Collect the dots, Connect the dots, Predict the next dot · Praphul Kumar & Hardik Modi Product...
Transcript of Collect the dots, Connect the dots, Predict the next dot · Praphul Kumar & Hardik Modi Product...
Collect the dots, Connect the dots,
Predict the next dotOptimize with PureEngage 9 AnalyticsPraphul Kumar & Hardik Modi
Product Management
Connect the Dots
Business Challenge
Will this agent give you the BEST Business Outcome?
YourCustomer
Best Agent
SkillsBased
Routing
What is Predictive Matching?
Leverage omnichannel data and adaptive learning to pick the most qualified agent and deliver optimal business outcomes
ALL AGENTS
SKILLS FILTER
BUSINESS RULES FILTER
PREDICT OUTCOMES
Score = 8
Score = 10BEST MATCH
Billing
Sales
Fraud
Analytics Architecture
It's seeing where you're going in your mind. Knowing where you are by knowing where you've been
---Maui
Wayfinding…
Value Curve
CO
MP
LEX
ITY
VALUELow High
High
REPORTINGWhat?
ANALYSISWhy?
MONITORINGWhat is happening
now?
PREDICTIONWhat will happen?
Which channels need to be routed through Predictive Matching?
Does the environment collect relevant data?
Are metrics tracked in real time?
Are systems in place to measure impact?
What it Takes?
Use CaseSelection
Data CollectionValue
AssessmentData Preparation
Feature Generation
FeatureSelection
QualityAssessment
ImpactAssessment
SimulationProduction A/B Testing
Record LinkingData Cleansing
IdentificationSourcingAssessing
Business DriversBusiness Sponsors
NPS, CSAT, Churn, Sales
Inter Agent VarianceInteraction Context Variance
Start SimplyDomain Insight
AutomatedMethods
Standard MeasuresAUC
RMSE
Data Collection Analysis Testing
• Business needs to identify metrics that
need to meet goals
• Data should be available for past
performance
• There should be an agent pool available
to model
• Success criteria should be measurable
How do I select my Use Case?
Data Collection and Preparation
Predictive Model
Agent
Customer
Outcome
Interaction
Location
LocationIntention
Skill
NPS
Campaign
PrioritySegment
Credit Score
Revenue
FCR
NPS
Model Training and AB Test
Training
Testing
Model
• Predictive Matching Engine
• Agent State Connector
• Routing Strategies
OPERATIONAL ARCHITECTURE
Customer
SIP Server IVR
Media Gateway
URS/ORS
Predictive Matching Engine
Agent State Connector
Business Analyst
Existing Predictive Matching
Stat Server
Data + Context
Routing Strategies
We will do 3 things
1. Upload Dataset
2. Define a Predictor
3. Train a model
DEMO
Summary
Predictive Matching optimizes business KPIs at routing point of interactions to agents
Use case definition is the most important step in deployment
Agent, Customer, Interaction and Outcome data is input for model training
Predictive Matching works with existing Genesys routing
A/B Testing is built into the Predictive Matching application
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Visit the Analytics Demo Booth in the Partner Pavilion to see Genesys Predictive Matching first hand