SlideShare una empresa de Scribd logo
1 de 75
Coping strategies
for making use of data
when developing customer services
Andrew Lewis
Data and Insights Architect
MMEX INTEPRETATION TECHNOLOGY SEMINAR 2015-2017
TEKNOLOGI I FORMIDLING AARHUS, 22. AUGUST 2016
Let’s think about…
• What we mean when we say “data”
• What our digital assets are (or could be)
• Integration and complexity
• Evidence-based decision making
• Customers in customer services
Taking risks
• Strategies developed during 15 years of
public-facing digital services in leading UK
museums and library services
• Honest truths and tips
• Theoretical information design
• Pragmatic project delivery
• The importance of soft people management
Ideas and helpful things to think about
to take back to your workplace and use
Go away with
Unpredictable
Unpredictable and
complex
Predictable and
simple
Predictable but
complex
Unpredictable and
simple
Predictable
Simple Complex
We work here
for the rest of
our careers!
Digital assets
Objects SecurityKnowledge
Digital
assets
Tools +
standards
Storage
Objects Knowledge
Tools +
standards
Digital
assets
Storage Connectivity
Photos
Preferences
Videos
Records
What are our digital assets?
Data
Object records
Event records
Shop records
Conservation records
HR records
Whatever…
Customer contact records
(any records)
(any data)
Transaction data
Service data
Collection
object records
Media assets
Events
Shop products Customer
behaviour data
Staff
knowledge
Learning
resources
Re-use is efficient
Search the Collections (STC)
Mobile STC
Website auto-display module
Furniture gallery digital label
Digital map
One chair.
One authoritative digital asset.
Used in five
services
V&A Digital Map
Collection data
fed via web API
Event data
fed via web API
V&A Digital Map
One digital asset updates all information
Digital assets
From
Web content system
Digital assets
From
Vimeo.com
Digital assets
From
Blog database
Digital assets
From
Shop database
Digital assets
From
Collection records
User’s interests get typed here…User’s interests
User data = digital asset
maiolica
Digital assets
From
Web content system
Digital assets
From
Shop database
Digital assets
From
Collection records
Digital assets
From
Event database
Automated interests
suggestion based on
digital asset classification
Are you making them portable?
Do you know all the assets you have?
Do you look after them nicely?
Is strategy informing your data need?
Managing digital assets
Are you prioritising data that supports it?
Build in
data-capture to
provide evidence
Browsing
Top 10 object pages
viewed, by country
Engaging
Top 10 large images
downloaded, by country
Data that makes
sense has
more impact
Create evidence
Find out the data staff
need to understand
Then design the data
structure to capture it
Event Action 1.1
Event Category 1
Event Label 1.1.1
Event Action 1.2
Event Label 1.1.2
Event Label 1.2.1
Event Label 1.2.2Event Category 2
Event Action 2.1
Event Label 2.1.1
Event Label 2.1.2
Categories Actions Labels
SearchAudioguides -
Europe 1600-1815
galleries
Search term used
Navigation - Clicked next item in a
tour
Name of audio
Wi-Fi
Web address visitors are trying to
reach URL visited
Audio controls - Started playing an
audio
Name of Tour
Navigation - Selected room tours
option
Name of audio
Audio controls - Paused an audio
Name of Room
Categories Actions Labels
Designing data capture
by physical drawing
and team discussion
Data this up
11.7%11.1%
10.6%19.4%
0.9%2.0%
3.5%
3.4%
Game results affect impact of calls to action
Customer data
and insights
Value of insight
• Commercial opportunity
• Increased public engagement
• Impact of science and research activity
Risk
• Legal
e.g. data protection, security, GDPR
compliance
• Financial
Inefficiency, loss of income
• Reputational
Creepy use of data is very emotive
Establishing a common language
Event card Membership teaser
Website footer email sign up
Wi-Fi welcome page
email sign up
Automated capture
Aligned terms
Manual data entry
Ambiguous terms
Something simple
• Twitter’s data store is a
single data repository
34 customer touch points (34 NHM Twitter accounts)
Overall
customer view
• Location of devices
• Language used on devices
• By time of year?
• Compared to news coverage?
Wi-Fi users
= ?
+
• Most sessions
• Longest session
• Compare with engagement of email
responses?
• Compare with income generated?
Individual usage patterns
Not all data has
the same value
Establishing a common language
Value
Quality
Coverage
Risk
Extractability
Terms of use
70+ places we store customer data
Making data visible
advances collective
understanding
Establishing a common language
Where do we get new contacts from?
Coping strategies for making use of data in customer services
Coping strategies for making use of data in customer services

