geographic infrastructure and analysis in crm...crm division web-mobile applications mobile banking...
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Geographic Infrastructure and Analysis in CRM
CRM Marketing Data Mining and Optimization Department
Aren HADDELER
Vice President
CRM Division
2
I. About Turkey
II. About Akbank
III. CRM Capabilities and Transformation
IV. CRM Analytic Architecture
V. Geocoding
VI. CRM Geocoding Infrastructure
Analytics
Maps.Akbank
Optimization
Mobile Applications
VII. Roadmap
Agenda
2
CRM Division
Turkey - Growth potential
Turkey ;
18’th largest economy in the world and 7’th largest in Europe (incl. Russia) with US$ 720 bio GDP
Robust long term growth potential fuelled by favourable demographics
Easy access to 1.5 billion customers in Europe, Eurasia, the Middle East and North Africa
Sustainable and relatively strong GDP growth of 3.6% between 2002 and 2014
3
CRM Division
Turkey presents a challenging and exciting environment for banking
Scale advantage (US$ 720 bio, 79 mio population)
Rising prosperity (GDP/Capita tripled in less than a decade)
Rising wealth of middle class
Young population, 50% under the age of 29
41 mio broadband internet subscribers
58,2 mio credit card users in 2015, up from 17 million in
2002
73,2 mio mobile phone subscribers
37 mio mobile internet users
181,1 mio airline passengers
Economical Condition
Populational Overview
4
CRM Division
Strong Growth in Last Decade
0
2
4
6
8
10
12
0
50
100
150
200
250
Number of Branches and Employees (Thousand)
Number of Branches Number of Employees
0
2
4
6
8
10
12
14
16
Total Assets (In constant prices based on 2001)
0
5
10
15
20
25
30
35
40
Loans and Receivables (In constant prices based on 2001)
0
2
4
6
8
10
12
Deposits (In constant prices based on 2001)
5
CRM Division
• Relative low penetration of most banking products implies opportunities
• 48 mio population unbanked&semibanked
• Household debt/GDP: 21%
• Mortgage/GDP: 7%
•Pension funds/GDP: 2.5%
• ~6 trillion TL banking assets by 2023 (in line with Turkey becoming 10th largest economy)
Financial Intermediation Indicators (% of GDP, Turkey: 2012, EU-27: 2011)
354
130
189
97
54 56
Assets Deposits Loans
EU 27 Turkey*
* including participation banks,
Source: BRSA, CBRT
19 16
25 28
10 12
2011 2015
Unbanked
54 56 Total
Semi banked
Banked
Banking Potential (Mio)
Strong Future Growth Potential
6
CRM Division
7
CRM Division
Akbank is Turkey’s Leading Bank
Market Share Indicators
Wealth Management : 11%
Lending Business(Consumer) : 10%
Lending Business (Commercial) : 9%
Exports : 24%
Imports : 11%
Money Transfer & Checks : 11%
Tax & Insurance : 13%
Assets :$ 80,3 bio
Loans :$ 48,5 bio
Deposits :$ 47,5 bio
Net Profit :$ 1.098 bio
ROE :15%
Customers :14.6 M
Personnel :13,9 K
Branch :897(domestic+abroad)
ISE 100
Market Cap.
93.8%
Share of Akbank’s Market Cap.
