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© Konzern VKB
Smart Data for Customer-Centricity at
Versicherungskammer Bayern
Dr. Shivaji Dasgupta
Versicherungskammer Bayern
May 2017
Seite 2
© Konzern VKB
We would like to talk about 3 things today
1
2
3
Introducing Versicherungskammer
Bayern (VKB)
Analytics and Use-Cases
for Smart Data
Next Steps
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© Konzern VKB
Introduction to Versicherungskammer Bayern (VKB)
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© Konzern VKB
Versicherungskammer Bayern – Who are we?
 Largest public-owned insurer and 8th largest in Germany (Revenue EUR ~
7 bn; ~ 7.000 employees)
 3 strong regional footprints in Bavaria; Berlin/ Brandenburg and Saarland
 15 iconic brands (with deep regional roots) including newer online brand
 Selected international activities in Luxembourg and the UK
 Owned by the Sparkassen Group (>50 million customers)
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© Konzern VKB
Digitalization is a major trend for German insurances, …
Our customers increasingly adopt a digital behavior
Our competition is stepping up their digitalization efforts
(e.g., AXA and Allianz)
Our employees desire a digital and flexible work
environment
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© Konzern VKB
..., and the journey has also started within VKB
STEP 2
Focus on “Lighthouse Projects”
and Analytics
Dedicated Digital-Team focusing on
customer-oriented digital projects
Focus on prioritized targets for
digital enablement – efficiency,
growth and customer-satisfaction
“Big-Data and Advanced Analytics”
identified as Lighthouse topic
1
Strategy aimed at “getting
the basics right”
Substantial analysis of market situation
and potential
Assessment of VKB’s capabilities,
skills, and overall “readiness”
Prioritization and decision on getting
the basics right incl. development of a
comprehensive roadmap
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© Konzern VKB
Further challenges seen across the industry
Missing 360°
view of customer
information Unable to fully
exploit connections
between past,
present and
future customer
touch-points
Need for holistic
risk-assessment
and use of
analytics
in claims
management
Potential identified
in customer
retention via
consistent
customer
experience and
new offerings
 Empowerment
 Value,
not price
 Customer
insight
 Transparency
 New offerings
 New
competition
 Advice
changes
 More channels
 Collaboration
 Privacy
regulation
 Complex
legacy
 Skills
challenge
 Regulatory
impact
Forces of change and digitalization impact insurers on four overlapping and interdependent dimensions
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© Konzern VKB
Digital reinvention has become an urgent necessity, and data
is the key
…are disrupting
industries
…necessitating
digital reinvention
Technology
forces…
Digital reinvention via Data enables and supports
deep, compelling experience
New
focus
New
ways
to
work
Data &
Cognitive
Analytics New
expertise
Faster, More Frequent, Iterations. More Discovery & Experimentation
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© Konzern VKB
Data and Cognitive Analytics require the right foundation
Enables the access to
an endless universe of
Information and possibilities
CognitivePredictive
 Predict
 Decide
 Act on time
and in context
Descriptive
 Discover
 Report
 Analyze
Data you possess
 Customer records
 Transactional systems
 Institutional expertise
 Operational systems
 Content systems
Data that helps you
compete
 News
 Events
 Image data
 Social media
Data that’s
In motion
 Internet
of Things
 Sensory data
 Geo-spatial
 Weather
Make sense of industry business needs & take action
Gain unique insight into people, things and businesses:
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© Konzern VKB
Analytics and Use-Cases for Smart-Data
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© Konzern VKB
VKB has created a target vision for group-wide analytics
platform
Data sources
Data platform Anonymized customer data
Intention/customer behaviour/context
Data-Management Platform
Data
synchro-
nisation
Cognitive and
Analytics Layer
Modern DWH
BI-Tools (examples)Big-Data Analytics Tools (examples)
… …
External data sources
(examples)
Internal data sources
(examples)
Partner
data
Source: Discussions on industry best-practices
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© Konzern VKB
Using Analytics tools and Smart-data, we are approaching our
customer-centric use-cases
Data sources
SMS
Multiple customer touchpoints
E-mail
Direct mail
Chat
Call center
Social
Mobile Apps WebLocation
Weather
Twitter
Customer demographic data
Customer interaction history
Transactional data
Mobile Apps
Web
Use-Cases
Call center
Customer
analytics
Outcomes &
methods
Source: Forrester, 2014
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© Konzern VKB
Customer Retention &
Cross/Up-Sell Analytics
How can I better understand
my policyholders to improve
retention and determine
relevant offers?
Improve
Customer
Insight
Innovate
Business
Models
Manage
Risk &
Fraud
Digital
Engagement
How can I reach my customers
with the same standards,
regardless
of channel?
Distribution
Optimization
How can I effectively manage
my producers and identify
the right actions?