Más contenido relacionado

Destacado

Dan Goodwin - Collaborative Discovery: Commissioning a big web project when y...
Dan Goodwin - Collaborative Discovery: Commissioning a big web project when y...Dan Goodwin - Collaborative Discovery: Commissioning a big web project when y...
Dan Goodwin - Collaborative Discovery: Commissioning a big web project when y...Museums Computer Group
 
Shelley Mannion - Learning from mobile experiences in museums
Shelley Mannion - Learning from mobile experiences in museumsShelley Mannion - Learning from mobile experiences in museums
Shelley Mannion - Learning from mobile experiences in museumsMuseums Computer Group
 
How to plan responsive web services
How to plan responsive web servicesHow to plan responsive web services
How to plan responsive web servicesAndrew Lewis
 
Lindsey Green - Designing mobile services
Lindsey Green - Designing mobile servicesLindsey Green - Designing mobile services
Lindsey Green - Designing mobile servicesMuseums Computer Group
 
Ivan Teage - Thinking mobile at the NHM
Ivan Teage - Thinking mobile at the NHMIvan Teage - Thinking mobile at the NHM
Ivan Teage - Thinking mobile at the NHMMuseums Computer Group
 
Digital Asset Management. What is it and why do it?
Digital Asset Management. What is it and why do it?Digital Asset Management. What is it and why do it?
Digital Asset Management. What is it and why do it?Andrew Lewis
 
Difusión de contenidos de museos de Castilla y León en redes sociales
Difusión de contenidos de museos de Castilla y León en redes sociales Difusión de contenidos de museos de Castilla y León en redes sociales
Difusión de contenidos de museos de Castilla y León en redes sociales José Luis Hoyas Díez
 

Destacado (8)

Dan Goodwin - Collaborative Discovery: Commissioning a big web project when y...
Dan Goodwin - Collaborative Discovery: Commissioning a big web project when y...Dan Goodwin - Collaborative Discovery: Commissioning a big web project when y...
Dan Goodwin - Collaborative Discovery: Commissioning a big web project when y...
 
Shelley Mannion - Learning from mobile experiences in museums
Shelley Mannion - Learning from mobile experiences in museumsShelley Mannion - Learning from mobile experiences in museums
Shelley Mannion - Learning from mobile experiences in museums
 
How to plan responsive web services
How to plan responsive web servicesHow to plan responsive web services
How to plan responsive web services
 
Programa Accord
Programa AccordPrograma Accord
Programa Accord
 
Lindsey Green - Designing mobile services
Lindsey Green - Designing mobile servicesLindsey Green - Designing mobile services
Lindsey Green - Designing mobile services
 
Ivan Teage - Thinking mobile at the NHM
Ivan Teage - Thinking mobile at the NHMIvan Teage - Thinking mobile at the NHM
Ivan Teage - Thinking mobile at the NHM
 
Digital Asset Management. What is it and why do it?
Digital Asset Management. What is it and why do it?Digital Asset Management. What is it and why do it?
Digital Asset Management. What is it and why do it?
 
Difusión de contenidos de museos de Castilla y León en redes sociales
Difusión de contenidos de museos de Castilla y León en redes sociales Difusión de contenidos de museos de Castilla y León en redes sociales
Difusión de contenidos de museos de Castilla y León en redes sociales
 

Similar a Coping strategies for making use of data in customer services

Empowering your Enterprise with a Self-Service Data Marketplace (EMEA)
Empowering your Enterprise with a Self-Service Data Marketplace (EMEA)Empowering your Enterprise with a Self-Service Data Marketplace (EMEA)
Empowering your Enterprise with a Self-Service Data Marketplace (EMEA)Denodo
 
