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The Digital Claims
Customer Journey
Protecting Insurance Claim
Management against Fraud with the
Power of Analytics
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Digital Claims
Transformation Strategy
Digital Claims
Technology Matrix
Adoption Drivers and
Opportunities - India
Growth Drivers – Who
is Doing What?
Analyst
Recommendations
2
InsurTech
Transformation
Introduction
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Increasing adoption of
connected cars, smart home
solutions and AI tools is
gradually changing the face
of existing claims functions;
additionally, insurers with
“digital-first“ business models
are innovating the claims
business through a digitally
superior value proposition .
Cumulatively, these
trends are altering the
process of filing a claim
into a fast, simple, and
satisfying experience.
To leverage the value of
digital, claims functions
should be more
customer centric and
must excel in Customer
Experience (CX),
efficiency and
effectiveness.
01 02 03
3
Customers now demand
claims services and
experience tailored to
align with their evolving
digital lives
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To leverage the value of
digital, claims functions
must become customer
centric and excel in
Customer Experience (CX),
efficiency and
effectiveness.
Modern day customers
demand instantaneous
resolution of claims,
transparent processes
and personalized claims
journey.
4
The claims business
is undergoing a radical,
digitally infused
transformation
87% policyholders believe claim experiences impact their
decisions to remain with insurers
87%
02 03
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Digital
transformation
helps in meeting
customer
expectations.
Digital claims
transformations
generate impact across
all of claims’
foundational key
performance indicators.
Analyzing historical repair/
maintenance
Data to decrease estimate times
and manage costs
Leveraging telemetric and IoT to
drive claims prevention and
FNOL*
Social media, drone imagery, AI
intuitive apps are being
deployed for efficient claims
processing
Efficiency
Reduce claims expenses
by 25%-30%
Insurers are observing
customer needs,
customer value and executing
specific actions based on
predictive algorithms
Data science is being deployed
at every step of the customer’s
digital journey
Biometrics, vendor analytics,
risk evaluation tools are used to
ensure accuracy in claims
handling
Effectiveness
Significantly improve claims
handling accuracy
Insurers can customize their
offering to meet the new needs
of the customer, and executing
specific actions based on their
behavior
Data engineering can be
deployed at all critical step of
the digital journey
Look at modern technologies
like biometrics, vendor
analytics, risk evaluation tools
are used for enabling accurate
claims handling
CX
Increase CSAT score
by ~20% points
5
01 02 03
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Insurers should improve UX by simplifying
product content, enabling quicker interactions
and transactions.
01. Product Simplification
Supporting the entire journey with automated,
intelligent case management is critical to
establish an end-to-end digital customer
journey.
03. Intelligent Case Management
Insurers can transfer routine transactions from
claims handlers to agents, brokers or customers
themselves.
02. Customer & Intermediary Self-service
Digital Technologies and systems can standardize
manual processes, which will result in leaner
processes and reduced follow-ups,
recalculations and litigations.
04. Frontline & back-office process digitization
Insurers can fully automate their back-office
processes; Digital Technologies can support and
assist the decisions of claims handlers, leading
to better outcomes.
05. Back-office automation
Insurers should provide customers with the
necessary information in digital channels, which
makes gives them the sense of control they
desire.
06. Frontline & back-office process digitization
01. Product Simplification
02. Customer and Intermediary Self-service
03. Intelligent Case Management
04. Frontline and back-office
process digitization
05. Back-office automation
06. Communication
6
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Digital Claims
Transformation Strategy
Analyst
Recommendations
Growth Drivers – Who
is Doing What?
Adoption Drivers and
Opportunities - India
Digital Claims
Technology Matrix
7
InsurTech
Transformation
Introduction
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Activities
Current State
KPIs
Transition State
Stages
Insurer can achieve digital value throughout the insurance value chain
8
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Proliferation of Internet and affordable devices is expected to further
Insurtech adoption
291.6
337.1
374.1
415.2
460.8
490.9
2018 2019e 2020e 2021e 2022e
2017
10.9%
During 2017 – 2022, Smartphone user base is expected
to grow at a CAGR of 11%
The combination of Smartphone and affordable
internet plans is anticipated to create the ecosystem
necessary for digital insurance
Presently, India holds the position of offering the
lowest average data tariff plans
01
02
03
Smartphone Users Growth – India (mn)
9
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Smartphone Growth
In 2018 India
accounted for
10% of global
smartphone
shipments
Unit shipments
increased y-o-y 9.6% in
2018
2017 2018
125mn
137mn
During 2017 – 2022, Smartphone user base is
expected to grow at a CAGR of 11%
Average Data Tariffs
Affordable Mobile Data Plans
Key
Growth
Drivers
10
01 02
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Insurers have the option to digitize their claims process, irrespective of
their position in the maturity curve
Digital Maturity Roadmap
• Pilot automated notifications and
use of chatbot
• Pilot “no-touch” claims handling
Foundational
• Expand automated claims handling and use of chatbot
• Deploy drones as “adjusters”
• Establish analytics CoE* in claims
• Seek more external data sources
Intermediate
• Use visualization and modelling to assess claims risk
• Implement machine learning for anti-fraud
• Expand claims volumes handled via RPA
• Evaluate medical treatments and repair effectiveness
Advanced
Source: E&Y *CoE: Center of Excellence
11
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Quick Guide –
Digital Claims Transformation
12
Insurers can begin with existing data, before looking to external
data streams or adopting RPA, AI or any other advanced
technology.
Data should be used to create full views of individual claims and
utilized to evaluate future risks and leakage risks.
Mature organizations can leverage data lakes as the basis for
advanced analytics and real-time visualization.
Machine learning and visualization techniques can help predict
claims risk with greater accuracy and certainty.
Provide a consistent claims handling approach relative to
unbiased reserving, litigation, subrogation and other claim
processes.
Early and intermediate adopters can establish analytics labs or
CX CoEs, to carry out low-risk and low-cost pilot projects.
01
02
03
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Digitizing the claims process
is essentially redesigning the
process flow from the
customer perspective
The key to claims transformation
is to consider the processes from
the customer perspective and
calibrate technology to facilitate
each step in the back-end of the
customer journey.
01
Digitalization helps insurers to
be more responsive,
automate low value
transactions and expedite the
claims process.
02
Advanced predictive
analytics and Big Data are
fueling the rise of a digitally
enabled ecosystem.
03
13
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End-to-end digitization of the customer journey
DIGITAL CLAIMS
PREVENTION
DIGITAL FIRST
OF LOSS
NOTIFICATION (FNOL)
AUTOMATED CLAIMS
MANAGEMENT
AUTOMATED
SETTLEMENT
DIGITAL LOSS
ASSESSMENT
& REPAIR
AI & ML based data analysis
for risk selection
AI & ML based data analysis to
identify high risk situation and
stakeholders
Claim event prediction based on
real time data
Processing time prediction
Biometric authentication &
Chabot based FNOL
Real time prediction of claims
characteristics
Risk segmentation by
complexity
Risk segmentation by
complexity
Automated Total Damage
Prediction
Claims assessor route
optimization
Invoice analysis to avoid
under/ over payment
Fraud Detection and
Prevention
Salvage opportunity
identification
High Relevance
14
Predictive Analytics & Big Data
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Insurers are now
facilitating
streamlined customer
journeys through
digital ecosystems
Insurers are increasingly expanding their footprints across the insurance
ecosystem by integrating with technology enablers, claims surveyors and other
third party service providers.
01
The aim is to achieve competitive differentiation by maintaining the sole
ownership of customers through out their claims journey.