Claims Optimization & Fraud
Prevention
How can I gain a deeper
understanding of my claims
process and better predict,
detect, and investigate fraud?
Internet of Things Utilization
How can I capitalize on the
Internet of Things to offer
personalized value-added
services to my insureds?
Underwriting/ Pricing
Optimization
How can I apply additional
data sources to improve the
underwriting & pricing
process?
Catastrophe Insight
& Response
How can I analyze data
to get advanced insight to
avoid losses and respond post
event?
Financial Performance
Management
How can I create a solid
foundation for better financial
decision making?
Risk Management
& Compliance
How can I ensure effective risk
management is used across
the enterprise?
Analytics improves outcomes for key insurance business
use cases framework
Seite 14
© Konzern VKB
VKB is already working towards many of these use-cases
along a „Smart-Data Strategy“
Concrete Examples
 Use Watson to recognise displeasure in unstructured E-mail text
 Follow-up in marketing with customer segments
to avoid churn, as well as offer other possible products
 Work towards „next-best action“
Improve
Customer
Insight
Customer Retention &
Cross/Up-Sell Analytics
How can I better understand
my policyholders to improve
retention and determine
relevant offers?
 Use Netcrawler to track (near) real-time price segments
 Use other data sources for localized information
 Offer individualized pricing along with next-best action
for specific customer segments
Innovate
Business
Models
Underwriting/ Pricing
Optimization
How can I apply additional
data sources to improve the
underwriting & pricing
process?
 Use weather and traffic data for claims management
 Built-in analytics from previous claims resolution
 Move towards predictive and effective resolution of claims
Manage
Risk &
Fraud
Catastrophe Insight
& Response
How can I analyze data
to get advanced insight to
avoid losses and respond
post event?
Claims Prediction, Individualized Web-
Access and Text-Mining described in
Application
Seite 15
© Konzern VKB
Use Case für Partners
Schaden-
management
 Schadenregulierung durch
Predictive-Analytics (OVAG)
 Schadenprognose auf Basis
Wetter (mit öVUs)
 Betrugserkennung
 Watson – Medizinisches
Gutachten
 -
 -
Underwriting
& Pricing
 Gesundheitsfragen-
korrelation
 -
 Modellierung der fortge-
schrittenen Algorithmen für
Aktuariat
 -
Vertrieb
und Marketing
 Telematik (OVAG)
 Vertriebsstatistik über AloA
(2VM)
 Personalisierung der Web-
seiten
 Watson – Angebotswunsch
 -
 Vertriebspriorisierung über
Analytics (mit SSKM)
Sach
Kranken
Management des
Bestandsgeschäfts
 -
 Watson – Unmutsäußerung
 -
Leben
Firmen-
kundenschaft
16 April 2017Versicherungskongress Potsdam
Data-Analytics Use-Cases
USE-CASE ROADMAP 2017
Seite 16
© Konzern VKB
Next Steps
Seite 17
© Konzern VKB
Analytics platform driven by a coherent data strategy and
insights-driven organisation
Concrete Platform requirements and facilitation in progress
Data Security
Data Governance
Analytical Data
Repositories
Data lake with
Hadoop and optimized
analytical DWH
Discovery
& Insight
Advanced Analytics
and Visualization
Framework
Ingestion
Fast, scalable
Data ingest and
enrichment
Data Source
Open, internal and
external Data sources
Seite 18
© Konzern VKB
Already, Watson as cognitive system in pilot to predict
customer satisfaction
Understand…
Understand unstructured data (pictures,
voice, text)
Analyse complexity
Learn from results (via feedback loops),
interactions and iterate
Becoming intelligent via learning
Learn,...
Building and reviewing hypothesis
Using intelligent Analysis-Tools
Delivering answers
Answer,…
Seite 19
© Konzern VKB
Next steps …
 Create data platform as a strategic lake environment
with center of competence and integrated analytics
within platform
 Attach Watson platform and services with data
management platform
– Use cognitive functionality of data management
platform for training cognitive services
– Establish a centralized governed data exchange
platform for joint cognitive/analytics use cases
 Implement self-service analytics platform with
integrated security
Seite 20
© Konzern VKB
Want to stay in touch?