Empowering your Enterprise with a Self-Service Data Marketplace (ASEAN)
Empowering your Enterprise with a Self-Service Data Marketplace (ASEAN)Empowering your Enterprise with a Self-Service Data Marketplace (ASEAN)
Empowering your Enterprise with a Self-Service Data Marketplace (ASEAN)Denodo
 
ZIGRAM Introduction September 2020
ZIGRAM Introduction September 2020ZIGRAM Introduction September 2020
ZIGRAM Introduction September 2020ZIGRAM
 
Don’t Mention The “A” Word – Trends In Continuing Business And IT Misalignment
Don’t Mention The “A” Word – Trends In Continuing Business And IT MisalignmentDon’t Mention The “A” Word – Trends In Continuing Business And IT Misalignment
Don’t Mention The “A” Word – Trends In Continuing Business And IT MisalignmentAlan McSweeney
 
Agile data science
Agile data scienceAgile data science
Agile data scienceJoel Horwitz
 
Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...
Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...
Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...Matt Stubbs
 
Marketing Shake 2015: Data Driven | Data is brief
Marketing Shake 2015: Data Driven | Data is briefMarketing Shake 2015: Data Driven | Data is brief
Marketing Shake 2015: Data Driven | Data is briefamdia
 
Enterprise Data Marketplace: A Centralized Portal for All Your Data Assets
Enterprise Data Marketplace: A Centralized Portal for All Your Data AssetsEnterprise Data Marketplace: A Centralized Portal for All Your Data Assets
Enterprise Data Marketplace: A Centralized Portal for All Your Data AssetsDenodo
 
In-Memory Computing Webcast. Market Predictions 2017
In-Memory Computing Webcast. Market Predictions 2017In-Memory Computing Webcast. Market Predictions 2017
In-Memory Computing Webcast. Market Predictions 2017SingleStore
 
Internet of Things (IoT) - in the cloud or rather on-premises?
Internet of Things (IoT) - in the cloud or rather on-premises?Internet of Things (IoT) - in the cloud or rather on-premises?
Internet of Things (IoT) - in the cloud or rather on-premises?Guido Schmutz
 
Big Data Meetup: Analytical Systems Evolution
Big Data Meetup: Analytical Systems EvolutionBig Data Meetup: Analytical Systems Evolution
Big Data Meetup: Analytical Systems EvolutionProvectus
 
e-SIDES workshop at EBDVF 2018, Vienna 14/11/2018
e-SIDES workshop at EBDVF 2018, Vienna 14/11/2018 e-SIDES workshop at EBDVF 2018, Vienna 14/11/2018
e-SIDES workshop at EBDVF 2018, Vienna 14/11/2018 e-SIDES.eu
 
[2020 Ed Tech Forum] What is driving digital transformation for?
[2020 Ed Tech Forum] What is driving digital transformation for? [2020 Ed Tech Forum] What is driving digital transformation for?
[2020 Ed Tech Forum] What is driving digital transformation for? Open Cyber University of Korea
 
enterprise arch_prc_short
enterprise arch_prc_shortenterprise arch_prc_short
enterprise arch_prc_shortCora Carmody
 
HPE IDOL 10 (Intelligent Data Operating Layer)
HPE IDOL 10 (Intelligent Data Operating Layer)HPE IDOL 10 (Intelligent Data Operating Layer)
HPE IDOL 10 (Intelligent Data Operating Layer)Andrey Karpov
 
Splunk for ITOps
Splunk for ITOpsSplunk for ITOps
Splunk for ITOpsSplunk
 
Splunk Financial Services Forum Boston June, 2017
Splunk Financial Services Forum Boston June, 2017Splunk Financial Services Forum Boston June, 2017
Splunk Financial Services Forum Boston June, 2017Splunk
 
Operationalizing a Vision for the Monetization of Telco Consumer Data
Operationalizing a Vision for the Monetization of Telco Consumer DataOperationalizing a Vision for the Monetization of Telco Consumer Data
Operationalizing a Vision for the Monetization of Telco Consumer DataPrecisely
 
iLive2014 Presentation | Casper Blicher Olsen - Internal barriers from taking...
iLive2014 Presentation | Casper Blicher Olsen - Internal barriers from taking...iLive2014 Presentation | Casper Blicher Olsen - Internal barriers from taking...
iLive2014 Presentation | Casper Blicher Olsen - Internal barriers from taking...iLive Conference
 