02
FIRST RESPONDERS
THIRD PARTY
SERVICE PROVIDERS
TECHNOLOGY
ENABLERS
• Invoice-verification service
provider(s)
• Claims assessors
• Direct repair-shop
• network
• Roadside assistance
service providers
• Rental-car companies
• OEM repair shops
• Law firms and law
enforcement agencies
• Weather-information
providers
• Insurtechs
• IoT providers and OEMs
• AI solution providers
• Telematics solution
providers
15
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Digitalization helps
in normalizing high
cost drivers across
major claims
functions
• Claims setup
• Liability validation/
coverage
• 3rd party identification
• Initial indemnity
decision
• Claims estimation
• Fraud detection
• Repair routing
• Validation of cost
estimates & invoices
• Negotiation & litigation
• Supplier payments
• Account and
reporting systems
update
• Claim closure
• High personnel costs
• Human error in
recording, validating
and diverging
assessments
• Duplication of efforts
• Diverging assessments
due to different skill
sets
• Extensive data
challenges manual
data processing
• Optimizing route to
repair centers
• Lack of transparency in
invoice validation
• Probable human errors
lead to formal
litigations
• Manual handling of
redundant and
simple tasks
Manual
Process
Challenges
16
“Can route upto 80% of P&C
claims through digital evidence
recording “
“Can process 50% of
P&C straight-through”
“Can save up to 5% of FTE through
technological levers “
FNOL SETTLEMENT
LOAN ASSESSMENT & REPAIR
ASSESSMENTS REPAIRS
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• Digital channels can
process “simple” claims
straight-through and
route to personal
channels for complex
issues
• Filter out claims for
straight-through
processing and
enhance manual
processes with
smart assessment
tools
• Relieve service
center with chat
bots and increase
control through
portal solutions
• Relieve service center
and technical staff
through automation
of repetitive tasks
“Can route upto 80% of P&C
claims through digital evidence
recording “
“Can process 50% of
P&C straight-through”
“Can save up to 5% of FTE through
technological levers “
17
Digitalization helps
in normalizing high
cost drivers across
major claims
functions
FNOL SETTLEMENT
LOAN ASSESSMENT & REPAIR
ASSESSMENTS REPAIRS
Opportunities
© 2020 | +91-98311 48300 | info@indusnet.co.in
Digital Claims
Technology Matrix
Digital Claims
Transformation Strategy
Analyst
Recommendations
Adoption Drivers and
Opportunities - India
Growth Drivers – Who
is Doing What?
InsurTech
Transformation
Introduction
18
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Cost benefit analysis
–
digital insurance
business models
Irene van den Brink,
Director of Business
Development at
InShared,
claims that her
company’s digital model
has ensured strategic
advantage over
traditional players.
• She highlights the biggest advantage of having a digital model is the ability to scale up
businesses with comparatively lesser Fixed Time Employees (FTEs)
• The company has managed to maintain the highest NPS score in the Dutch market as
well as the lowest cost ratio.
• She claims digital business model enables one InShared FTE handles roughly 14,286
policies.
• InShared presently maintains a 10% cost level, as compared to traditional direct
players maintaining a cost level between 20% and 30% and broker models even higher
than that
10% 500,000 1 min 10%
Market share in
digital auto
insurance,
achieved within a
span of 5 years
Cost level to run a
portfolio of P&C
insurance
Additional policies
can be handled by
“just a few more
ftes”
Policies managed
by a core team of
35 ftes
19
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→ IoT sensors
→ Smart home &
monitoring devices
→ IoT sensors
→ Biometrics
→ Chatbot
→ Digital point of contact
→ Algorithms for claims
classification
→ Image and video
recognition tools
→ Drones as assessors
→ Algorithm for invoice
verification
→ Automated payment
processing
→ Chatbot
→ Digital supplier
management portals
20
CLAIMS
PREVENTION
FNOL
CLAIMS
MANAGEMENT
LOAN ASSESSNENT
& REPAIR
SETTLEMENT
Tools Implemented
Digital technologies matrix by business functions
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Digital technologies matrix by business functions
21
Actions Taken
→ Analysis of device data
→ Identify usage or
consumption patterns
→ Detect and predict risks
→ Push notifications and
safety warnings are sent
→ Claims event detection
→ Biometric Authentication
→ AI chatbot deployed as
digital POC to detect
fraud
→ Algorithms help in
predicting processing
time
→ Identification of claims
type and characteristics
→ Real-time segmentation
of claims by complexity
→ Support claims-handling
through intelligent
algorithms for optimal
case management
→ Digitized invoice reviews
→ Automated payment
processing
→ Leveraged chatbot to
handle claims service
requests
→ Enabled communication
of claims handler, clients
and suppliers
CLAIMS
PREVENTION
FNOL
CLAIMS
MANAGEMENT
LOAN ASSESSNENT
& REPAIR
SETTLEMENT
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22
• Progressive Insurance collaborated with Zubie for claims prevention; both
the companies leverage telematics to determine premiums for usage based
auto insurance
• Zubie drivers plug in a ‘Zubie Key’ into their car's on-board diagnostic port
and a built-in program then provides feedback directly to the drivers'
smartphone
• Zubie offers customers the option of sharing their driver data with
Progressive in order to earn a discount on auto insurance through
Progressive's ‘Snapshot’ program
• Through this collaboration, Progressive managed to engage its customers
much before a claim occurrence; the transparency in driving data sharing
makes the customer feel empowered of their data, thereby boosting brand
trustworthiness
Real Use-case
Scenarios
Our analysis suggests,
building trust and instant
service delivery at the
beginning of customer
journey is imperative for the
digital model to succeed.
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23
• The company has worked towards redefining customer experience with
chatbot-based FNOL system that creates automated claims payouts within
seconds
• It deploys machine learning to underwrite customer risk and handle claims;
it uses big data to predict risks and quantify losses by placing the customer
in a risk group and thereby quoting a relevant premium
• The company’s “AI Jim” does its assessments by cross-referencing home
information, compares it to the customer’s policy, runs fraud algorithms, and
finally approves or rejects a claim
• This transparent fee model, instant claims settlement and introduction of
chatbot to minimize human interventions earns the company customer trust
and delight
Real Use-case
Scenarios
Our analysis suggests,
building trust and instant
service delivery at the
beginning of customer
journey is imperative for the
digital model to succeed.
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24
• Ageas has worked jointly with AI specialist Tractable for its AI and image
recognition application called “AI Approval”, designed for claims
management
• “AI Approval” connects with Ageas’ back office systems and analyzes images
based on which it makes instant assessments. It also identifies and flags
suspicious claims for investigation to help prevent fraud
• The company in its pilot program, analyzed “several thousand” vehicle
images involved in accidents or in need of repair. The motor engineers
inferred “that repair efficiencies in a proportion of claims could be realized,
enabling cost savings and engineers to focus on more complex matters,”
Real Use-case
Scenarios
Our analysis suggests,
building trust and instant
service delivery at the
beginning of customer
journey is imperative for the
digital model to succeed.
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25
• ‘Control€xpert’ has positioned itself as an Digital Claims Ecosystem player in
the claims and maintenance management sector; it digitally integrates with
insurance carriers for claims processing services
• Its platform reviews claims sent to insurers, compares them to expected
costs, and flags up any unusual figures for verification by experts; it claims to
have the ability of processing 4 million cases per year in Germany alone
• The company combines its expertise of automotive knowledge and digital
prowess to make claims and maintenance management easier, faster and
more efficient for all parties involved in the digital claims ecosystem
Real Use-case
Scenarios
Our analysis suggests,
building trust and instant
service delivery at the
beginning of customer
journey is imperative for the
digital model to succeed.
© 2020 | +91-98311 48300 | info@indusnet.co.in
Adoption Drivers and
Opportunities - India
Digital Claims
Transformation Strategy
Analyst
Recommendations
Growth Drivers – Who
is Doing What?
Digital Claims
Technology Matrix
26
InsurTech
Transformation
Introduction
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Advanced predictive
analytics further fuels
insurance claim
management process
• Bringing the power of big data
analytics at the point of decision
making to help insurers improve
performance
• Digital transformation requires
insurers to deep dive into core
business functions
INT Risk Predictive Modelling for Insurance Claim
Investigation
Train Model
Parameter Adjustment
Model Selection Test Model
External Data Warehouse
SOGEI, MCTC, ANIA/IS VAP, Others
Internal Data Warehouse
Contract, Customers, Claims, Fraud block list
Claims
Data
Policy
Data
Party Role
Data
Risk & Asset
Data
Small set of
identified
positive claims
B Score
Actuarial Risk Manager
Adapting to
Feedback
Optimize
Prediction
Risk/ Tariff
Evaluation
Claims
Management
Fraud Monitoring
Real Time
Evaluation
Case
Management
Fraud Reporting
27
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Advanced predictive analytics helped Israeli insurance
giant with risk modelling and accurate prediction of
damage claims
Business Problem
The insurance company wanted to predict “total damage(TD)” arising on account
of car accident for their underwriting risk selection and pricing model
Proposed Solution
Designed and implemented a robust risk modelling algorithm in order to:
• Gain better understanding and insights from their historical data
• Correlation testing between Predictor Variables and Target Variable (Total
Damage)
• Performed statistical analysis such as Normality Test, Variance Inflation Factor
etc. to gain better understanding and insights about the data
• Total damage forecasting with the help of Machine Learning Algorithm
28
Technology Stack
Python
R Language
Power BI
XGBoost Regressor/
Classifier
Dimensionality
Reduction
Statistical Analysis
Location
Israel
Industry
Insurance
Sector
Company Size
$126 M
Client
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Implementation Approach
• Descriptive analytics were performed in Power BI/ Python so as to facilitate
smooth and better model building
• Principal Component Analysis (Dimensionality Reduction technique) was used
for variable reduction
• Normality test was conducted to check Target Variable distribution
• XGBoost Regressor, a powerful Machine Learning (ML) algorithm, was used to
predict “total damage (TD)” arising on account of car accident
• XGBoost Classifier was used to predict the probability whether policy holders
will raise claims or not
29
Technology Stack
Python
R Language
Power BI
XGBoost Regressor/
Classifier
Dimensionality
Reduction
Statistical Analysis
Location
Israel
Industry
Insurance
Sector
Company Size
$126 M
Client
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Real Use-case
Scenarios
Advanced predictive
modeling to address fraud
risks, underwriting and
cyber resilience lies at the
core of digital claims
assessment and
management.
