Date post: | 16-Oct-2015 |
Category: |
Documents |
Upload: | juergenurbanski |
View: | 102 times |
Download: | 0 times |
of 14
Hadoop Makes Shareholders Happy
The World's Largest Telcos are Driving Business Performance with Hadoop at the Center of an Enterprise-Wide Modern Data Architecture Juergen Urbanski CEO, Tech Alpha Board Member Big Data & Analytics, BITKOM (German IT Industry Association)
Agenda
Telco Data Management Challenges Hadoop Business Value 21 Telco Use Cases for Hadoop Network Infrastructure Service and Security Sales and Marketing New and Adjacent Business
2
Telco Data Management Challenges
Limited Insight: Schema On Write Data In Silos
Limited Scale: Not Designed to Scale Not Affordable at
ScalePhysicalInfrastructure
Presentation &Application
Data Access
Data Management
EngineeredSystems
Shared Storage Systems
OLTP OLAPTraditionalAnalytics =
=
3
Business Value of Hadoop
Data Access Layer
Data Management Layer
Hadoop Core Capabilities:
Broader Insights: Allows simultaneous access by and
timely insights for all your users across all your data
Irrespective of the processing engine, analytical application or presentation
Enabled by schema on read and enterprise-wide pool of data
Unlimited Scale: Allows to acquire all data in its original
format and store it in one place, cost effectively and for an unlimited time
Affordable and performing well into the 100+ petabyte scale
=
=
4
A New Approach for Broader Insights
HADOOPIterate over structure
Transform and analyze
Hadoop Approach Apply schema on read Support range of access patterns to
data stored in HDFS: polymorphic access
Batch Interactive Real-time
Right Engine, Right Job
In-memory
Traditional Approach Apply schema on write Heavily dependent on IT
Determine list of questions
Design solution
Collect structured data
Ask questions from list
Detect additional questions
Single Query EngineSQL
5
Compelling Economics Allow Scale
0 5 10 15 20 25 30 35 40
SAN
EDW / MPP
Engineered System*
NAS
HADOOP
Cloud Storage
MinMax
Fully Loaded Cost per Raw TB DeployedUS$ 000s
Hadoop Provides Highly Scalable Data Storage at 5% of the Cost of Alternatives
36 to 180
20 to 80
12 to 18
10 to 20
0.250 to 1
0.1 to 0.3
* E.g., Oracle Exadata 6
Technical and Business Drivers
7
Foundation for a modern data architecture
New data types
Sensors
Machine Generated
Geolocation
Documents, Email,
Voice to Text
Social Networks
Web Logs, Click Streams
Operational excellence E.g., Network Maintenance
Compliance & Risk Mgt. E.g., Fraud Reduction
Customer Intimacy
E.g., 360o View of Customer
New Business E.g., Data as a
Product
Business drivers
n Network capacity planning n Network upgrades n Network maintenance n Network performance management n Network traffic shaping
21 Telco Use Cases for Hadoop
8
Use Case
Network Infrastructure
Function
n Customer experience analytics n Contact center productivity n Field service productivity n Data protection and compliance n End-user device security
Service and Security
n 360-degree view of customer value n Personalized marketing campaigns n Upselling and cross-selling n Next-product-to-buy (NPTB) n Churn reduction
Sales and Marketing
n New product development n Actionable intelligence serving:
l Advertisers l Merchants/retailers l Payment processors l Federal governments l Local governments
New and Adjacent Business
Network Care Sales
New Biz
Hadoop in Network Infrastructure
9
Business Problem n Network capacity planning n Network upgrades n Network maintenance n Network performance management n Network traffic shaping
n Hadoop is used to optimize the rollout of 4G coverage in time and space to match the likely pick-up in service revenue, allowing an operator to defer more than 10% of capex for the same resulting revenue.
n Hadoop helped detect that only a small number of congested cable network nodes were responsible for the majority of churn, and could thus be prioritized for maintenance and upgrades.
n Network function virtualization, software defined networking and unified all IP networks vastly increase the amount of machine and log data relevant for trouble shooting. Hadoop helps with root cause analysis and may even be used to reason on the data in real-time.
Value Realized
Network Care Sales
New Biz
Hadoop in Service and Security
10
Business Problem n Customer experience analytics based
on call detail records (CDRs) n Contact center productivity n Field service productivity n Data protection and compliance n End-user device security
n With Hadoop, one operator detected that 25% of callers were contacting the call center merely to have their late fees on the monthly bill waived. Clearly a case for call deflection to interactive voice recognition and online self-service.
n Contact center agents had insufficient ways of diagnosing what was wrong with customers, leading to many unnecessary truck rolls. Hadoop helped avoid these.
n 3% of smartphones account for 10-15% of traffic because of malware (notably on Android phones) and some fair use violations. Hadoop helps detect that so operators can take remedial action.
Value Realized
Network Care Sales
New Biz
Hadoop in Sales and Marketing
11
Business Problem n 360-degree view of customer value n Personalized marketing campaigns n Upselling and cross-selling n Next-product-to-buy (NPTB) n Churn reduction
n Telesales revenue increase by 50% by tracking competitors web-sites visited and counter offers to products searched
n +20% conversion rate increase by optimizing and personalizing the path-to-transaction
n $1.65 ARPU increase for 1 million customers boosts topline by $20 million per year.
n Reducing cable subscriber churn (cord cutting). Every 100,000 subscribers equates to customer lifetime value of $1 billion
n Churn model quality increase n Price related churn down by 40%
Value Realized
Network Care Sales
New Biz
Hadoop in New and Over-the-Top / Adjacent Businesses
12
Business Problem n New product development n Actionable intelligence serving:
l Advertisers
l Merchants/retailers l Payment processors l Federal governments
l Local governments n Hadoop-as-a-Service
n Telcos are well positioned to provide big data as a service to retail, hospitality and logistics customers. This can generate $50-100m in annual revenue for each medium-sized country.
Value Realized
Network Care Sales
New Biz
Makes capital investments more efficient
Leads to a better customer experience
Lowers churn
Increases conversions
Strengthens security
Opens up new markets
Hadoop Drives Business Outcomes for the Worlds Telcos and Cable Companies!
13
Questions? Email [email protected] for a copy of the presentation. LinkedIn: juergenurbanski Download 200-page BITKOM / Forrester Guide to Big Data Technologies (in German): http://www.bitkom.org/files/documents/BITKOM_Leitfaden_Big-Data-Technologien-Wissen_fuer_Entscheider_Febr_2014.pdf