"Implementing Machine Learning and Big Data soluctions using IDOL"
"Implementing Machine Learning and Big Data soluctions using IDOL""Implementing Machine Learning and Big Data soluctions using IDOL"
"Implementing Machine Learning and Big Data soluctions using IDOL"Erick Delgado
 

Similar a Coping strategies for making use of data in customer services (20)

Empowering your Enterprise with a Self-Service Data Marketplace (EMEA)
Empowering your Enterprise with a Self-Service Data Marketplace (EMEA)Empowering your Enterprise with a Self-Service Data Marketplace (EMEA)
Empowering your Enterprise with a Self-Service Data Marketplace (EMEA)
 
Empowering your Enterprise with a Self-Service Data Marketplace (ASEAN)
Empowering your Enterprise with a Self-Service Data Marketplace (ASEAN)Empowering your Enterprise with a Self-Service Data Marketplace (ASEAN)
Empowering your Enterprise with a Self-Service Data Marketplace (ASEAN)
 
ZIGRAM Introduction September 2020
ZIGRAM Introduction September 2020ZIGRAM Introduction September 2020
ZIGRAM Introduction September 2020
 
Don’t Mention The “A” Word – Trends In Continuing Business And IT Misalignment
Don’t Mention The “A” Word – Trends In Continuing Business And IT MisalignmentDon’t Mention The “A” Word – Trends In Continuing Business And IT Misalignment
Don’t Mention The “A” Word – Trends In Continuing Business And IT Misalignment
 
Agile data science
Agile data scienceAgile data science
Agile data science
 
Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...
Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...
Big Data LDN 2018: DATA MANAGEMENT AUTOMATION AND THE INFORMATION SUPPLY CHAI...
 
Marketing Shake 2015: Data Driven | Data is brief
Marketing Shake 2015: Data Driven | Data is briefMarketing Shake 2015: Data Driven | Data is brief
Marketing Shake 2015: Data Driven | Data is brief
 
Enterprise Data Marketplace: A Centralized Portal for All Your Data Assets
Enterprise Data Marketplace: A Centralized Portal for All Your Data AssetsEnterprise Data Marketplace: A Centralized Portal for All Your Data Assets
Enterprise Data Marketplace: A Centralized Portal for All Your Data Assets
 
In-Memory Computing Webcast. Market Predictions 2017
In-Memory Computing Webcast. Market Predictions 2017In-Memory Computing Webcast. Market Predictions 2017
In-Memory Computing Webcast. Market Predictions 2017
 
Internet of Things (IoT) - in the cloud or rather on-premises?
Internet of Things (IoT) - in the cloud or rather on-premises?Internet of Things (IoT) - in the cloud or rather on-premises?
Internet of Things (IoT) - in the cloud or rather on-premises?
 
Big Data Meetup: Analytical Systems Evolution
Big Data Meetup: Analytical Systems EvolutionBig Data Meetup: Analytical Systems Evolution
Big Data Meetup: Analytical Systems Evolution
 
e-SIDES workshop at EBDVF 2018, Vienna 14/11/2018
e-SIDES workshop at EBDVF 2018, Vienna 14/11/2018 e-SIDES workshop at EBDVF 2018, Vienna 14/11/2018
e-SIDES workshop at EBDVF 2018, Vienna 14/11/2018
 
[2020 Ed Tech Forum] What is driving digital transformation for?
[2020 Ed Tech Forum] What is driving digital transformation for? [2020 Ed Tech Forum] What is driving digital transformation for?
[2020 Ed Tech Forum] What is driving digital transformation for?
 
enterprise arch_prc_short
enterprise arch_prc_shortenterprise arch_prc_short
enterprise arch_prc_short
 
HPE IDOL 10 (Intelligent Data Operating Layer)
HPE IDOL 10 (Intelligent Data Operating Layer)HPE IDOL 10 (Intelligent Data Operating Layer)
HPE IDOL 10 (Intelligent Data Operating Layer)
 