30
Cyber Resilience to give
underwriters and brokers
the ability to cover cyber
risk with utmost
efficiency.
Data analytics on internal
cyber security systems
within a business are
compared with the latest
information on the threat
landscape to identify the
gaps in coverage, allowing
insurance customers to
manage it better or insure
it.
An active player in the
data analytics space for
decades, helping insurers
to better assess risk as a
key part of its business.
Cyber Underwriting
Report — software
embedded with AI-based
modelling capabilities that
draws on data from 12.4
million businesses and
100,000 cyber attacks.
Adopt “Human Brain” like
cognizance for global
banks and insurers to fight
fraud and grow revenue
Enterprise fraud
management software
provides extreme real-
time, cross-channel
Enterprise Fraud
Management to detect
and prevent sophisticated
internal and external
fraud with precise
contextual interventions.
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31
Real Use-case
Scenarios
Advanced predictive
modeling to address fraud
risks, underwriting and
cyber resilience lies at the
core of digital claims
assessment and
management.
A $37m bump in
investment-led venture
capital companies
Lightspeed Venture
Partners and Founders
Fund, Arceo is actively
working to expand its
customer base
They believe that their
granular security
information, advanced
analysis, and transparent
risk modeling are critical
to improving cyber
security and risk transfer
The programmed outputs
a cyber-risk score based
on the internal cyber
security measures taken
by a company and the
current threat landscape,
benchmarking it against
industry peers with a
separate score and
revealing which
interconnected companies
could be affected by an
attack.
Anti Money Laundering
platform ensures an End-
to-end AML platform with
Suspicious Activity
Monitoring, Customer
Risk Categorization, Entity
Identity Resolution,
Watchlist Filtering, Case
Management and Entity
Link Analysis.
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As insurers foray into ecosystems, open
API ecosystems are the next logical move
for the industry
It is anticipated that decision makers will mostly consider
the positive impact on scalability, new revenue channels
and cost efficiency of APIs; however we believe an open
API insurance ecosystem contributes to increased
customer experience, as well.
Open APIs enable insurers to integrate third party
developers to build applications and source data from
multiple sources to furnish a more personalized offering
from a single touch point.
Allstate is a leading example, when it comes to
API integration for its insurance ecosystem
Business situation
Allstate sought to offer superior experience for its
customer’s claims prevention journey
It wanted to furnish “meaningful” and accurate data
personalized for individual customers pertaining to their
home purchase
Allstate wanted to enable its customer to better protect
their home.
32
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Business Solution
Allstate selected T3 for designing a responsive site that
highlights risks and delivers personalized data insights
pertaining to a user’s home and location.
The solution designed was capable of importing data from
nine different APIs including Google Maps, Onboard
Informatics, Weather Underground, Berkeley Lab Home
Energy Saver and Allstate’s Common & Costly Claims.
Business Results
Post deployment of the solution, the company witnessed “a
remarkable time on page”, wherein users on average spent
6 to 7 minutes.
The company has also observed that an user is over 350%
more likely to get a quote 50% of the users also entered
multiple addresses, which depicted that the tool was gaining
traction and acceptance among the target group.
33
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34
Ping An has diversified
into businesses to form
an ecosystem and this
has truly delivered
good results for them Ping An began as an
insurance company and
gradually diversified into a
wide range of business;
This ecosystem provided
opportunity to up-sell
insurance products; since
then the market cap has
grown 2X to reach USD
200 bn.
"Ping An has succeeded in
cross-selling internet
services and insurance
policies, and the company
could surpass China Life
Insurance,“ - Yuki
Katayama, NLI Research
Institute.
To advance its ecosystem,
the company moved its
infrastructure to the
cloud, replaced its legacy
platform, launched
automated underwriting,
facial recognition and
voice printing technology
to make high volume of
phone calls into machine
readable textual data.
01 02 03
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Ping An has diversified
into businesses to form
an ecosystem and this
has truly delivered
good results for them
Key Businesses – Ping An Ecosystem
Lufax is a digital wealth
management platform
and serves 20 mn
customers and has
about USD 60 bn in
AUM
Ping An Financial Cloud
offers
cloud-based services to
financial institutions
operating in China
Ping An Good Doctor is
a telemedicine
provider with 250 mn
registered users
Ping An Health
Connect provides anti-
fraud and over-billing
controls, to support
the State Health
Insurance System
35
© 2020 | +91-98311 48300 | info@indusnet.co.in
Digital Claims
Transformation Strategy
Digital Claims
Technology Matrix
Growth Drivers – Who is
Doing What?
Analyst
Recommendations
Adoption Drivers and
Opportunities - India
36
InsurTech
Transformation
Introduction
© 2020 | +91-98311 48300 | info@indusnet.co.in
01 Preferable Communication Channel
0%
10%
20%
30%
40%
50%
60%
Online Chat Website Portal Emails Meet/Agent
Call
Digital
13%
20% 18%
32%
49%
37
• Digital communication is the
most preferred channel for
seeking authentic information;
online aggregators are gaining
popularity as an integral part in
the value chain
• Chatbots have emerged as a
popular customer’s PoC with
the potential of expanding into
customer engagement roles
• According to a PWC survey, 51%
respondents prefer digital mode
of communication for insurance
claims processes
• The PWC survey also claims that
at the service/ claims stage, 47%
respondents faced challenges
due to lengthy and complex
paperwork while 35% faced
challenges related to
responsiveness of agents
• We believe digitalization of the
claims journey answers most of
the challenges faced by
insurance customers in India;
customer centricity led
personalization will have a
positive impact on insurance
penetration
Adoption of insurance apps are at its
nascent stage and provides ample growth
opportunities
Source: PWC Survey; Competing in a new age of insurance: How India is adopting emerging
technologies
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02 Preferable Interaction Channel
51%
49%
38
Adoption of insurance apps are at its
nascent stage and provides ample growth
opportunities
Source: PWC Survey; Competing in a new age of insurance: How India is adopting emerging
technologies
Direct call to agent /Customer care Digital mode
INDEX
• Digital communication is the
most preferred channel for
seeking authentic information;
online aggregators are gaining
popularity as an integral part in
the value chain
• Chatbots have emerged as a
popular customer’s PoC with
the potential of expanding into
customer engagement roles
• According to a PWC survey, 51%
respondents prefer digital mode
of communication for insurance
claims processes
• The PWC survey also claims that
at the service/ claims stage, 47%
respondents faced challenges
due to lengthy and complex
paperwork while 35% faced
challenges related to
responsiveness of agents
• We believe digitalization of the
claims journey answers most of
the challenges faced by
insurance customers in India;
customer centricity led
personalization will have a
positive impact on insurance
penetration
© 2020 | +91-98311 48300 | info@indusnet.co.in
03 Challenges Faced – Service/ Claims Pro
Source: PWC Survey; Competing in a new age of insurance: How India is adopting emerging
technologies
47%
35%
18%
INDEX
Lengthy paperwork Claim responsiveness Non clarity of policy term
39
Adoption of insurance apps are at its
nascent stage and provides ample growth
opportunities
• Digital communication is the
most preferred channel for
seeking authentic information;
online aggregators are gaining
popularity as an integral part in
the value chain
• Chatbots have emerged as a
popular customer’s PoC with
the potential of expanding into
customer engagement roles
• According to a PWC survey, 51%
respondents prefer digital mode
of communication for insurance
claims processes
• The PWC survey also claims that
at the service/ claims stage, 47%
respondents faced challenges
due to lengthy and complex
paperwork while 35% faced
challenges related to
responsiveness of agents
• We believe digitalization of the
claims journey answers most of
the challenges faced by
insurance customers in India;
customer centricity led
personalization will have a
positive impact on insurance
penetration
© 2020 | +91-98311 48300 | info@indusnet.co.in
Who is doing what?
