Collect the dots, Connect the dots, Predict the next dot · Praphul Kumar & Hardik Modi Product...

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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