Splunk for ITOps
Splunk for ITOpsSplunk for ITOps
Splunk for ITOps
 
Splunk Financial Services Forum Boston June, 2017
Splunk Financial Services Forum Boston June, 2017Splunk Financial Services Forum Boston June, 2017
Splunk Financial Services Forum Boston June, 2017
 
Operationalizing a Vision for the Monetization of Telco Consumer Data
Operationalizing a Vision for the Monetization of Telco Consumer DataOperationalizing a Vision for the Monetization of Telco Consumer Data
Operationalizing a Vision for the Monetization of Telco Consumer Data
 
iLive2014 Presentation | Casper Blicher Olsen - Internal barriers from taking...
iLive2014 Presentation | Casper Blicher Olsen - Internal barriers from taking...iLive2014 Presentation | Casper Blicher Olsen - Internal barriers from taking...
iLive2014 Presentation | Casper Blicher Olsen - Internal barriers from taking...
 
"Implementing Machine Learning and Big Data soluctions using IDOL"
"Implementing Machine Learning and Big Data soluctions using IDOL""Implementing Machine Learning and Big Data soluctions using IDOL"
"Implementing Machine Learning and Big Data soluctions using IDOL"
 

Más de Andrew Lewis

Making your website responsive for Mobile users - some starter things you sho...
Making your website responsive for Mobile users - some starter things you sho...Making your website responsive for Mobile users - some starter things you sho...
Making your website responsive for Mobile users - some starter things you sho...Andrew Lewis
 
The Future is Incremental
The Future is IncrementalThe Future is Incremental
The Future is IncrementalAndrew Lewis
 
Tactics and Decision Making for Successful Museum Digital Projects
Tactics and Decision Making for Successful Museum Digital ProjectsTactics and Decision Making for Successful Museum Digital Projects
Tactics and Decision Making for Successful Museum Digital ProjectsAndrew Lewis
 
Digital Media at the V&A, Bits2Blogs, Newcastle, 2013
Digital Media at the V&A, Bits2Blogs, Newcastle, 2013Digital Media at the V&A, Bits2Blogs, Newcastle, 2013
Digital Media at the V&A, Bits2Blogs, Newcastle, 2013Andrew Lewis
 
The Realities of Moving to Digital First
The Realities of Moving to Digital FirstThe Realities of Moving to Digital First
The Realities of Moving to Digital FirstAndrew Lewis
 
Technology Projects. What could possibly go wrong
Technology Projects. What could possibly go wrongTechnology Projects. What could possibly go wrong
Technology Projects. What could possibly go wrongAndrew Lewis
 
Andrewlewis multilib-phase2-report1-rbwm-2005-06-01
Andrewlewis multilib-phase2-report1-rbwm-2005-06-01Andrewlewis multilib-phase2-report1-rbwm-2005-06-01
Andrewlewis multilib-phase2-report1-rbwm-2005-06-01Andrew Lewis
 
Andrewlewis multilib-phase2-report4-rbwm-2007-01-17
Andrewlewis multilib-phase2-report4-rbwm-2007-01-17Andrewlewis multilib-phase2-report4-rbwm-2007-01-17
Andrewlewis multilib-phase2-report4-rbwm-2007-01-17Andrew Lewis
 
Andrewlewis multilib-phase2-report3-rbwm-2006-10-11
Andrewlewis multilib-phase2-report3-rbwm-2006-10-11Andrewlewis multilib-phase2-report3-rbwm-2006-10-11
Andrewlewis multilib-phase2-report3-rbwm-2006-10-11Andrew Lewis
 
Andrewlewis multimedia-children-libraries-lilac-2005-04-05
Andrewlewis multimedia-children-libraries-lilac-2005-04-05Andrewlewis multimedia-children-libraries-lilac-2005-04-05
Andrewlewis multimedia-children-libraries-lilac-2005-04-05Andrew Lewis
 
Cultural Sector Online Strategy Forum 2 October 2012
Cultural Sector Online Strategy Forum 2 October 2012 Cultural Sector Online Strategy Forum 2 October 2012
Cultural Sector Online Strategy Forum 2 October 2012 Andrew Lewis
 