ACQUISITIONS EXPANSION ECOSYSTEM NEW PRODUCT LAUNCHES
Incumbents
Insurtechs
40
© 2020 | +91-98311 48300 | info@indusnet.co.in
• InsurTech firms are disrupting an otherwise traditional
sector by leveraging digital tools and data driven
decision making to offer highly personalized services
• These services yield the highest customer experience
possible, mostly among city dwelling millennials; some
Insurtechs are venturing into property, travel and travel
luggage and lifestyle segments
• Insurtechs are challenging the incumbents with “pay-as-
you-go” model which is preferred by the younger cohort
that demands value for money in all their purchase
decisions
• Insurtechs are building open system platforms that are
encouraging growth of ecosystems which increases their
wallet share of the clients
• Incumbents are seen scrambling to respond, wherein
they are mostly working on core systems including policy
administration, underwriting, billing, and claims
functions
41
Who is doing what?
© 2020 | +91-98311 48300 | info@indusnet.co.in
32
32
42
Insurtechs and
smaller tech firms
are still continuing
to be the choice of
acquisition for both
insurtechs as well as
the incumbent
insurers.
• Feb 2019 – Zurich North America acquired 100% of Sea Pine Technologies in a move to
expand into Finance & Insurance (F&I) for auto dealers and car owners segment, in the
US
• Mar 2019 – SPB UK acquired insurtechs Loyal Insurance Services Limited and Square
Pound Limited; this move expands SPB’s presence within the UK mobile phone
insurance marketplace
• May 2019 – Max Life expressed its aim of buy 100% stake in insurtechs, that align with
their business goals
• Aug 2019 – Arch Insurance entered into a definitive agreement to acquire Ventus Risk
Management with the aim to support its underwriters, deliver best-in-class analytics
and modelling capabilities and provide a superior customer experience
Acquisitions(Incumbents)
© 2020 | +91-98311 48300 | info@indusnet.co.in
32
32
43
• May 2019 – Certua acquired insurtech firm The Surely Group. With this acquisition,
Certua aimed to “offer genuinely differentiated propositions in alternative digital
markets”
• May 2019 – Global PE firm The Riverside Co. acquired ACTINEO, a German insurtech,
with the objective to solidify its position in the bodily injury claims segment
• Jun 2019 - Avinew, a U.S.-based insurtech, acquired another US based insurtech,
Betterdrive, to enhance its proposition in predictive risk calculations and related pricing
discounts
• Jun 2019 – Acko insurance acquired Mumbai based online car buying portal VLer
Technology with the objective of “strengthening their auto-ecosystem”
Acquisitions(Insurtechs)
Insurtechs and
smaller tech firms
are still continuing
to be the choice of
acquisition for both
insurtechs as well as
the incumbent
insurers.
© 2020 | +91-98311 48300 | info@indusnet.co.in
44
• Jan 2019 – Root Insurance expressed its plans to continue expansion across the US
throughout 2020. The company predicts a workforce increase of 150% during 2019,
adding more than 350 employees
• Jun 2019 - Zego an insurtech focusing on gig economy workers like Deliveroo riders and
Uber drivers revealed plans to double its workforce from 75 to 150
• Jun 2019 – Lemonade marked its entry in Germany with the launch of its new policy in
Europe, backed by a reinsurance arrangement with AXA Germany
• Jul 2019 – London based company, Insurtech Gateway launched its insurtech incubator
led by Australian entrepreneur Simon O’Dell and backed by Envest
Expansion
While expansion
plans remained
mostly on
insurtech’s agenda,
other tech firms
seemed bullish
about the larger
insurance
ecosystem
© 2020 | +91-98311 48300 | info@indusnet.co.in
45
• Feb 2019 – Arceo.ai launched its platform designed to enable carriers securely,
automate their cyber insurance solutions specifically for the SME sector
• Jul 2019 – Vericred launched its Disruption Analysis API that enables InsurTech
companies to build decision support tools that can assess what percentage of an
employee population would be affected, positively or adversely, by switching health or
dental insurance networks
• Jul 2019 - Farmers Edge, a digital agriculture servicer, launched an insurtech platform
that aims to digitally transform conventional crop insurance , to provide a streamlined
experience for all stakeholders
Ecosystem
While expansion
plans remained
mostly on
insurtech’s agenda,
other tech firms
seemed bullish
about the larger
insurance
ecosystem
© 2020 | +91-98311 48300 | info@indusnet.co.in
46
• Jan 2019 – Bunker, a San Francisco-based insurtech, launched its program to provide
real-time proof of insurance through its ‘Live CoI (Certificates of Insurance)’ solution.
• Jan 2019 – Toffee Insurance launched India's first Salary Protect Plan, aimed to provide
cover against loss of income in case of hospitalization
• Feb 2019 - Axinan, a Singapore based insurtech firm launched its on-demand digital
insurance product ‘igloo’, that provides cover for “everyday lifestyle needs of today’s
millennials”
• Mar 2019 – Zego, a London based insurtech launched its pay-as-you-go insurance
products for scooter delivery riders and private hire vehicle fleets in Spain
• Mar 2019 – Slice Labs introduced its new business unit called Slice Mind, which
leverages artificial intelligence, machine learning and behavioral psychology to predict
insurance risk and make recommendations
Product Launches
Insurtechs and
smaller tech firms
remained the choice
of acquisition
among both
insurtechs as well as
incumbent insurers.
© 2020 | +91-98311 48300 | info@indusnet.co.in
Product Launches
• May 2019 – Chisel AI launched its AI powered intelligent workflow that enables
commercial insurance carriers automate submissions, and expand the company’s
quoting and underwriting capacity
• Jun 2019 – Flock, the London based insurtech introduced its ‘Flock Enterprise’ , an
insurance and risk management solution for drone fleets
• Jun 2019 - Payments service provider MobiKwik forayed into insurance tech sector with
its partnership with Max Bupa to offer bite-size insurance products in the medical
insurance segment
• Jun 2019 – Data analytics provider, Verisk launched its insurtech solution ‘Cyber
Underwriting Report’ for the “growing cyber report’
47
Insurtechs and
smaller tech firms
are still continuing
to be the choice of
acquisition for both
insurtechs as well as
the incumbent
insurers.
© 2020 | +91-98311 48300 | info@indusnet.co.in
Growth Drivers – Who
is Doing What?
Analyst
Recommendations
Digital Claims
Technology Matrix
Adoption Drivers and
Opportunities - India
Digital Claims
Transformation Strategy
48
InsurTech
Transformation
Introduction
© 2020 | +91-98311 48300 | info@indusnet.co.in
Automation will
remain the pivot
around which digital
claims will evolve in
future
49
Analyst insights
• Moving forward, RPA (Robotic Process Automation) coupled with AI tools will be at the
center stage for a customer’s digital claims journey
• The industry is bullish about newer data channels, better data processing capabilities
and advancements in virtual chatbot with intelligent algorithms
• Automated insurance agent SPIXII interacts with customers through a mobile app and
other messenger platforms to help in the purchase of the right policies, another
insurtech Tyche deployed a AI based claim likelihood for accurately underwriting and
determine risk for higher profitability
© 2020 | +91-98311 48300 | info@indusnet.co.in
Automation will
remain the pivot
around which digital
claims will evolve in
future
50
Analyst insights
• We predict that bots will become mainstream in both the front and back-office to
automate policy servicing and claims management, much like Lemonade’s claims bot
“Jim” which has the ability to pay out property claims in three seconds
• Key business functions to be impacted by the adoption of RPA in digital claims
management included customer queries on policy, policy purchase, assessment and
payment
• Businesses are most likely to benefit from hiked customer experience, cost optimization,
operational efficiencies, market competitiveness and newer business models.
© 2020 | +91-98311 48300 | info@indusnet.co.in
Thank you!

