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Transcript of TEL 355: Communication and Information Systems in Organizations Speech-Enabled Interactive Voice...
TEL 355: Communication and Information Systems in
Organizations
Speech-Enabled Interactive Voice
Response Systems
Professor John F. Clark
Interactive Voice Response
• Serves as the bridge between people and computer databases via phone lines
• Used in a variety of applications including stock trades, account information and transactions, ticket reservations, etc.
• Represents the natural progression from touch-tone systems to natural speech recognition in telephony-based self-service
Speech Recognition Spectrum
• Touch-Tone Replacement– Recognizes spoken letters and words that represent
the keypad
• Directed Dialogue– Recognizes fairly simple words and phrases that are
clearly enunciated
• Natural Language– Recognizes more complex phrases and sentences
spoken in a conversational manner
History of IVR• Significant research and development by ARPA
since the late 80s• Early Discrete Number Recognition required
careful enunciation and separation• Continuous Speech Recognition can handle
unbroken strings of words• But, recognition of free-form conversation is not
yet a reality• However, it is commercially viable in a number
of customer service applications
Natural Language Technology• Phonetic Speech Recognition
– Breaks spoken words into fundamental sound units called phonemes
– Enables greater accuracy in recognizing larger vocabularies
• Language Modeling– Makes the best guess for sounds that are not
adequately recognized– Compares sounds to a database of sounds and
creates a confidence score for possible meaning
Rationale for IVR• Reduces spiraling labor costs
• Higher call volumes make IVR a more cost-effective solution
• Increased processing power means newer systems are faster and more accurate
• Software and hardware costs continue to decrease
• IVRs are less costly and faster to implement than Web-based solutions
Benefits of IVR• Dramatic reduction in operational costs
• Improves productivity– A higher percentage of calls can be partially or
fully automated– Frees the service agent from many routine tasks
• Savings in overhead costs– As a result of decreased labor expenses– As a result of decreased real estate requirements
and related infrastructure
IVR Capabilities
• Speaker-independent phonetic recognition
• Natural language and number recognition
• Continuous alpha-numeric recognition
• Modular approach to software development
• Barge-in capability
• Speaker-trained voice verification
• Support for multiple languages
Commercial Viability of IVR• Customers interact with business via phone
• IVR reliability and accuracy is over 90%
• By 2003, 30% of new automated lines in call centers will understand speech
• Directed speech recognition application pays for itself in 9-18 months in call centers with more than 50 agents
• Total revenues for speech technology and services in telephony will exceed $38 billion by 2003
Current Uses for IVR• Package tracking• Stock quotes and trading• Insurance claims• Travel arrangements• Prescription refills• Restaurant reservations• Banking activities• Interaction with government agencies• Directory Assistance
IVR Security
• Verbal security steps such as PIN numbers are easier to accomplish for the user than touch-tone keypad entry
• Voice Print Technology– Tests vocal characteristics of utterances to verify
the identity of the speaker– Especially beneficial for providers of financial
services and telecommunications services where much information is subject to fraud
Continuous Improvement Cycle• Design
– Project scope, system architecture, user interface• Develop
– Prototype application and production application• Test
– Evaluate prototype, production pilot testing• Deploy
– Production deployment, user interface tuning• Monitor
– Post-production evaluation, monitoring use
Development and Deployment Strategy, Part I: Design
• Determine the project scope– Explore business objectives and goals
– Evaluate how users will use the system and the kind of transactions you will support
• Determine the system architecture– Decide on specific applications
– Determine the specifications for applications
– Plan for a smooth transition
• Assign development responsibilities and develop budgets
Development and Deployment Strategy, Part II: Develop
• Develop prototype applications– Subsets of your system’s ultimate functionality– Observe and assess the experiences of a select
group of users– Determine all the features to be included in
your production application– Think about connectivity with data,
telecommunications, and information systems
Development and Deployment Strategy, Part III: Test
• Reduce risk by testing with targeted end users and conduct focus groups
• Observe and evaluate minimally-trained workers in realistic settings
• Implement a pilot test in an actual business setting with live, untrained callers as a preliminary, limited deployment
• Identify desired improvements
Development and Deployment Strategy, Part IV: Deploy
• Fully deploy the IVR system
• Manage the upgrade so that it doesn’t affect system reliability
• Tune the user interface and vocabulary to the production environment
• Ensure the IVR system is consistently satisfying callers and meeting your business objectives
Development and Deployment Strategy, Part V: Monitor
• Track critical usability indicators– Recognition accuracy
– Transaction completion rates
• Create usage reports and detailed call statistics• Design and implement evaluation tools such
as customer satisfaction surveys• Fine-tune your system for maximum
performance