Summary of Third Capital C Event in LondonSwarm
 
The secret ingredient of listening to your fans, VEGA - Community Conference ...
The secret ingredient of listening to your fans, VEGA - Community Conference ...The secret ingredient of listening to your fans, VEGA - Community Conference ...
The secret ingredient of listening to your fans, VEGA - Community Conference ...Seismonaut
 
Using Digital Technology to Assess Quality in the Arts
Using Digital Technology to Assess Quality in the ArtsUsing Digital Technology to Assess Quality in the Arts
Using Digital Technology to Assess Quality in the ArtsCultureMetrics
 
Presentation 4 consult, c insight and comm-safety
Presentation 4   consult, c insight and comm-safetyPresentation 4   consult, c insight and comm-safety
Presentation 4 consult, c insight and comm-safetyCambridgeshireInsight
 
Visitor Finder London Cluster Presentation
Visitor Finder London Cluster PresentationVisitor Finder London Cluster Presentation
Visitor Finder London Cluster PresentationThe Audience Agency
 
Amplo aurora session
Amplo aurora sessionAmplo aurora session
Amplo aurora sessionStephen Abram
 
Ola sc fopl session on stories and stats
Ola sc fopl session on stories and statsOla sc fopl session on stories and stats
Ola sc fopl session on stories and statsStephen Abram
 
Building Data-centric Media Organizations
Building Data-centric Media OrganizationsBuilding Data-centric Media Organizations
Building Data-centric Media OrganizationsJ T "Tom" Johnson
 
Finding New Audiences for Your Visitor Attraction
Finding New Audiences for Your Visitor AttractionFinding New Audiences for Your Visitor Attraction
Finding New Audiences for Your Visitor AttractionDigital Visitor
 
We Create Art Exhibition And Competition Presentation
We Create Art  Exhibition And Competition PresentationWe Create Art  Exhibition And Competition Presentation
We Create Art Exhibition And Competition PresentationSiobhanSherman
 

Similaire à Data Science: Towards a 360° audience view (20)

Answering the big questions with Big Data
Answering the big questions with Big DataAnswering the big questions with Big Data
Answering the big questions with Big Data
 
Making the most of the media. Small charities communications conference, 23 S...
Making the most of the media. Small charities communications conference, 23 S...Making the most of the media. Small charities communications conference, 23 S...
Making the most of the media. Small charities communications conference, 23 S...
 
Audience Insight: London Presentation - 1 December 2015
Audience Insight: London Presentation - 1 December 2015Audience Insight: London Presentation - 1 December 2015
Audience Insight: London Presentation - 1 December 2015
 
Summary of second Capital C Event in London
Summary of second Capital C Event in LondonSummary of second Capital C Event in London
Summary of second Capital C Event in London
 
Differentiating the message
Differentiating the messageDifferentiating the message
Differentiating the message
 
Summary of Third Capital C Event in London
Summary of Third Capital C Event in LondonSummary of Third Capital C Event in London
Summary of Third Capital C Event in London
 
The secret ingredient of listening to your fans, VEGA - Community Conference ...
The secret ingredient of listening to your fans, VEGA - Community Conference ...The secret ingredient of listening to your fans, VEGA - Community Conference ...
The secret ingredient of listening to your fans, VEGA - Community Conference ...
 
What makes audiences tick?
What makes audiences tick?What makes audiences tick?
What makes audiences tick?
 
Using Digital Technology to Assess Quality in the Arts
Using Digital Technology to Assess Quality in the ArtsUsing Digital Technology to Assess Quality in the Arts
Using Digital Technology to Assess Quality in the Arts
 
Presentation 4 consult, c insight and comm-safety
Presentation 4   consult, c insight and comm-safetyPresentation 4   consult, c insight and comm-safety
Presentation 4 consult, c insight and comm-safety
 
Visitor Finder London Cluster Presentation
Visitor Finder London Cluster PresentationVisitor Finder London Cluster Presentation
Visitor Finder London Cluster Presentation
 
Amplo aurora session
Amplo aurora sessionAmplo aurora session
Amplo aurora session
 
Ola sc fopl session on stories and stats
Ola sc fopl session on stories and statsOla sc fopl session on stories and stats
Ola sc fopl session on stories and stats
 
Ala fopl project
Ala fopl projectAla fopl project
Ala fopl project
 
Building Data-centric Media Organizations
Building Data-centric Media OrganizationsBuilding Data-centric Media Organizations
Building Data-centric Media Organizations
 
Using Social Media for Project delivery
Using Social Media for Project deliveryUsing Social Media for Project delivery
Using Social Media for Project delivery
 
Finding New Audiences for Your Visitor Attraction
Finding New Audiences for Your Visitor AttractionFinding New Audiences for Your Visitor Attraction
Finding New Audiences for Your Visitor Attraction
 
Data4Good Conference 2018 Pro Bono OR and Statistics
Data4Good Conference 2018 Pro Bono OR and StatisticsData4Good Conference 2018 Pro Bono OR and Statistics
Data4Good Conference 2018 Pro Bono OR and Statistics
 
Reach out and Touch
Reach out and TouchReach out and Touch
Reach out and Touch
 
We Create Art Exhibition And Competition Presentation
We Create Art  Exhibition And Competition PresentationWe Create Art  Exhibition And Competition Presentation
We Create Art Exhibition And Competition Presentation
 