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Insurance Digital Claim Journey – Analytics Overlay

  • 1. Copyright © 2020 | +91-98311 48300 | info@indusnet.co.in The Digital Claims Customer Journey Protecting Insurance Claim Management against Fraud with the Power of Analytics
  • 2. © 2020 | +91-98311 48300 | info@indusnet.co.in Digital Claims Transformation Strategy Digital Claims Technology Matrix Adoption Drivers and Opportunities - India Growth Drivers – Who is Doing What? Analyst Recommendations 2 InsurTech Transformation Introduction
  • 3. © 2020 | +91-98311 48300 | info@indusnet.co.in Increasing adoption of connected cars, smart home solutions and AI tools is gradually changing the face of existing claims functions; additionally, insurers with “digital-first“ business models are innovating the claims business through a digitally superior value proposition . Cumulatively, these trends are altering the process of filing a claim into a fast, simple, and satisfying experience. To leverage the value of digital, claims functions should be more customer centric and must excel in Customer Experience (CX), efficiency and effectiveness. 01 02 03 3 Customers now demand claims services and experience tailored to align with their evolving digital lives
  • 4. © 2020 | +91-98311 48300 | info@indusnet.co.in To leverage the value of digital, claims functions must become customer centric and excel in Customer Experience (CX), efficiency and effectiveness. Modern day customers demand instantaneous resolution of claims, transparent processes and personalized claims journey. 4 The claims business is undergoing a radical, digitally infused transformation 87% policyholders believe claim experiences impact their decisions to remain with insurers 87% 02 03
  • 5. © 2020 | +91-98311 48300 | info@indusnet.co.in Digital transformation helps in meeting customer expectations. Digital claims transformations generate impact across all of claims’ foundational key performance indicators. Analyzing historical repair/ maintenance Data to decrease estimate times and manage costs Leveraging telemetric and IoT to drive claims prevention and FNOL* Social media, drone imagery, AI intuitive apps are being deployed for efficient claims processing Efficiency Reduce claims expenses by 25%-30% Insurers are observing customer needs, customer value and executing specific actions based on predictive algorithms Data science is being deployed at every step of the customer’s digital journey Biometrics, vendor analytics, risk evaluation tools are used to ensure accuracy in claims handling Effectiveness Significantly improve claims handling accuracy Insurers can customize their offering to meet the new needs of the customer, and executing specific actions based on their behavior Data engineering can be deployed at all critical step of the digital journey Look at modern technologies like biometrics, vendor analytics, risk evaluation tools are used for enabling accurate claims handling CX Increase CSAT score by ~20% points 5 01 02 03
  • 6. © 2020 | +91-98311 48300 | info@indusnet.co.in Insurers should improve UX by simplifying product content, enabling quicker interactions and transactions. 01. Product Simplification Supporting the entire journey with automated, intelligent case management is critical to establish an end-to-end digital customer journey. 03. Intelligent Case Management Insurers can transfer routine transactions from claims handlers to agents, brokers or customers themselves. 02. Customer & Intermediary Self-service Digital Technologies and systems can standardize manual processes, which will result in leaner processes and reduced follow-ups, recalculations and litigations. 04. Frontline & back-office process digitization Insurers can fully automate their back-office processes; Digital Technologies can support and assist the decisions of claims handlers, leading to better outcomes. 05. Back-office automation Insurers should provide customers with the necessary information in digital channels, which makes gives them the sense of control they desire. 06. Frontline & back-office process digitization 01. Product Simplification 02. Customer and Intermediary Self-service 03. Intelligent Case Management 04. Frontline and back-office process digitization 05. Back-office automation 06. Communication 6
  • 7. © 2020 | +91-98311 48300 | info@indusnet.co.in Digital Claims Transformation Strategy Analyst Recommendations Growth Drivers – Who is Doing What? Adoption Drivers and Opportunities - India Digital Claims Technology Matrix 7 InsurTech Transformation Introduction
  • 8. © 2020 | +91-98311 48300 | info@indusnet.co.in Activities Current State KPIs Transition State Stages Insurer can achieve digital value throughout the insurance value chain 8
  • 9. © 2020 | +91-98311 48300 | info@indusnet.co.in Proliferation of Internet and affordable devices is expected to further Insurtech adoption 291.6 337.1 374.1 415.2 460.8 490.9 2018 2019e 2020e 2021e 2022e 2017 10.9% During 2017 – 2022, Smartphone user base is expected to grow at a CAGR of 11% The combination of Smartphone and affordable internet plans is anticipated to create the ecosystem necessary for digital insurance Presently, India holds the position of offering the lowest average data tariff plans 01 02 03 Smartphone Users Growth – India (mn) 9
  • 10. © 2020 | +91-98311 48300 | info@indusnet.co.in Smartphone Growth In 2018 India accounted for 10% of global smartphone shipments Unit shipments increased y-o-y 9.6% in 2018 2017 2018 125mn 137mn During 2017 – 2022, Smartphone user base is expected to grow at a CAGR of 11% Average Data Tariffs Affordable Mobile Data Plans Key Growth Drivers 10 01 02
  • 11. © 2020 | +91-98311 48300 | info@indusnet.co.in Insurers have the option to digitize their claims process, irrespective of their position in the maturity curve Digital Maturity Roadmap • Pilot automated notifications and use of chatbot • Pilot “no-touch” claims handling Foundational • Expand automated claims handling and use of chatbot • Deploy drones as “adjusters” • Establish analytics CoE* in claims • Seek more external data sources Intermediate • Use visualization and modelling to assess claims risk • Implement machine learning for anti-fraud • Expand claims volumes handled via RPA • Evaluate medical treatments and repair effectiveness Advanced Source: E&Y *CoE: Center of Excellence 11
  • 12. © 2020 | +91-98311 48300 | info@indusnet.co.in Quick Guide – Digital Claims Transformation 12 Insurers can begin with existing data, before looking to external data streams or adopting RPA, AI or any other advanced technology. Data should be used to create full views of individual claims and utilized to evaluate future risks and leakage risks. Mature organizations can leverage data lakes as the basis for advanced analytics and real-time visualization. Machine learning and visualization techniques can help predict claims risk with greater accuracy and certainty. Provide a consistent claims handling approach relative to unbiased reserving, litigation, subrogation and other claim processes. Early and intermediate adopters can establish analytics labs or CX CoEs, to carry out low-risk and low-cost pilot projects. 01 02 03
  • 13. © 2020 | +91-98311 48300 | info@indusnet.co.in Digitizing the claims process is essentially redesigning the process flow from the customer perspective The key to claims transformation is to consider the processes from the customer perspective and calibrate technology to facilitate each step in the back-end of the customer journey. 01 Digitalization helps insurers to be more responsive, automate low value transactions and expedite the claims process. 02 Advanced predictive analytics and Big Data are fueling the rise of a digitally enabled ecosystem. 03 13
  • 14. © 2020 | +91-98311 48300 | info@indusnet.co.in End-to-end digitization of the customer journey DIGITAL CLAIMS PREVENTION DIGITAL FIRST OF LOSS NOTIFICATION (FNOL) AUTOMATED CLAIMS MANAGEMENT AUTOMATED SETTLEMENT DIGITAL LOSS ASSESSMENT & REPAIR AI & ML based data analysis for risk selection AI & ML based data analysis to identify high risk situation and stakeholders Claim event prediction based on real time data Processing time prediction Biometric authentication & Chabot based FNOL Real time prediction of claims characteristics Risk segmentation by complexity Risk segmentation by complexity Automated Total Damage Prediction Claims assessor route optimization Invoice analysis to avoid under/ over payment Fraud Detection and Prevention Salvage opportunity identification High Relevance 14 Predictive Analytics & Big Data