Akbank
6.2%
8
CRM Division
• 897 branches throughout Turkey
Adana 27
Adıyaman 1
Afyon 6
Ağrı 3
Aksaray 1
Amasya 3
Ankara 85
Antalya 40
Ardahan 1
Artvin 3
Aydın 11
Balıkesir 16
Bartın 1
Batman 1
Bayburt 1 Bilecik
2
Bingöl 1
Bolu 4
Burdur 2
Bursa 41
Çanakkale 5
Çankırı 1 Çorum
4
Denizli 10
Diyarbakır 4
Zonguldak 5
Edirne 6
Elazığ 3
Erzincan 1
Erzurum 3
Eskişehir 7
Gaziantep 15
Giresun 5
Hatay 10
Iğdır 1
Isparta 4
Mersin 18
İstanbul 315
İzmir 76 Kahramanmara
ş 4
Karabük 2
Karaman 1
Kars 1
Kastamonu 5
Kayseri 15
Kırıkkale 2
Kırklareli 4
Kırşehir 1
Kocaeli 25
Konya 19
Kütahya 5
Malatya 3
Manisa 11
Mardin 3 Muğla
16
Muş 1
Nevşehir 4
Niğde 2
Ordu 5
Osmaniye 2
Rize 6
Sakarya 11
Samsun 11
Siirt 1
Sinop 3
Sivas 4
Şanlıurfa 6
Şırnak 1
Tekirdağ 17
Tokat 6
Trabzon 10
Uşak 2
Van 1
Yozgat 2
Yalova 2
Bitlis •1
•1 Kilis
• 2
Gümüşhane
Akbank Branch Footprint
9
CRM Division
167 190
234 261
336
2011 2012 2013 2014 2015
Loan + Deposits / Branch (TL mio)
1.8
2.2 2.3 2.5
2.8
2011 2012 2013 2014 2015
Commission / Branch (TL mio)
3.00
3.15
3.24 3.30 3.30
2011 2012 2013 2014 2015
Cross-sell ratio for average customer*
6.1
7.8
9.2 9.7
11.4
2011 2012 2013 2014 2015
Revenue / Branch (TL mio)
* Based on product bundles with conservative approach
Increasing output efficiency
10
CRM Division
11
CRM Division
CRM Transformation
Sales effectiveness
Customer satisfaction
Offer accuracy
2008
Implementation of
Chordiant Technology
Pilot Programs,
Training &
Adaptation
Data Mining
Database Marketing
Campaign Management
Product Focused
Customer Focused
Customer Sensitive
Experience Management
2011
Add-on business
models and
enhanced
infrastructure
Akbank Sales & Marketing
Automation Project
2012 & 2013 2015+
Optimized
campaigns and
offers
High
Performance
Analytics &
Big Data
Event Optimization
2005
2009
2010
More than 300 products
8 Channels
~15 million customers
~5.5 billion transactions/year
Our Marketing Challenge
12
CRM Division
Analytical CRM Architecture
13
CRM Division
Integrated customer management
Customized offers in all channels
Real time marketing &Optimization
Marketing Automation
%85 Customer Retention Rate
3.000 k+ Targeted Product Sales
100+ Predictive models
300+ Real time offer
Customized Pricing Analytics
Increased branch sales effectiveness
SME branch network re-structured
Standardized sales approach
Regional sales strategies
Every branch personnel as a sales person
Enhanced monitoring and reporting
Improved CRM capability
2011 Gartner CRM Excellence -
Integrated Marketing Exellence
Award
2012 Retail Banker International
(RBI)- Best Use of CRM in
Marketing
2012 Stevie International Business
Awards – CRM-Marketing
Department of the Year (Gold Stevie
Award)
Case Study: Jeffrey K. Pinto “Project
Management Achieving Competitive
Advantage”, 2012, Pearson Press
London
2013 Gartner CRM Excellence –
Customer Analytics Exellence Award
2014 Gartner CRM Excellence –
Sales Effectiveness Exellence
Award
14
CRM Division
CRM Geocoding
15
CRM Division
Exploring New Aspect of Data
Ancient Times vs Modern Times
• They don’t know where they are going
• They don’t need any services
• They just need food and location to live
• They know where they are going
• They need lots of services
• They just need right offer at the right time and
at the right location
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CRM Division
What is Geocoding ?
Geocoding is a process about converting a
textual adress data to numerical geographical
data as latitude and longitude.
Geocoding
Ex: “Sabancı Center, İstanbul, Türkiye” is
geocoded and resolve geographically as
41,085416(lat) – 29,009185(lon)
17
CRM Division
Geocode Data Integration Points
• Navteq
• Revenue Administration
• Interbank Card Center
• Turkey Statistics Instutition
• Banks Association of Turkey
• Real Estate Agencies
• Social Media
Branch
Akbank Adress Data Set
Akbank Internal Data Source
ATM-BTM
Customer POS
Real Time Data
Data
Warehouse
External Data Source
Coordinate
(X,Y) Data
Mapping
Infrastructure
Geographic
Analitycs Maps.akbank End User Tool
Optimization Route,Service,
Agenda
ATOM Internal CRM
Application
Web/Mobile
Applications
18
CRM Division
Geographic Analytics
Data Analyzing & Visualization Scores
• Geograhic database created with all adress data
in our system
• Customer adresses(55mio)
• Teller machine adresses (4k)
• Branch adresses (1.1k)
• POS machine adresses (648k)
• Data enrichement with 3th party sources
• POI (Navteq-980k)
• Rental and Sale Prices (GIB&Reidin-Whole
country)
• Social Data(Whole country)
• Demographic Data(TUIK-Whole country)
• Financial Benchmark Data(TBB&BKM-whole
country)
1 2 3
• ArcGIS:
• Visualization
• Prediction
• SAS:
• Data Preparation
• Segmentation
• Prediction
• Qlikview:
• Visualization and Reporting
• Geographic Scores
• Customer Living Area Metrics
• Density Index
• Gravity Index
• Street Segmentation
• District Classification
• Geographic Potential Calculation
19
Geographic
Analitycs Maps.akbank Optimization ATOM
Web/Mobile
Applications
CRM Division
Maps.Akbank
Maps.akbank is a geographical web based reporting and analytical tool. Aim is to create new strategies for the field.