Dr. Shivaji Dasgupta
shivaji.dasgupta@vkb.de
… it was a pleasure
Seite 21
© Konzern VKB
BACKUP

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Europe Insurance Innovation Award 2017 - VK Bayern

  • 1. Seite 1 © Konzern VKB Smart Data for Customer-Centricity at Versicherungskammer Bayern Dr. Shivaji Dasgupta Versicherungskammer Bayern May 2017
  • 2. Seite 2 © Konzern VKB We would like to talk about 3 things today 1 2 3 Introducing Versicherungskammer Bayern (VKB) Analytics and Use-Cases for Smart Data Next Steps
  • 3. Seite 3 © Konzern VKB Introduction to Versicherungskammer Bayern (VKB)
  • 4. Seite 4 © Konzern VKB Versicherungskammer Bayern – Who are we?  Largest public-owned insurer and 8th largest in Germany (Revenue EUR ~ 7 bn; ~ 7.000 employees)  3 strong regional footprints in Bavaria; Berlin/ Brandenburg and Saarland  15 iconic brands (with deep regional roots) including newer online brand  Selected international activities in Luxembourg and the UK  Owned by the Sparkassen Group (>50 million customers)
  • 5. Seite 5 © Konzern VKB Digitalization is a major trend for German insurances, … Our customers increasingly adopt a digital behavior Our competition is stepping up their digitalization efforts (e.g., AXA and Allianz) Our employees desire a digital and flexible work environment
  • 6. Seite 6 © Konzern VKB ..., and the journey has also started within VKB STEP 2 Focus on “Lighthouse Projects” and Analytics Dedicated Digital-Team focusing on customer-oriented digital projects Focus on prioritized targets for digital enablement – efficiency, growth and customer-satisfaction “Big-Data and Advanced Analytics” identified as Lighthouse topic 1 Strategy aimed at “getting the basics right” Substantial analysis of market situation and potential Assessment of VKB’s capabilities, skills, and overall “readiness” Prioritization and decision on getting the basics right incl. development of a comprehensive roadmap
  • 7. Seite 7 © Konzern VKB Further challenges seen across the industry Missing 360° view of customer information Unable to fully exploit connections between past, present and future customer touch-points Need for holistic risk-assessment and use of analytics in claims management Potential identified in customer retention via consistent customer experience and new offerings  Empowerment  Value, not price  Customer insight  Transparency  New offerings  New competition  Advice changes  More channels  Collaboration  Privacy regulation  Complex legacy  Skills challenge  Regulatory impact Forces of change and digitalization impact insurers on four overlapping and interdependent dimensions
  • 8. Seite 8 © Konzern VKB Digital reinvention has become an urgent necessity, and data is the key …are disrupting industries …necessitating digital reinvention Technology forces… Digital reinvention via Data enables and supports deep, compelling experience New focus New ways to work Data & Cognitive Analytics New expertise Faster, More Frequent, Iterations. More Discovery & Experimentation
  • 9. Seite 9 © Konzern VKB Data and Cognitive Analytics require the right foundation Enables the access to an endless universe of Information and possibilities CognitivePredictive  Predict  Decide  Act on time and in context Descriptive  Discover  Report  Analyze Data you possess  Customer records  Transactional systems  Institutional expertise  Operational systems  Content systems Data that helps you compete  News  Events  Image data  Social media Data that’s In motion  Internet of Things  Sensory data  Geo-spatial  Weather Make sense of industry business needs & take action Gain unique insight into people, things and businesses:
  • 10. Seite 10 © Konzern VKB Analytics and Use-Cases for Smart-Data
  • 11. Seite 11 © Konzern VKB VKB has created a target vision for group-wide analytics platform Data sources Data platform Anonymized customer data Intention/customer behaviour/context Data-Management Platform Data synchro- nisation Cognitive and Analytics Layer Modern DWH BI-Tools (examples)Big-Data Analytics Tools (examples) … … External data sources (examples) Internal data sources (examples) Partner data Source: Discussions on industry best-practices
  • 12. Seite 12 © Konzern VKB Using Analytics tools and Smart-data, we are approaching our customer-centric use-cases Data sources SMS Multiple customer touchpoints E-mail Direct mail Chat Call center Social Mobile Apps WebLocation Weather Twitter Customer demographic data Customer interaction history Transactional data Mobile Apps Web Use-Cases Call center Customer analytics Outcomes & methods Source: Forrester, 2014
  • 13. Seite 13 © Konzern VKB Customer Retention & Cross/Up-Sell Analytics How can I better understand my policyholders to improve retention and determine relevant offers? Improve Customer Insight Innovate Business Models Manage Risk & Fraud Digital Engagement How can I reach my customers with the same standards, regardless of channel? Distribution Optimization How can I effectively manage my producers and identify the right actions? Claims Optimization & Fraud Prevention How can I gain a deeper understanding of my claims process and better predict, detect, and investigate fraud? Internet of Things Utilization How can I capitalize on the Internet of Things to offer personalized value-added services to my insureds? Underwriting/ Pricing Optimization How can I apply additional data sources to improve the underwriting & pricing process? Catastrophe Insight & Response How can I analyze data to get advanced insight to avoid losses and respond post event? Financial Performance Management How can I create a solid foundation for better financial decision making? Risk Management & Compliance How can I ensure effective risk management is used across the enterprise? Analytics improves outcomes for key insurance business use cases framework