  • 15. © 2020 | +91-98311 48300 | info@indusnet.co.in Insurers are now facilitating streamlined customer journeys through digital ecosystems Insurers are increasingly expanding their footprints across the insurance ecosystem by integrating with technology enablers, claims surveyors and other third party service providers. 01 The aim is to achieve competitive differentiation by maintaining the sole ownership of customers through out their claims journey. 02 FIRST RESPONDERS THIRD PARTY SERVICE PROVIDERS TECHNOLOGY ENABLERS • Invoice-verification service provider(s) • Claims assessors • Direct repair-shop • network • Roadside assistance service providers • Rental-car companies • OEM repair shops • Law firms and law enforcement agencies • Weather-information providers • Insurtechs • IoT providers and OEMs • AI solution providers • Telematics solution providers 15
  • 16. © 2020 | +91-98311 48300 | info@indusnet.co.in Digitalization helps in normalizing high cost drivers across major claims functions • Claims setup • Liability validation/ coverage • 3rd party identification • Initial indemnity decision • Claims estimation • Fraud detection • Repair routing • Validation of cost estimates & invoices • Negotiation & litigation • Supplier payments • Account and reporting systems update • Claim closure • High personnel costs • Human error in recording, validating and diverging assessments • Duplication of efforts • Diverging assessments due to different skill sets • Extensive data challenges manual data processing • Optimizing route to repair centers • Lack of transparency in invoice validation • Probable human errors lead to formal litigations • Manual handling of redundant and simple tasks Manual Process Challenges 16 “Can route upto 80% of P&C claims through digital evidence recording “ “Can process 50% of P&C straight-through” “Can save up to 5% of FTE through technological levers “ FNOL SETTLEMENT LOAN ASSESSMENT & REPAIR ASSESSMENTS REPAIRS
  • 17. © 2020 | +91-98311 48300 | info@indusnet.co.in • Digital channels can process “simple” claims straight-through and route to personal channels for complex issues • Filter out claims for straight-through processing and enhance manual processes with smart assessment tools • Relieve service center with chat bots and increase control through portal solutions • Relieve service center and technical staff through automation of repetitive tasks “Can route upto 80% of P&C claims through digital evidence recording “ “Can process 50% of P&C straight-through” “Can save up to 5% of FTE through technological levers “ 17 Digitalization helps in normalizing high cost drivers across major claims functions FNOL SETTLEMENT LOAN ASSESSMENT & REPAIR ASSESSMENTS REPAIRS Opportunities
  • 18. © 2020 | +91-98311 48300 | info@indusnet.co.in Digital Claims Technology Matrix Digital Claims Transformation Strategy Analyst Recommendations Adoption Drivers and Opportunities - India Growth Drivers – Who is Doing What? InsurTech Transformation Introduction 18
  • 19. © 2020 | +91-98311 48300 | info@indusnet.co.in Cost benefit analysis – digital insurance business models Irene van den Brink, Director of Business Development at InShared, claims that her company’s digital model has ensured strategic advantage over traditional players. • She highlights the biggest advantage of having a digital model is the ability to scale up businesses with comparatively lesser Fixed Time Employees (FTEs) • The company has managed to maintain the highest NPS score in the Dutch market as well as the lowest cost ratio. • She claims digital business model enables one InShared FTE handles roughly 14,286 policies. • InShared presently maintains a 10% cost level, as compared to traditional direct players maintaining a cost level between 20% and 30% and broker models even higher than that 10% 500,000 1 min 10% Market share in digital auto insurance, achieved within a span of 5 years Cost level to run a portfolio of P&C insurance Additional policies can be handled by “just a few more ftes” Policies managed by a core team of 35 ftes 19
  • 20. © 2020 | +91-98311 48300 | info@indusnet.co.in → IoT sensors → Smart home & monitoring devices → IoT sensors → Biometrics → Chatbot → Digital point of contact → Algorithms for claims classification → Image and video recognition tools → Drones as assessors → Algorithm for invoice verification → Automated payment processing → Chatbot → Digital supplier management portals 20 CLAIMS PREVENTION FNOL CLAIMS MANAGEMENT LOAN ASSESSNENT & REPAIR SETTLEMENT Tools Implemented Digital technologies matrix by business functions
  • 21. © 2020 | +91-98311 48300 | info@indusnet.co.in Digital technologies matrix by business functions 21 Actions Taken → Analysis of device data → Identify usage or consumption patterns → Detect and predict risks → Push notifications and safety warnings are sent → Claims event detection → Biometric Authentication → AI chatbot deployed as digital POC to detect fraud → Algorithms help in predicting processing time → Identification of claims type and characteristics → Real-time segmentation of claims by complexity → Support claims-handling through intelligent algorithms for optimal case management → Digitized invoice reviews → Automated payment processing → Leveraged chatbot to handle claims service requests → Enabled communication of claims handler, clients and suppliers CLAIMS PREVENTION FNOL CLAIMS MANAGEMENT LOAN ASSESSNENT & REPAIR SETTLEMENT
  • 22. © 2020 | +91-98311 48300 | info@indusnet.co.in 22 • Progressive Insurance collaborated with Zubie for claims prevention; both the companies leverage telematics to determine premiums for usage based auto insurance • Zubie drivers plug in a ‘Zubie Key’ into their car's on-board diagnostic port and a built-in program then provides feedback directly to the drivers' smartphone • Zubie offers customers the option of sharing their driver data with Progressive in order to earn a discount on auto insurance through Progressive's ‘Snapshot’ program • Through this collaboration, Progressive managed to engage its customers much before a claim occurrence; the transparency in driving data sharing makes the customer feel empowered of their data, thereby boosting brand trustworthiness Real Use-case Scenarios Our analysis suggests, building trust and instant service delivery at the beginning of customer journey is imperative for the digital model to succeed.
  • 23. © 2020 | +91-98311 48300 | info@indusnet.co.in 23 • The company has worked towards redefining customer experience with chatbot-based FNOL system that creates automated claims payouts within seconds • It deploys machine learning to underwrite customer risk and handle claims; it uses big data to predict risks and quantify losses by placing the customer in a risk group and thereby quoting a relevant premium • The company’s “AI Jim” does its assessments by cross-referencing home information, compares it to the customer’s policy, runs fraud algorithms, and finally approves or rejects a claim • This transparent fee model, instant claims settlement and introduction of chatbot to minimize human interventions earns the company customer trust and delight Real Use-case Scenarios Our analysis suggests, building trust and instant service delivery at the beginning of customer journey is imperative for the digital model to succeed.
  • 24. © 2020 | +91-98311 48300 | info@indusnet.co.in 24 • Ageas has worked jointly with AI specialist Tractable for its AI and image recognition application called “AI Approval”, designed for claims management • “AI Approval” connects with Ageas’ back office systems and analyzes images based on which it makes instant assessments. It also identifies and flags suspicious claims for investigation to help prevent fraud • The company in its pilot program, analyzed “several thousand” vehicle images involved in accidents or in need of repair. The motor engineers inferred “that repair efficiencies in a proportion of claims could be realized, enabling cost savings and engineers to focus on more complex matters,” Real Use-case Scenarios Our analysis suggests, building trust and instant service delivery at the beginning of customer journey is imperative for the digital model to succeed.
  • 25. © 2020 | +91-98311 48300 | info@indusnet.co.in 25 • ‘Control€xpert’ has positioned itself as an Digital Claims Ecosystem player in the claims and maintenance management sector; it digitally integrates with insurance carriers for claims processing services • Its platform reviews claims sent to insurers, compares them to expected costs, and flags up any unusual figures for verification by experts; it claims to have the ability of processing 4 million cases per year in Germany alone • The company combines its expertise of automotive knowledge and digital prowess to make claims and maintenance management easier, faster and more efficient for all parties involved in the digital claims ecosystem Real Use-case Scenarios Our analysis suggests, building trust and instant service delivery at the beginning of customer journey is imperative for the digital model to succeed.
