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IEG 201402 DELL Analytics for channel transformation

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Information Excellence Group 2014 Spring "Business Analytics Industry Summit" Analytics for Dell’s channel transformation (Edelman award finalist presentation)

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Page 1: IEG 201402 DELL Analytics for channel transformation
Page 2: IEG 201402 DELL Analytics for channel transformation

DELL:

Dell’s Edelman award finalist presentation

(Application of analytics on Dell’s channel transformation)

ParagChitalia

Murugan Pugalenthi

Dr. K. Raghava Rau

Page 3: IEG 201402 DELL Analytics for channel transformation

Dell’s Channel Transformation: Leveraging Operations Research to Unleash Potential across the Value Chain

Parag Chitalia, Murugan Pugalenthi, Dr.Rau

Page 4: IEG 201402 DELL Analytics for channel transformation

Franz Edelman Award recognizes & rewards outstanding examples of business analytics, operations research.

It is considered as “Nobel” for application of innovative & advanced analytics for business transformation. Donna Warton, Phil Bryant and DGA presented at Informs

San Antonio Conference in April. Recognized for end to end analytics across all SC, Marketing, Sales, On-line

Dell’s channel transformation & DGA’s cross functional analytics recognized as a Edelman Laureate with 5 others

INFORMS Franz Edelman Award Some Past Awardees

INFORMS - The Institute for Operations Research and the Management Sciences is the largest professional society in the world for professionals in the field of O.R., management science & business analytics

2013 Franz Edelman Awardees

Develop Market/Sell Fulfill Support

What products to offer ? What should be pricing

strategy across channels ? What supply chain design to

adopt for indirect model ?

How to understand Marcom effectiveness ?

How to improve online purchase experience ?

What marketing vehicles to use ?

How much inventory to stock in the season ?

How to run more effective promotions ?

How to increase indirect sales across geographies ?

How to ensure optimal part dispatch rate ?

How much inventory of service parts to maintain ?

Dell Inducted to the Franz Edelman Academy: Class of 2013

Page 5: IEG 201402 DELL Analytics for channel transformation

Dell.com launched $1 million/day within 6

months

1996

10 millionth PC shipped 15 days of inventory

levels

1997

1999

Dell.com sales reach $40 million/day

2000

# 1 computer systems provider worldwide

2001

Revenues grew from $3.5B to $49B in 10 years

2004

Dell achieved market leadership by pioneering the direct sales model

# 1 in PCs in the U.S # 1 in Workstations worldwide

3

Page 6: IEG 201402 DELL Analytics for channel transformation

4

Business Strategy & Need for Analytics

Page 7: IEG 201402 DELL Analytics for channel transformation

5

Segmented supply chain, as part of Client Reinvention, addressed the needs of different customer segments

Configure Order Build Air-Ship

Configurable

Products

Fixed Hardware

Configurations

(FHC)

Configure to Order $

Planned Orders

Choose from catalog

Build to Order

Build to Plan

Build to Stock

Order Build Air-Ship

$

Build Deliver

Build to forecast Ocean-Ship & Stock Order Deliver

$

Ocean-Ship & Stock

Page 8: IEG 201402 DELL Analytics for channel transformation

Pricing Intelligence

solution

Optimize price

point for various FHC

offerings

Configuration Optimizer

Reduce

configuration complexity

$

Develop

DGA delivered high-impact analytical solutions to solve key business problems across Dell

6

Online Conversion Rate

Accelerator (OCRA)

Refine online purchase

experience

Marketing Investment

Optimization

Optimize marketing

spends

Market/Sell

Distribution Network

Optimization

Design a cost efficient supply

chain

Retail Margin Maximizer

(RMM)

Estimate demand accurately & match with

supply

Fulfill

Dispatch Reduction Program

Minimize warranty parts

dispatch

Support

Page 9: IEG 201402 DELL Analytics for channel transformation

We will showcase two high impact analytical solutions that supported our channel transformation strategy

Configuration Optimizer

Reduce configuration

complexity

Retail Margin Maximizer

(RMM)

Estimate demand

accurately & match with

supply

Client Reinvention

Client Reinvention

7

Page 10: IEG 201402 DELL Analytics for channel transformation

8

Configuration Optimizer

Page 11: IEG 201402 DELL Analytics for channel transformation

I want to buy a Dell

laptop

Brand Processor Screen Optics Graphic Cards OS Hard Drive

Memory

Latitude

Inspiron & XPS

Vostro

10’’

12-14’’

15-16’’

1 GB 512 MB

2 GB

4 GB

6 GB 8 GB

9

Objective

Design optimal fixed

configurations to meet

most customer needs

Problem

• >60 million options in a

single product

• <15% configurations

driving 72% sales

Configuration Optimizer is aimed at simplifying our product offers - to provide what customers value most

Page 12: IEG 201402 DELL Analytics for channel transformation

Identify influential

commodities

Exploratory Analysis

Create Performance,

Security & Accessibility

Bundles (correlated buying

preference)

Factor Analysis

Commodity Selection Bundles Generation Potential Set

Formulate initial

configurations

Demand Cluster Analysis

10

The first step in building the Configuration Optimizer solution was to generate an initial set of potential configurations

Page 13: IEG 201402 DELL Analytics for channel transformation

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Retail Margin Maximizer (RMM)

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12

Retail channel posed a variety of inventory management and promotion planning challenges resulting in lower profitability

Spring Back to School Holiday

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

Inventory level

Initial supply

Replenishments

Promotions

Inventory risk

Delayed new product launch

Delayed new product launch

Inventory risk

Retail business operates through 3 annual seasons

Clearance Sale

Clearance Sale

Problem

• Inflated forecasts

• High season-end inventory

• Delayed season transition

• Low margins due to high discounting

Objective

Improve retail margin using

• Proactive inventory risk management

• Effective promotions

Page 15: IEG 201402 DELL Analytics for channel transformation

13

The first module, Demand Sensing, drove collaborative planning using advanced time series techniques

ARIMAX

Like-wise FHC analysis Weekly Governance

Time Series

Other Factors

• Inventory

• Price

• Competitor actions

• Special events

Scenario analysis

Demand Sensing

Demand Forecasting

Replenishment planning

Page 16: IEG 201402 DELL Analytics for channel transformation

Demand Shaping

14

The second module, Demand Shaping, helped systematically plan & execute promotions to improve margins

Inventory Optimization

Identifies FHCs with high inventory risk

Promotion Uplift Model

Identifies FHCs with high potential uplift

Optimization Engine

•In

itia

l se

t o

f F

HC

s

Demand forecast

Product lifecycle stage

Demand & supply variability

Competitor promotions

Which FHC to promote?

What promotion to run?

When to promote?

Page 17: IEG 201402 DELL Analytics for channel transformation

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Other Initiatives & Overall Impact

Page 18: IEG 201402 DELL Analytics for channel transformation

These multi-channel analytical initiatives delivered a margin improvement of $xm+ between 2010-12

16

NPS (Customer Loyalty)

score more than doubled

Growth in services upsell

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Mentor, Guide, Coach

Satisfied, Empowered Professional

Richer Industry and Academia

About Information Excellence Group

Progress Information Excellence

Towards an Enriched Profession, Business and Society

Page 21: IEG 201402 DELL Analytics for channel transformation

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