  • 14. Seite 14 © Konzern VKB VKB is already working towards many of these use-cases along a „Smart-Data Strategy“ Concrete Examples  Use Watson to recognise displeasure in unstructured E-mail text  Follow-up in marketing with customer segments to avoid churn, as well as offer other possible products  Work towards „next-best action“ Improve Customer Insight Customer Retention & Cross/Up-Sell Analytics How can I better understand my policyholders to improve retention and determine relevant offers?  Use Netcrawler to track (near) real-time price segments  Use other data sources for localized information  Offer individualized pricing along with next-best action for specific customer segments Innovate Business Models Underwriting/ Pricing Optimization How can I apply additional data sources to improve the underwriting & pricing process?  Use weather and traffic data for claims management  Built-in analytics from previous claims resolution  Move towards predictive and effective resolution of claims Manage Risk & Fraud Catastrophe Insight & Response How can I analyze data to get advanced insight to avoid losses and respond post event? Claims Prediction, Individualized Web- Access and Text-Mining described in Application
  • 15. Seite 15 © Konzern VKB Use Case für Partners Schaden- management  Schadenregulierung durch Predictive-Analytics (OVAG)  Schadenprognose auf Basis Wetter (mit öVUs)  Betrugserkennung  Watson – Medizinisches Gutachten  -  - Underwriting & Pricing  Gesundheitsfragen- korrelation  -  Modellierung der fortge- schrittenen Algorithmen für Aktuariat  - Vertrieb und Marketing  Telematik (OVAG)  Vertriebsstatistik über AloA (2VM)  Personalisierung der Web- seiten  Watson – Angebotswunsch  -  Vertriebspriorisierung über Analytics (mit SSKM) Sach Kranken Management des Bestandsgeschäfts  -  Watson – Unmutsäußerung  - Leben Firmen- kundenschaft 16 April 2017Versicherungskongress Potsdam Data-Analytics Use-Cases USE-CASE ROADMAP 2017
  • 16. Seite 16 © Konzern VKB Next Steps
  • 17. Seite 17 © Konzern VKB Analytics platform driven by a coherent data strategy and insights-driven organisation Concrete Platform requirements and facilitation in progress Data Security Data Governance Analytical Data Repositories Data lake with Hadoop and optimized analytical DWH Discovery & Insight Advanced Analytics and Visualization Framework Ingestion Fast, scalable Data ingest and enrichment Data Source Open, internal and external Data sources
  • 18. Seite 18 © Konzern VKB Already, Watson as cognitive system in pilot to predict customer satisfaction Understand… Understand unstructured data (pictures, voice, text) Analyse complexity Learn from results (via feedback loops), interactions and iterate Becoming intelligent via learning Learn,... Building and reviewing hypothesis Using intelligent Analysis-Tools Delivering answers Answer,…
  • 19. Seite 19 © Konzern VKB Next steps …  Create data platform as a strategic lake environment with center of competence and integrated analytics within platform  Attach Watson platform and services with data management platform – Use cognitive functionality of data management platform for training cognitive services – Establish a centralized governed data exchange platform for joint cognitive/analytics use cases  Implement self-service analytics platform with integrated security
  • 20. Seite 20 © Konzern VKB Want to stay in touch? Dr. Shivaji Dasgupta shivaji.dasgupta@vkb.de … it was a pleasure
  • 21. Seite 21 © Konzern VKB BACKUP

Notes de l'éditeur

  1. Customers: Growing empowerment and interconnection Growing demand for “best deal on value” (not only price) Cross-industry competition for customer data and insight ========= key and core capability, digitization of processes is analytics-driven combined with cognitive capabilities to drive customer insight, address personalization of new products and harvest knowledge from unstructured data as a new capital! Growing demand for transparency Interactions Increasing number of sales channels – parallel and intersecting New types and culture of collaboration Increasing regulatory influence on privacy Services New and broader service offerings beyond classical coverage Sophisticated competition from other industries (e.g. automotive, retail, banks) Increasing regulatory influence on quality and payments of advisory services (fee-based and subscription-based) Structures Complex and siloed legacy systems, processes and organizations Limited availability of insurance experts Increasing impact of local / regional regulation on costs and business model+ Taling poins for the challenges: Unable to fully exploit connections between past, present and future customer touch-points Lack of integration over multi-channel offerings and interactions; missing 360° view of customer information at time of interaction, hence inappropriate offers and communications Potential identified in customer retention via consistent customer experience Need for holistic risk-assessment and use of analytics in claims-management Challenged in using analytics to add short-term value or enhance long-term strategy
  2. Selektiert was zur VKB passt