Mixing it up: Developing and implementing a tagging system for a content-rich...
Mixing it up: Developing and implementing a tagging system for a content-rich...Mixing it up: Developing and implementing a tagging system for a content-rich...
Mixing it up: Developing and implementing a tagging system for a content-rich...Andrew Lewis
 
Practical experiences of evidence based change management using Google Analytics
Practical experiences of evidence based change management using Google AnalyticsPractical experiences of evidence based change management using Google Analytics
Practical experiences of evidence based change management using Google AnalyticsAndrew Lewis
 

Más de Andrew Lewis (13)

Making your website responsive for Mobile users - some starter things you sho...
Making your website responsive for Mobile users - some starter things you sho...Making your website responsive for Mobile users - some starter things you sho...
Making your website responsive for Mobile users - some starter things you sho...
 
The Future is Incremental
The Future is IncrementalThe Future is Incremental
The Future is Incremental
 
Tactics and Decision Making for Successful Museum Digital Projects
Tactics and Decision Making for Successful Museum Digital ProjectsTactics and Decision Making for Successful Museum Digital Projects
Tactics and Decision Making for Successful Museum Digital Projects
 
Digital Media at the V&A, Bits2Blogs, Newcastle, 2013
Digital Media at the V&A, Bits2Blogs, Newcastle, 2013Digital Media at the V&A, Bits2Blogs, Newcastle, 2013
Digital Media at the V&A, Bits2Blogs, Newcastle, 2013
 
The Realities of Moving to Digital First
The Realities of Moving to Digital FirstThe Realities of Moving to Digital First
The Realities of Moving to Digital First
 
Technology Projects. What could possibly go wrong
Technology Projects. What could possibly go wrongTechnology Projects. What could possibly go wrong
Technology Projects. What could possibly go wrong
 
Andrewlewis multilib-phase2-report1-rbwm-2005-06-01
Andrewlewis multilib-phase2-report1-rbwm-2005-06-01Andrewlewis multilib-phase2-report1-rbwm-2005-06-01
Andrewlewis multilib-phase2-report1-rbwm-2005-06-01
 
Andrewlewis multilib-phase2-report4-rbwm-2007-01-17
Andrewlewis multilib-phase2-report4-rbwm-2007-01-17Andrewlewis multilib-phase2-report4-rbwm-2007-01-17
Andrewlewis multilib-phase2-report4-rbwm-2007-01-17
 
Andrewlewis multilib-phase2-report3-rbwm-2006-10-11
Andrewlewis multilib-phase2-report3-rbwm-2006-10-11Andrewlewis multilib-phase2-report3-rbwm-2006-10-11
Andrewlewis multilib-phase2-report3-rbwm-2006-10-11
 
Andrewlewis multimedia-children-libraries-lilac-2005-04-05
Andrewlewis multimedia-children-libraries-lilac-2005-04-05Andrewlewis multimedia-children-libraries-lilac-2005-04-05
Andrewlewis multimedia-children-libraries-lilac-2005-04-05
 
Cultural Sector Online Strategy Forum 2 October 2012
Cultural Sector Online Strategy Forum 2 October 2012 Cultural Sector Online Strategy Forum 2 October 2012
Cultural Sector Online Strategy Forum 2 October 2012
 
Mixing it up: Developing and implementing a tagging system for a content-rich...
Mixing it up: Developing and implementing a tagging system for a content-rich...Mixing it up: Developing and implementing a tagging system for a content-rich...
Mixing it up: Developing and implementing a tagging system for a content-rich...
 
