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Improving the Speech Experience through Behavioral Analytics

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Title: Improving the Speech Experience through Behavioral Analytics


1
Improving the Speech Experience through
Behavioral Analytics
  • February 22, 2007
  • Judith Kohn, Project Manager, Auto National Ops
  • Blue Cross Blue Shield of Michigan
  • jkohn_at_bcbsm.com

2
Introduction to MARS
  • 5 Member IVRs we call MARS (Member Automated
    Response System)
  • MARS functionality
  • Claim status/payment data
  • High-level benefits
  • Eligibility verification
  • Deductible/maximum accumulations
  • COB transaction
  • ID Card transaction
  • EOB transaction
  • Claim forms/Benefit books/brochures

3
Business Problem
  • No internal IVR expertise
  • ANO IVR containment averaged 41.3 in 2005 and
    42.1 in 2006 how to increase?
  • Directed speech applications with DTMF default
  • Forethought to log IVR data
  • But, are the members being serviced?
  • ACCESS reports slow and difficult to interpret
  • How do I know whats happening if I cant see it?

4
Why does containment fluctuate?
2006 Metrics
5
2005 Discovered ClickFox
  • Conducted IVR Proof of Concept engagement with
    Clickfox on the Ford IVR 4Q2005
  • Mathematical analysis of major traffic patterns
    and dominant paths/navigation patterns
  • Identification of high leverage opportunities for
    improvement based on user behavior indicators
    (e.g. drop-off rates, confusion, etc.)
  • Identification of ongoing monitoring needs and
    areas requiring further analysis with
    recommendations for improving tracking capability

6
The First Business Results
  • Enhancements from the start
  • Implementation of measurable and actionable
    metrics into ClickFox reporting and dashboard
  • ClickFox enables us to pull system performance
    reports in minutes as opposed to the hours it
    previously took for monthly reporting
  • One enhancement identified through the analysis
    was developed in the FEP IVR for the 12/2005
    implementation
  • FEP IVR containment average for YE 2006 was 45.7

7
Result - increase in authentication and overall
funnel starts after altering the caller
experience
Previous Flow (1/1-3/31)
New Flow (4/1-present)
Welcome
Welcome
Provider or Member
Provider or Member
Provider Referral 800 Numbers
Provider Referral 800 Numbers
Main Menu
Enter Contract Number
New call flow moved Main Menu before
authentication
Enter Contract Number
Confirm Contract Number
Confirm Contract Number
Main Menu
1/1 3/31 4/1 4/29 4/30 8/13
Authentication 69.5 49.8 76.8
Main Menu Starts 34.6 36.4 38.1
8
ClickFox Advantage
  • Reporting enhancements
  • Dashboard is functional with Key Metrics
  • Routine IVR reports are available for deep
    analysis on a daily, weekly, monthly basis
  • Release management feature allows us to see the
    impacts of the changes we make in the IVR to
    provide better self-service
  • Provides us with a behavioral-based tool to
    analyze the IVR calls, identifying more
    opportunities for containment

9
Executive Dashboard
http//bcbsm.clickfox.com
  • Flexible, Customizable Dashboard is configured to
    clients or to specific users needs

10
Release Management tracks changes made to the
application, displaying trends
11
The Process
  • Analytics Conducted
  • Deep-dive evaluations of our customers
    interactions within the six IVR applications
  • Focused upon identification of inefficient
    experiences, barriers to completion of
    self-service funnels, dominant experiences of the
    majority of our callers and visitors, visits to
    invalid / timeout / help areas and evaluation of
    their usefulness
  • Delivered optimization recommendations

12
Recommendations Summary
  • Incorporate Agent Desktop records to identify key
    caller needs and the ultimate resolution
    treatment applied to handle need
  • Expedite the customer experience to the point
    where callers make an actionable choice (Main
    Menu)
  • Remove ability to transfer directly to an agent
    at any point prior to the Main Menu
  • Split the Main Menu into two separate menus and
    present options by popularity
  • Deliver Claim Information Main Options in the
    order they are likely to be selected
  • Clarify options presented in claims area, and
    enable customers to search for claims by Dollar
    Amount and Claim Number
  • Release Management - Measure effectiveness of
    changes between releases and re-prioritize
    enhancement plan