Dernier

Call Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night StandCall Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...gajnagarg
 
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night StandCall Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteedamy56318795
 
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...amitlee9823
 
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night StandCall Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Aspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraAspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraGovindSinghDasila
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...amitlee9823
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...amitlee9823
 
Call Girls In Shivaji Nagar ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Shivaji Nagar ☎ 7737669865 🥵 Book Your One night StandCall Girls In Shivaji Nagar ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Shivaji Nagar ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangaloreamitlee9823
 
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...gajnagarg
 
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...amitlee9823
 
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24  Building Real-Time Pipelines With FLaNKDATA SUMMIT 24  Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNKTimothy Spann
 
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...amitlee9823
 
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Pooja Nehwal
 

Dernier (20)

Abortion pills in Jeddah | +966572737505 | Get Cytotec
Abortion pills in Jeddah | +966572737505 | Get CytotecAbortion pills in Jeddah | +966572737505 | Get Cytotec
Abortion pills in Jeddah | +966572737505 | Get Cytotec
 
Call Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night StandCall Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night Stand
 
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
 
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night StandCall Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
 
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
 
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night StandCall Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
 
Aspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - AlmoraAspirational Block Program Block Syaldey District - Almora
Aspirational Block Program Block Syaldey District - Almora
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
 
Call Girls In Shivaji Nagar ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Shivaji Nagar ☎ 7737669865 🥵 Book Your One night StandCall Girls In Shivaji Nagar ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Shivaji Nagar ☎ 7737669865 🥵 Book Your One night Stand
 
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
 
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
 
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
 
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
 
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
 
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24  Building Real-Time Pipelines With FLaNKDATA SUMMIT 24  Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK
 
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
 
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
 

Data Science: Towards a 360° audience view

  • 1. Data Science Towards a 360°audience view Cimeon Ellerton & Eva Kabzinska, The Audience Agency Claire Round, English National Opera
  • 2. What is a Data Scientist?
  • 3. The Holy Grail? Knowing our audiences so well, we can predict what they’ll do next
  • 4. The “problem” with new audiences
  • 6. Maria’s night at ENO – what the data tells us • Her first booking at the London Coliseum • Out for an evening with her guest at La Bohème • It’s likely to be a special night: • She planned it 6 months in advance • She chose the best seats in the house • She treated them to champagne in the interval • Lives in Islington, North London How do you solve a problem like Maria?
  • 7. Metrocultural Maria attendance elsewhere 8 Concerts 14 Plays Attended 6 other venues in London over the last 3 years 6 Operas
  • 8. Metrocultural Maria attendance elsewhere Books 156 days in advance Pays £63 per ticket Books 139 days in advance Pays £43 per ticket Books 76 days in advance Pays £17 per ticket (All figures are averages)
  • 9. Metrocultural Maria attendance elsewhere CROSSOVER: ENO BOOKERSWHO ARE METROCULTURALS
  • 10. What else do we now know about Maria? • she’s a regular opera-goer in London • She also enjoys plays and classical concerts • She’s a frequent attender • Her booking lead time varies between about 3 and 6 months • She likes good seats and will pay for them • She’s quite like a substantial number of other bookers in the ENO database – which means there are more like her to engage Maria - what the combined data tells us
  • 11. Turning data into action Carmen seduces first time bookers
  • 13. Improved campaign targeting for FTAs/light touch audiences People per segment, ‘000
  • 14. Target Carmen 2012 Early Bookers Geography Selecting Previous Early Booker Data
  • 17. Outcome • 25% overall sales uplift on previous production; 32% in areas where TV campaign was active • 50% new bookers (11% above season average) • Box office target achieved, reversing earlier sales trend
  • 20. What we can do already • Describe audiences in terms of demographics and lifestyle • Segment audiences by culture participation, socio-economic background, lifestyle • Analyse repertoire journeys, audience flows and retention and preferences • Find crossover between audiences of different artforms and organisations
  • 21. What we are working towards • Predicting audience types for performances • Predicting success and failure • Predicting effects of different pricing strategies • Predicting audience flows, audience retention and acquisition • Knowing the predictive power of audience segmentation systems • Knowing the precision of prediction • Using the predictions to inform planning and campaigns
  • 22. What has to happen before • Data sharing • Comparability of information • Understanding of the possibilities and limitations • Data used to assist decision making • Feedback on the practical value of insights
  • 23. Our Tool: Audience Planner • Organisation Report • Performance / Production Report • Predictor
  • 24. Audience Predictor – next steps • The richer the aggregated dataset, the more accurate the predictions • Testing and evaluation of what has the predictive power • Tweaking the prediction model • Extending the model
  • 25. That’s all very well, but how does this help me?
  • 26. Our commitment to you Work with the sector to: • Share learning and access to any tools as widely and freely as possible • Open up the aggregated data for all to benefit and experiment • Widen the datasets to include: • Exhibitions and survey data • Social media, websites and digital content
  • 27. Final thought ‘We need to debunk the myth that data is uncreative, impersonal, or a threat to artistic decision making. Data is only useful where it enhances existing ideas or current understanding.’ Professor Paul Moore Head of the School of Creative Arts & Technologies, Ulster University ‘