Main functions:
• Basic analysis based on historical customer and location data from databases.
• Service (ATMs and Branches) network analysis
• Opening/closing branch and ATM simulations
• Optimal route calculations
• External data can be imported, geocoded and analyzed.
• Exporting maps and data
This tool provides instant visualized reports on map for marketing, sales department and strategy divisions.
20
Geographic
Analitycs Maps.akbank Optimization ATOM
Web/Mobile
Applications
CRM Division
Optimization
Route Service
Route optimization
• Distributing checks and bill payables to right branch
• Forwarding customers from an disorderd ATM to
closest one
• Planning Customer Visitations in a correct order and
timeline
1 2
Service Improvement
• Branch and ATM Locations
• Finding best place for new ones
• Hinterland analysis and identifying staff
requirements
• Customer Branch Assignments
• Deciding the branch for better service for new
customers
• Creating inactive customer pools and matching
with branches due to their living-area
21
Geographic
Analitycs Maps.akbank Optimization ATOM
Web/Mobile
Applications
CRM Division
ATOM
• ATOM is our bank’s CRM application for field users. Our region and branch staff use it for everyday sales activities and
getting know their customer and portfolios better.
• There are many functions such as Customer 360 view, product history/usage/profitabilty, contact history, offer summary,
benchmarks, NBA, Portfolio summary and details, querying portfolios, portfolio performances
• With geocode engagement, portfolios can be filtered and results are visualized on maps with shortest route suggestions.
Finding Target Group
Visualizing on Map
Best Route for Visiting
22
Geographic
Analitycs Maps.akbank Optimization ATOM
Web/Mobile
Applications
CRM Division
Web-Mobile Applications
www.akbank.com Mobile Banking Application Mobile Internal Application
Searching branch and ATM in a
specific location and visualize it on the
map
1 2 3
Finding the closest branch or ATM
due to user’s current location
Monitoring customers on the map
by their activities, segment,
branch, region, portfolio manager
23
Geographic
Analitycs Maps.akbank Optimization ATOM
Web/Mobile
Applications
CRM Division
Geocoding Roadmap
• Hinterland and Customer Coverage
Optimization
• Web and Mobile Branch Integration
• Mobile Application Integration
• CRM Application Integration
• New Customer Acquisition Actions
• POS and Cash Carrier Tracing Systems
• Maps.akbank
• Branch and ATM Alocation
• Customer Branch Assignments
• Customer spending hinterland
Analysis
• Geographic Campaign
• Spatial Event Base Actions
• 3 New Mobile Applications
• 3-D Mapping
• New Branch Service Modelling
• More Analytic Indexs
2017+
We improve our systems and infrastructure to make geographic analytics better and faster.
2016
• Geographic Datamart
• 3. Party Data Integration
• Creating An Geo Analysis Enviroment
• Improving Our Service Modelling Network
• Branch& ATM Location
• Identifying Staff Requirements due to
Hinterland Potential
2014 - 2015
- 2013
Realtime visualization
Realtime analytics
For every single customer
Our
Geocoding
Vision
24
Back Up
27
Turkey presents a challenging and exciting environment for banking
Scale advantage (US$ 800 bio, 77.7 mio
population)
Rising prosperity (GDP/Capita tripled in less
than a decade)
Rising wealth of middle class
Young population, 50% under the age of 31
46,3 mio broadband internet subscribers
58,2 mio credit card users in 2015, up from
17 million in 2002
73,2 mio mobile phone subscribers
22,7 mio mobile internet users
181,1 mio airline passengers
3,571
4,587
5,856
7,117 7,727
9,310
10,382
8,624
10,112 10,584 10,646
10,975 10,530
-
2,000
4,000
6,000
8,000
10,000
12,000
2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014
GDP Per Capita (US$)
Male
Female
Age Group
yenilendi
28
Significant marketshare
The market capitalization is 10 bn USD*
* As of May 2016
ISE 100
Market Cap.
%93.8
Share of Akbank’s Market Cap.
Akbank
%6.2
yenilendi