13
Experience takes significant amount of time - On
average callers take 142 to arrive at Main Menu
14
Results
  • Recommendations for System Optimization
  • Consolidate multiple IVR applications onto one
    operating platform
  • Incorporate enhancements
  • Prepare for migration from proprietary code to
    more flexible xml messages
  • Enhance the IVR functionality
  • Prepare for Local groups migration
  • Develop an enterprise-wide MARS solution

15
Next Steps
  • Analysis Validation
  • Evaluate current analysis output
  • Identify any modifications or additions to
    existing analysis and / or conclusions
  • Execute changes / additions and integrate into
    existing framework
  • Re-evaluate analysis output
  • Evaluate recommendations and prioritize for
    deployment
  • Prioritize the change opportunities by impact
  • Containment
  • Customer Satisfaction
  • Scope Level of Effort (LOE) for highest impact
    opportunities
  • Develop Business Cases for highest impact
    opportunities based on LOE and potential return
  • Build, Test and Deploy changes to environment
  • Measure impact of changes

16
Business Plan
  • Business Case for IVR Enhancements
  • Reviewed numerous recommendations from ClickFox
    and incorporated into Member IVR Global
    Enhancements CORE (11780)
  • The CORE includes 65 enhancements ranging from
    implementing an IVR for MSO and IBU contracts,
    consolidating all IVRs onto one platform and
    miscellaneous functionality enhancements
  • The business case will be presented for funding
    approval in February

17
Multiple Servicing Channels
  • Total Customer Experience Analysis provides the
    following insights
  • Where customers are beginning and ending their
    experience (across multiple channels)
  • Channels that are driving volume to other
    channels
  • Segments of customers that prefer one channel
    over another
  • Channels that are more successful at self-serve
    functionality than others
  • Customer behavior both intra-channel and
    cross-channel

18
Pilot Recommendations
  • Desktop Analysis Pilot 4Q2006
  • Improvement in Accessing Benefits Information
  • Develop further Benefits self-serve options
  • Better Navigation in the IVR
  • Investigate expediting callers with rejected
    claims to an agent or develop a recorded message
    that explains to callers why their claim was
    rejected
  • Narrow specificity of Agent Desktop Records with
    special attention to Benefits, Drugs and Dental
    issues (Ford)

19
ClickFox collects and analyzes, in aggregate,
data coming into the Customer Experience Hub from
previously unlinked customer touch points and
passes actionable information back to channel
management
Channel to Hub Analyzed actionable info back to
channel
20
ClickFox Offers A Complete Solution
  • Quick Hits
  • Identification of opportunities for improvement
    of existing customer experience
  • Completion rates of Funnels such as
    authentication, bill pay, etc.
  • Identify barriers to completion, recommendations
  • Time Number of steps to complete ideal
    transaction
  • Customer preference Speech vs. DTMF in dual
    systems
  • Improvement of existing routing and first call
    resolution
  • Segment Analysis
  • Incorporation of additional customer information
    (demographics, segmentation, etc.) with
    behavioral information
  • Evaluate behavior differences, completion rates,
    etc. based on customer types, attributes,
    connection speeds, etc.
  • Cross Channel Analysis
  • Evaluate behavior from IVR to Agent, and web to
    IVR, etc. to evaluate entire customer experience
  • Uncover and prioritize new opportunities for
    offering self-service based on segmenting
    customer needs with live agents

21
Containment
22
Business Segmentation
23
Speech/DTMF Usage
24
Repeat Callers
25
Customer Behavior Intelligence Cycle
LOGS
CTI
ACD
CRM
Virtual
Prioritize Improvements
ClickFox Data Collection Algorithms
IVR / Speech
Web
Kiosk/ATM
Physical
Branch / Store
  • New call flows/scripting
  • Menu structure changes
  • Build/extend automation
  • Expanded/improved speech
  • Improved logging
  • Campaign changes
  • Customer messaging changes
  • Resource optimization

Build ROI Model
Build Model of System
Analysis of User Behavior and Experience
Map Findings to Business Needs (gap analysis)
CLICKFOX
BCBSM
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