  • 26. © 2020 | +91-98311 48300 | info@indusnet.co.in Adoption Drivers and Opportunities - India Digital Claims Transformation Strategy Analyst Recommendations Growth Drivers – Who is Doing What? Digital Claims Technology Matrix 26 InsurTech Transformation Introduction
  • 27. © 2020 | +91-98311 48300 | info@indusnet.co.in Advanced predictive analytics further fuels insurance claim management process • Bringing the power of big data analytics at the point of decision making to help insurers improve performance • Digital transformation requires insurers to deep dive into core business functions INT Risk Predictive Modelling for Insurance Claim Investigation Train Model Parameter Adjustment Model Selection Test Model External Data Warehouse SOGEI, MCTC, ANIA/IS VAP, Others Internal Data Warehouse Contract, Customers, Claims, Fraud block list Claims Data Policy Data Party Role Data Risk & Asset Data Small set of identified positive claims B Score Actuarial Risk Manager Adapting to Feedback Optimize Prediction Risk/ Tariff Evaluation Claims Management Fraud Monitoring Real Time Evaluation Case Management Fraud Reporting 27
  • 28. © 2020 | +91-98311 48300 | info@indusnet.co.in Advanced predictive analytics helped Israeli insurance giant with risk modelling and accurate prediction of damage claims Business Problem The insurance company wanted to predict “total damage(TD)” arising on account of car accident for their underwriting risk selection and pricing model Proposed Solution Designed and implemented a robust risk modelling algorithm in order to: • Gain better understanding and insights from their historical data • Correlation testing between Predictor Variables and Target Variable (Total Damage) • Performed statistical analysis such as Normality Test, Variance Inflation Factor etc. to gain better understanding and insights about the data • Total damage forecasting with the help of Machine Learning Algorithm 28 Technology Stack Python R Language Power BI XGBoost Regressor/ Classifier Dimensionality Reduction Statistical Analysis Location Israel Industry Insurance Sector Company Size $126 M Client
  • 29. © 2020 | +91-98311 48300 | info@indusnet.co.in Implementation Approach • Descriptive analytics were performed in Power BI/ Python so as to facilitate smooth and better model building • Principal Component Analysis (Dimensionality Reduction technique) was used for variable reduction • Normality test was conducted to check Target Variable distribution • XGBoost Regressor, a powerful Machine Learning (ML) algorithm, was used to predict “total damage (TD)” arising on account of car accident • XGBoost Classifier was used to predict the probability whether policy holders will raise claims or not 29 Technology Stack Python R Language Power BI XGBoost Regressor/ Classifier Dimensionality Reduction Statistical Analysis Location Israel Industry Insurance Sector Company Size $126 M Client
  • 30. © 2020 | +91-98311 48300 | info@indusnet.co.in Real Use-case Scenarios Advanced predictive modeling to address fraud risks, underwriting and cyber resilience lies at the core of digital claims assessment and management. 30 Cyber Resilience to give underwriters and brokers the ability to cover cyber risk with utmost efficiency. Data analytics on internal cyber security systems within a business are compared with the latest information on the threat landscape to identify the gaps in coverage, allowing insurance customers to manage it better or insure it. An active player in the data analytics space for decades, helping insurers to better assess risk as a key part of its business. Cyber Underwriting Report — software embedded with AI-based modelling capabilities that draws on data from 12.4 million businesses and 100,000 cyber attacks. Adopt “Human Brain” like cognizance for global banks and insurers to fight fraud and grow revenue Enterprise fraud management software provides extreme real- time, cross-channel Enterprise Fraud Management to detect and prevent sophisticated internal and external fraud with precise contextual interventions.
  • 31. © 2020 | +91-98311 48300 | info@indusnet.co.in 31 Real Use-case Scenarios Advanced predictive modeling to address fraud risks, underwriting and cyber resilience lies at the core of digital claims assessment and management. A $37m bump in investment-led venture capital companies Lightspeed Venture Partners and Founders Fund, Arceo is actively working to expand its customer base They believe that their granular security information, advanced analysis, and transparent risk modeling are critical to improving cyber security and risk transfer The programmed outputs a cyber-risk score based on the internal cyber security measures taken by a company and the current threat landscape, benchmarking it against industry peers with a separate score and revealing which interconnected companies could be affected by an attack. Anti Money Laundering platform ensures an End- to-end AML platform with Suspicious Activity Monitoring, Customer Risk Categorization, Entity Identity Resolution, Watchlist Filtering, Case Management and Entity Link Analysis.
  • 32. © 2020 | +91-98311 48300 | info@indusnet.co.in As insurers foray into ecosystems, open API ecosystems are the next logical move for the industry It is anticipated that decision makers will mostly consider the positive impact on scalability, new revenue channels and cost efficiency of APIs; however we believe an open API insurance ecosystem contributes to increased customer experience, as well. Open APIs enable insurers to integrate third party developers to build applications and source data from multiple sources to furnish a more personalized offering from a single touch point. Allstate is a leading example, when it comes to API integration for its insurance ecosystem Business situation Allstate sought to offer superior experience for its customer’s claims prevention journey It wanted to furnish “meaningful” and accurate data personalized for individual customers pertaining to their home purchase Allstate wanted to enable its customer to better protect their home. 32
  • 33. © 2020 | +91-98311 48300 | info@indusnet.co.in Business Solution Allstate selected T3 for designing a responsive site that highlights risks and delivers personalized data insights pertaining to a user’s home and location. The solution designed was capable of importing data from nine different APIs including Google Maps, Onboard Informatics, Weather Underground, Berkeley Lab Home Energy Saver and Allstate’s Common & Costly Claims. Business Results Post deployment of the solution, the company witnessed “a remarkable time on page”, wherein users on average spent 6 to 7 minutes. The company has also observed that an user is over 350% more likely to get a quote 50% of the users also entered multiple addresses, which depicted that the tool was gaining traction and acceptance among the target group. 33
  • 34. © 2020 | +91-98311 48300 | info@indusnet.co.in 34 Ping An has diversified into businesses to form an ecosystem and this has truly delivered good results for them Ping An began as an insurance company and gradually diversified into a wide range of business; This ecosystem provided opportunity to up-sell insurance products; since then the market cap has grown 2X to reach USD 200 bn. "Ping An has succeeded in cross-selling internet services and insurance policies, and the company could surpass China Life Insurance,“ - Yuki Katayama, NLI Research Institute. To advance its ecosystem, the company moved its infrastructure to the cloud, replaced its legacy platform, launched automated underwriting, facial recognition and voice printing technology to make high volume of phone calls into machine readable textual data. 01 02 03
  • 35. © 2020 | +91-98311 48300 | info@indusnet.co.in Ping An has diversified into businesses to form an ecosystem and this has truly delivered good results for them Key Businesses – Ping An Ecosystem Lufax is a digital wealth management platform and serves 20 mn customers and has about USD 60 bn in AUM Ping An Financial Cloud offers cloud-based services to financial institutions operating in China Ping An Good Doctor is a telemedicine provider with 250 mn registered users Ping An Health Connect provides anti- fraud and over-billing controls, to support the State Health Insurance System 35
  • 36. © 2020 | +91-98311 48300 | info@indusnet.co.in Digital Claims Transformation Strategy Digital Claims Technology Matrix Growth Drivers – Who is Doing What? Analyst Recommendations Adoption Drivers and Opportunities - India 36 InsurTech Transformation Introduction
  • 37. © 2020 | +91-98311 48300 | info@indusnet.co.in 01 Preferable Communication Channel 0% 10% 20% 30% 40% 50% 60% Online Chat Website Portal Emails Meet/Agent Call Digital 13% 20% 18% 32% 49% 37 • Digital communication is the most preferred channel for seeking authentic information; online aggregators are gaining popularity as an integral part in the value chain • Chatbots have emerged as a popular customer’s PoC with the potential of expanding into customer engagement roles • According to a PWC survey, 51% respondents prefer digital mode of communication for insurance claims processes • The PWC survey also claims that at the service/ claims stage, 47% respondents faced challenges due to lengthy and complex paperwork while 35% faced challenges related to responsiveness of agents • We believe digitalization of the claims journey answers most of the challenges faced by insurance customers in India; customer centricity led personalization will have a positive impact on insurance penetration Adoption of insurance apps are at its nascent stage and provides ample growth opportunities Source: PWC Survey; Competing in a new age of insurance: How India is adopting emerging technologies
  • 38. © 2020 | +91-98311 48300 | info@indusnet.co.in 02 Preferable Interaction Channel 51% 49% 38 Adoption of insurance apps are at its nascent stage and provides ample growth opportunities Source: PWC Survey; Competing in a new age of insurance: How India is adopting emerging technologies Direct call to agent /Customer care Digital mode INDEX • Digital communication is the most preferred channel for seeking authentic information; online aggregators are gaining popularity as an integral part in the value chain • Chatbots have emerged as a popular customer’s PoC with the potential of expanding into customer engagement roles • According to a PWC survey, 51% respondents prefer digital mode of communication for insurance claims processes • The PWC survey also claims that at the service/ claims stage, 47% respondents faced challenges due to lengthy and complex paperwork while 35% faced challenges related to responsiveness of agents • We believe digitalization of the claims journey answers most of the challenges faced by insurance customers in India; customer centricity led personalization will have a positive impact on insurance penetration
  • 39. © 2020 | +91-98311 48300 | info@indusnet.co.in 03 Challenges Faced – Service/ Claims Pro Source: PWC Survey; Competing in a new age of insurance: How India is adopting emerging technologies 47% 35% 18% INDEX Lengthy paperwork Claim responsiveness Non clarity of policy term 39 Adoption of insurance apps are at its nascent stage and provides ample growth opportunities • Digital communication is the most preferred channel for seeking authentic information; online aggregators are gaining popularity as an integral part in the value chain • Chatbots have emerged as a popular customer’s PoC with the potential of expanding into customer engagement roles • According to a PWC survey, 51% respondents prefer digital mode of communication for insurance claims processes • The PWC survey also claims that at the service/ claims stage, 47% respondents faced challenges due to lengthy and complex paperwork while 35% faced challenges related to responsiveness of agents • We believe digitalization of the claims journey answers most of the challenges faced by insurance customers in India; customer centricity led personalization will have a positive impact on insurance penetration
  • 40. © 2020 | +91-98311 48300 | info@indusnet.co.in Who is doing what? ACQUISITIONS EXPANSION ECOSYSTEM NEW PRODUCT LAUNCHES Incumbents Insurtechs 40
  • 41. © 2020 | +91-98311 48300 | info@indusnet.co.in • InsurTech firms are disrupting an otherwise traditional sector by leveraging digital tools and data driven decision making to offer highly personalized services • These services yield the highest customer experience possible, mostly among city dwelling millennials; some Insurtechs are venturing into property, travel and travel luggage and lifestyle segments • Insurtechs are challenging the incumbents with “pay-as- you-go” model which is preferred by the younger cohort that demands value for money in all their purchase decisions • Insurtechs are building open system platforms that are encouraging growth of ecosystems which increases their wallet share of the clients • Incumbents are seen scrambling to respond, wherein they are mostly working on core systems including policy administration, underwriting, billing, and claims functions 41 Who is doing what?