Practical experiences of evidence based change management using Google Analytics
Practical experiences of evidence based change management using Google AnalyticsPractical experiences of evidence based change management using Google Analytics
Practical experiences of evidence based change management using Google Analytics
 

Último

Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 
Call Girls 🫤 Dwarka ➡️ 9711199171 ➡️ Delhi 🫦 Two shot with one girl
Call Girls 🫤 Dwarka ➡️ 9711199171 ➡️ Delhi 🫦 Two shot with one girlCall Girls 🫤 Dwarka ➡️ 9711199171 ➡️ Delhi 🫦 Two shot with one girl
Call Girls 🫤 Dwarka ➡️ 9711199171 ➡️ Delhi 🫦 Two shot with one girlkumarajju5765
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysismanisha194592
 
BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxolyaivanovalion
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxolyaivanovalion
 
Vip Model Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
Vip Model  Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...Vip Model  Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
Vip Model Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...shivangimorya083
 
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...amitlee9823
 
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...amitlee9823
 
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxBPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxMohammedJunaid861692
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfLars Albertsson
 
Log Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptxLog Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptxJohnnyPlasten
 
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779Delhi Call girls
 
{Pooja: 9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
{Pooja:  9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...{Pooja:  9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
{Pooja: 9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...Pooja Nehwal
 
ALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptxALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptxolyaivanovalion
 
Edukaciniai dropshipping via API with DroFx
Edukaciniai dropshipping via API with DroFxEdukaciniai dropshipping via API with DroFx
Edukaciniai dropshipping via API with DroFxolyaivanovalion
 

Último (20)

Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 
Call Girls 🫤 Dwarka ➡️ 9711199171 ➡️ Delhi 🫦 Two shot with one girl
Call Girls 🫤 Dwarka ➡️ 9711199171 ➡️ Delhi 🫦 Two shot with one girlCall Girls 🫤 Dwarka ➡️ 9711199171 ➡️ Delhi 🫦 Two shot with one girl
Call Girls 🫤 Dwarka ➡️ 9711199171 ➡️ Delhi 🫦 Two shot with one girl
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysis
 
BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptx
 
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get CytotecAbortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptx
 
Vip Model Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
Vip Model  Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...Vip Model  Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
Vip Model Call Girls (Delhi) Karol Bagh 9711199171✔️Body to body massage wit...
 
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
 
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
 
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptxBPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
BPAC WITH UFSBI GENERAL PRESENTATION 18_05_2017-1.pptx
 
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
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdf
 
Sampling (random) method and Non random.ppt
Sampling (random) method and Non random.pptSampling (random) method and Non random.ppt
Sampling (random) method and Non random.ppt
 
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
 
Log Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptxLog Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptx
 
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in Kishangarh
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in  KishangarhDelhi 99530 vip 56974 Genuine Escort Service Call Girls in  Kishangarh
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in Kishangarh
 
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
Best VIP Call Girls Noida Sector 22 Call Me: 8448380779
 
{Pooja: 9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
{Pooja:  9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...{Pooja:  9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
{Pooja: 9892124323 } Call Girl in Mumbai | Jas Kaur Rate 4500 Free Hotel Del...
 
ALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptxALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptx
 
Edukaciniai dropshipping via API with DroFx
Edukaciniai dropshipping via API with DroFxEdukaciniai dropshipping via API with DroFx
Edukaciniai dropshipping via API with DroFx
 

Coping strategies for making use of data in customer services

Notas del editor

  1. 5.3 million visit every year 3rd most visited
  2. Example slide – create a new picture slide to add your own images. Then copy and paste the frame from this slide.
  3. Example slide – create a new picture slide to add your own images. Then copy and paste the frame from this slide.
  4. Example slide – create a new picture slide to add your own images. Then copy and paste the frame from this slide.
  5. Example slide – create a new picture slide to add your own images. Then copy and paste the frame from this slide.
  6. Example slide – create a new picture slide to add your own images. Then copy and paste the frame from this slide.
  7. Example slide – create a new picture slide to add your own images. Then copy and paste the frame from this slide.
  8. Example slide – create a new picture slide to add your own images. Then copy and paste the frame from this slide.
  9. Data is an ecosystem Complexity – where do you start? Coccoliths cretaceous algae plankton skeletons
  10. Example slide – create a new picture slide to add your own images. Then copy and paste the frame from this slide.
  11. Example slide – create a new picture slide to add your own images. Then copy and paste the frame from this slide.
  12. Example slide – create a new picture slide to add your own images. Then copy and paste the frame from this slide.
  13. Example slide – create a new picture slide to add your own images. Then copy and paste the frame from this slide.
  14. Example slide – create a new picture slide to add your own images. Then copy and paste the frame from this slide.