Title: Improving the Speech Experience through Behavioral Analytics
1Improving 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
2Introduction 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
3Business 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?
4Why does containment fluctuate?
2006 Metrics
52005 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
6The 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
7Result - 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
8ClickFox 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
9Executive Dashboard
http//bcbsm.clickfox.com
- Flexible, Customizable Dashboard is configured to
clients or to specific users needs
10Release Management tracks changes made to the
application, displaying trends
11The 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
-
12Recommendations 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
13Experience takes significant amount of time - On
average callers take 142 to arrive at Main Menu
14Results
- 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
15Next 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
16Business 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 -
17Multiple 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
18Pilot 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)
19ClickFox 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
20ClickFox 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
21Containment
22Business Segmentation
23Speech/DTMF Usage
24Repeat Callers
25Customer 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