Cognitive technology and analytics to drive value in call centres v1.0
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Transcript of Cognitive technology and analytics to drive value in call centres v1.0
COGNITIVE TECHNOLOGY
AND ANALYTICS TO DRIVE
VALUE IN CALL CENTERS
Wolfgang Knupp
Senior Analytics Architect
IBM South Africa
PREDICTION: IN THE NEXT 30 MINUTES YOU WILL HEAR ABOUT…
� enhanced customer insight through
matching social media data to enterprise customer data
� using real time analytics to propose the next best action
� using cognitive technology to drive better outcomes for both vendor & customer
� extended single view of customer to support & guide call centre client conversations
EXTENDED SINGLE VIEW OF CUSTOMER TO
SUPPORT & GUIDE & IMPROVE CALL
CENTRE CLIENT CONVERSATIONS
My name is Eric – I work in a call center for Travelers Insurance.
I get measured on successful call handling time, number of calls and customer satisfaction. My company wants to keep
average call handle time below 2 minutes.. I am about to complete authenticating my current caller as
customer Jane Robertson
ENHANCED CUSTOMER INSIGHT THROUGH
MATCHING SOCIAL MEDIA DATA TO
ENTERPRISE CUSTOMER DATA
� So you think you know your customer based on the internal system information you have available?
� What If : you could tell that the person you are speaking to has publicly complained about your service on Hello Peter / Twitter under a pseudonym ?
� What If : you could tell that the person you are speaking to is intending to purchase a competitive product ?
SOCIAL MDM MATCHING –OBJECTIVES AND CHALLENGES
External Social Data
Lead Generation Brand Management …
Enhanced Customer 360O View(internal + external)
CRM DataCRM Data
Contact Center DataContact Center Data
Web Analytics DataWeb Analytics Data
Enterprise Internal Data
Fraud AnalyticsCustomer Retention 8
SOCIAL MASTER DATA MATCHING -
GAINING INSIGHTS FROM SOCIAL MEDIA
DATA
Location announcements
I'm at Woolies Sandton City http://4sq.com/fAeMRc
Personal Attributes• Identifiers: name, address,
gender, occupation…
• Life Cycle Status: marital,
parental
Relationships• Personal relationships: family,
friends,…
• Business relationships: occupation,
employer
Products Interests • Sentiment on products, services,
campaigns
• Personal preferences of products
• Product Purchase historySocial Media
extended
Customer
Profile
Life Events• Life-changing events: relocation,
having a baby, getting married,
getting divorced, buying a house…
All names and identifiers are fictitious
Intent to buy a car
The Toyota has finally seen the last of its days, crying at the fact I have to look for a new car
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ENTITY RESOLUTION - RESOLVING IDENTITIES
ACROSS SOCIAL MEDIA AND CUSTOMER DATA
Example social media user profile, with sample activity:
Screen name: @kathyg
Name: Kathy Greene
Location: Somewhere in CA
I'm at HP Arena http://4sq.com/ZibpbUI'm at HP Arena http://4sq.com/ZibpbU
@banksupport What happened to the credit card payment I made last week?@banksupport What happened to the credit card payment I made last week?
I'm at Walmart (San Jose, CA) w/ 2 others http://4sq.com/1TL20yP I'm at Walmart (San Jose, CA) w/ 2 others http://4sq.com/1TL20yP
Great promo from @airline. Even more excited that they're flying PE to BLOEM soon!Great promo from @airline. Even more excited that they're flying PE to BLOEM soon!
Customer database
Is this social media user one of my customers?
If yes, which one?
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USING REAL TIME ANALYTICS TO PROPOSE THE NEXT BEST ACTION
Derive and act on insights using real time analytics based on real time context in combination with more traditional attributes
� Should this call be automatically routed to a more senior agent?
� Is the time right to apologize and provide some complimentary offer ?
� Is there a short lived opportunity to upsell ?
� Is there an opportunity to warn the caller of a coming hail storm ?
� weather
USING COGNITIVE TECHNOLOGY TO DRIVE
BETTER OUTCOMES FOR BOTH VENDOR &
CUSTOMER Enter Chatbots & Intelligent Virtual Agents :
Better customer experience:
• reduce annoying menu navigation
• less misunderstandings due to accents • less affected by mood of agent
• better communication (less noise) • better cultural / demographic style
match between agent and customer• pace can be adjusted to suit each
customer• less risk of handing over PII information
to potentially untrustworthy people
Better vendor outcome:
• improved efficiency
• protects brand reputation• improved customer service keeps customers
returning• scales easily
• provides consistent service levels,• promotes and enhances self – service
• Improves by learning from interactions • easy to train with new products, processes
• elevates personnel job satisfaction to deal with more exceptional / complex issues
requiring human interactions• reduces need for large / low skilled workforce
USING COGNITIVE TECHNOLOGY TO DRIVE
BETTER OUTCOMES FOR BOTH VENDOR &
CUSTOMER
Chatbots / Intelligent Virtual Agent Platform examples:
Echo - primarily designed for voice interaction in the home
virtual voice based personal assistance
Engagement Advisor / Watson Developercloud / Watson Virtual Agent
(Sept 2016)
Microsoft: LUIS / Cortana (Virtual Agent) and Bot framework
USING COGNITIVE TECHNOLOGY TO DRIVE
BETTER OUTCOMES FOR BOTH VENDOR &
CUSTOMER
Building your Intelligent Agent example 1:
IBM Bluemix Watson Deverlopercloud …
API … Services: • AlchemyLanguage
• Speech to Text• Text to Speech
• Conversation• Language Translator
• Natural Language Classifier • Document Conversion
• Personality Insights• Retrieve and Rank
• Tradeoff Analytics• Tone Analyzer
Building your Intelligent Agent example 2:
Facebook Messenger Platform…
• SetupConfigure your Facebook App and Page for Messenger
• ConversationSend and Receive messages using
an API and webhooks
• Entry PointsLearn about how people can enter a conversation with your bot
• Payments (BETA)Enable your bot to take payments
• AnalyticsUse metrics to see how your bot is
performing
USING COGNITIVE TECHNOLOGY TO DRIVE BETTER
OUTCOMES FOR BOTH VENDOR & CUSTOMER
The question is not if you should consider cognitive technology in your call center, but how best to do so to remain relevant.
Where to start on the journey to becoming a Cognitive Call Center…
Build
Ensure that your existing technology platform is open to integrate new
capabilities:• in-house development capabilities
or • a technology partner
• choose appropriate cognitive technology platform - SaaS
• simple chatbots can be built in minutes…
Buy
• Work with your existing Call Center Technology Platform provider to
see if and how they are planning to deliver new capabilities
• All the major Call Center Platform
Vendors have some roadmaps that include some cognitive capabilities
– ensure that yours is not leaving you behind the competition.