  • 42. © 2020 | +91-98311 48300 | info@indusnet.co.in 32 32 42 Insurtechs and smaller tech firms are still continuing to be the choice of acquisition for both insurtechs as well as the incumbent insurers. • Feb 2019 – Zurich North America acquired 100% of Sea Pine Technologies in a move to expand into Finance & Insurance (F&I) for auto dealers and car owners segment, in the US • Mar 2019 – SPB UK acquired insurtechs Loyal Insurance Services Limited and Square Pound Limited; this move expands SPB’s presence within the UK mobile phone insurance marketplace • May 2019 – Max Life expressed its aim of buy 100% stake in insurtechs, that align with their business goals • Aug 2019 – Arch Insurance entered into a definitive agreement to acquire Ventus Risk Management with the aim to support its underwriters, deliver best-in-class analytics and modelling capabilities and provide a superior customer experience Acquisitions(Incumbents)
  • 43. © 2020 | +91-98311 48300 | info@indusnet.co.in 32 32 43 • May 2019 – Certua acquired insurtech firm The Surely Group. With this acquisition, Certua aimed to “offer genuinely differentiated propositions in alternative digital markets” • May 2019 – Global PE firm The Riverside Co. acquired ACTINEO, a German insurtech, with the objective to solidify its position in the bodily injury claims segment • Jun 2019 - Avinew, a U.S.-based insurtech, acquired another US based insurtech, Betterdrive, to enhance its proposition in predictive risk calculations and related pricing discounts • Jun 2019 – Acko insurance acquired Mumbai based online car buying portal VLer Technology with the objective of “strengthening their auto-ecosystem” Acquisitions(Insurtechs) Insurtechs and smaller tech firms are still continuing to be the choice of acquisition for both insurtechs as well as the incumbent insurers.
  • 44. © 2020 | +91-98311 48300 | info@indusnet.co.in 44 • Jan 2019 – Root Insurance expressed its plans to continue expansion across the US throughout 2020. The company predicts a workforce increase of 150% during 2019, adding more than 350 employees • Jun 2019 - Zego an insurtech focusing on gig economy workers like Deliveroo riders and Uber drivers revealed plans to double its workforce from 75 to 150 • Jun 2019 – Lemonade marked its entry in Germany with the launch of its new policy in Europe, backed by a reinsurance arrangement with AXA Germany • Jul 2019 – London based company, Insurtech Gateway launched its insurtech incubator led by Australian entrepreneur Simon O’Dell and backed by Envest Expansion While expansion plans remained mostly on insurtech’s agenda, other tech firms seemed bullish about the larger insurance ecosystem
  • 45. © 2020 | +91-98311 48300 | info@indusnet.co.in 45 • Feb 2019 – Arceo.ai launched its platform designed to enable carriers securely, automate their cyber insurance solutions specifically for the SME sector • Jul 2019 – Vericred launched its Disruption Analysis API that enables InsurTech companies to build decision support tools that can assess what percentage of an employee population would be affected, positively or adversely, by switching health or dental insurance networks • Jul 2019 - Farmers Edge, a digital agriculture servicer, launched an insurtech platform that aims to digitally transform conventional crop insurance , to provide a streamlined experience for all stakeholders Ecosystem While expansion plans remained mostly on insurtech’s agenda, other tech firms seemed bullish about the larger insurance ecosystem
  • 46. © 2020 | +91-98311 48300 | info@indusnet.co.in 46 • Jan 2019 – Bunker, a San Francisco-based insurtech, launched its program to provide real-time proof of insurance through its ‘Live CoI (Certificates of Insurance)’ solution. • Jan 2019 – Toffee Insurance launched India's first Salary Protect Plan, aimed to provide cover against loss of income in case of hospitalization • Feb 2019 - Axinan, a Singapore based insurtech firm launched its on-demand digital insurance product ‘igloo’, that provides cover for “everyday lifestyle needs of today’s millennials” • Mar 2019 – Zego, a London based insurtech launched its pay-as-you-go insurance products for scooter delivery riders and private hire vehicle fleets in Spain • Mar 2019 – Slice Labs introduced its new business unit called Slice Mind, which leverages artificial intelligence, machine learning and behavioral psychology to predict insurance risk and make recommendations Product Launches Insurtechs and smaller tech firms remained the choice of acquisition among both insurtechs as well as incumbent insurers.
  • 47. © 2020 | +91-98311 48300 | info@indusnet.co.in Product Launches • May 2019 – Chisel AI launched its AI powered intelligent workflow that enables commercial insurance carriers automate submissions, and expand the company’s quoting and underwriting capacity • Jun 2019 – Flock, the London based insurtech introduced its ‘Flock Enterprise’ , an insurance and risk management solution for drone fleets • Jun 2019 - Payments service provider MobiKwik forayed into insurance tech sector with its partnership with Max Bupa to offer bite-size insurance products in the medical insurance segment • Jun 2019 – Data analytics provider, Verisk launched its insurtech solution ‘Cyber Underwriting Report’ for the “growing cyber report’ 47 Insurtechs and smaller tech firms are still continuing to be the choice of acquisition for both insurtechs as well as the incumbent insurers.
  • 48. © 2020 | +91-98311 48300 | info@indusnet.co.in Growth Drivers – Who is Doing What? Analyst Recommendations Digital Claims Technology Matrix Adoption Drivers and Opportunities - India Digital Claims Transformation Strategy 48 InsurTech Transformation Introduction
  • 49. © 2020 | +91-98311 48300 | info@indusnet.co.in Automation will remain the pivot around which digital claims will evolve in future 49 Analyst insights • Moving forward, RPA (Robotic Process Automation) coupled with AI tools will be at the center stage for a customer’s digital claims journey • The industry is bullish about newer data channels, better data processing capabilities and advancements in virtual chatbot with intelligent algorithms • Automated insurance agent SPIXII interacts with customers through a mobile app and other messenger platforms to help in the purchase of the right policies, another insurtech Tyche deployed a AI based claim likelihood for accurately underwriting and determine risk for higher profitability
  • 50. © 2020 | +91-98311 48300 | info@indusnet.co.in Automation will remain the pivot around which digital claims will evolve in future 50 Analyst insights • We predict that bots will become mainstream in both the front and back-office to automate policy servicing and claims management, much like Lemonade’s claims bot “Jim” which has the ability to pay out property claims in three seconds • Key business functions to be impacted by the adoption of RPA in digital claims management included customer queries on policy, policy purchase, assessment and payment • Businesses are most likely to benefit from hiked customer experience, cost optimization, operational efficiencies, market competitiveness and newer business models.
  • 51. © 2020 | +91-98311 48300 | info@indusnet.co.in Thank you!