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1 PROMOTION OPTIMIZATION INSTITUTE | FALL SUMMIT 2015 | DALLAS TX Driving Profitability with World-Class Revenue Management Capabilities

Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

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Page 1: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

1  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Driving Profitability with World-Class Revenue Management Capabilities  

Page 2: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

2  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Revenue  Management  Overview  

Revenue  Management  Component  Deep  Dives  

 Brand,  Channel,  Price,  Pack  Architecture  

 Pricing  &  Trade  Promo@on  Management  

 Joint  Business  Planning  

Wrap  Up  

Page 3: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

3  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Many  macro  factors  are  crea@ng  pressure  on  the  CPG  industry  

Low Growth in Mature Markets

•  Domestic demand predicted to grow at population growth

•  Consumption levels haven’t bounced back post recession

•  Commodity cost escalation and volatility putting margin pressures

•  Above trends only marginally offset by growth in emerging markets

Intensifying Competition

•  Small brands taking share

•  Scale losing value except in select areas (DSD, Distribution, etc.)

•  Large players winning based on brands, cost advantage and out-investing in capabilities

•  Mid-sized players getting squeezed

Changing Retail Landscape

•  Additional 290M retail sq. feet coming online by 2025 – with flat consumption

•  Fast growing new retail formats (Club / Dollar /Drug)…

•  …with fundamentally different go to market and trade requirements

•  Online grocery retail becoming a commendable force – expected to be 10% of the market by 2025

Evolving Consumer Preferences & Profiles

•  Two distinct consumer segments emerging: Selectionist & Survivalist

•  Growing ethnic population but homogenizing tastes

•  Increasing focus on organic and healthy choices

•  Digitally savvy consumers seeking mobile / social media forums to interact with brands

Page 4: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

4  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Revenue  Management  is  one  of  the  key  capabili@es  CPG  companies  are  leveraging  to  address  these  challenges  head  on  

Revenue Management enables CPG companies

to access new profit pools, move the demand

curve and sell more products at higher

prices through segmentation and

differentiation

Before

After

Pric

e Volume

Page 5: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

5  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

While  Revenue  Management  seeks  to  drive  profitable  growth  (oJen  in  categories  with  flat  growth),  it  does  not  involve  crime  

Page 6: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

6  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Nor  does  it  involve  simply  redefining  what  is  meant  by  success  

Page 7: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

7  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Instead,  best-­‐in-­‐class  Revenue  Management  incorporates  five  cri@cal  components  to  accelerate  and  fuel  profitable  growth  

Portfolio Opportunity

Mapping

Brand, Channel

Price, Pack Architecture

Active Mix Management

Pricing & Trade

Promotion Management

Joint Business Planning

Discussed in detail on following pages

Enablers

Feedback Loop

Tools and IT enablement

Skilled, empowered organization

Information, data, and analytics

Enabling processes

Page 8: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

8  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Revenue  Management  Overview  

Revenue  Management  Component  Deep  Dives  

 Brand,  Channel,  Price,  Pack  Architecture  

 Pricing  &  Trade  Promo@on  Management  

 Joint  Business  Planning  

Wrap  Up  

Page 9: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

9  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Despite  progress,  new  product  introduc@on  failure  rates  remain  high  

Source: “Creating what Consumers Want”, Strategy+Business, Spring 2015; Affinova

… of newly introduced CPG products fail

… of new product concepts never launch

… of new product sales cannibalize existing brand purchases

66% 65% 50%

“CPG companies don’t have a clear grasp of which combinations of features, packaging, price, and even labeling will persuade consumers to make a purchase”

Page 10: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

10  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Brand,  Channel,  Price,  Pack  Architecture  (BCPPA)  is  a  cri@cal,  but  oJen  overlooked  step  in  the  tradi@onal  product  development  process  

Traditional CPG Innovation Approach

Business Growth

Strategies Ideation

Concept Testing & Product

Validation

Commercial-ization, Retail Execution &

Launch Plans GAP

Many CPG companies today are struggling to get BCPPA right §  Market structure models (IRI Symphony, HRCP) identify opportunity areas but are limited to

historical data §  New product forecasting models (e.g., BASES) size very specific ideas, but cannot cover a wide

enough range of alternatives in a timely and cost-efficient way §  Attitude & Usage (A&U) studies and ethnographies do not provide specific enough input (e.g.,

brand, price, channel, pack, functionality) §  None of the standard approaches factor in company capabilities, economics, or competitive

reactions

Page 11: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

11  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

BCPPA  integrates  market  and  company  data  to  simulate  behaviors  in  an  unconstrained  environment  

Consumer Segmentation

Shopper Segmentation

& Mission

Channel & Retailer Strategy

Category Perspective

Consumer Buying Behavior

Competitive Strategy & Response

Price-Value Proposition

(Features & Attributes)

Margin Potential

(Informed by Cost Structure)

BCPPA

Consumer Preference & Willingness

to Pay

Behavioral Market

Structure

Company Financials

Retail Consumption

Data

Page 12: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

12  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

It  leverages  conjoint  analysis  to  understand  consumer  preferences  –  anyone  in  the  market  for  their  own  jet?  

Page 13: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

13  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Revenue  Management  Overview  

Revenue  Management  Component  Deep  Dives  

 Brand,  Channel,  Price,  Pack  Architecture  

 Pricing  &  Trade  Promo@on  Management  

 Joint  Business  Planning  

Wrap  Up  

Page 14: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

14  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Pricing  and  Trade  Promo@on  Management  is  not  intended  to  start  a  price  war  and  drive  profit  margin  to  zero  

Page 15: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

15  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Advanced  analy@cs  –  in  the  form  of  PEA  and  TPO  –  can  drive  improved  trade  promo@on  efficiency  and  effec@veness  

Trade Promotion Management

TPM

Post-Event Analysis

PEA

Trade Promotion Optimization

TPO

Driving Improved Trade Effectiveness via Advanced Analytics

Trade spend is typically the 2nd biggest line item

behind COGS, yet CPGs often have a negative

ROI on this investment

Leveraging advanced analytics, including PEA and TPO, can help

CPGs drive an improvement in trade ROI of 10 to 20 percentage points

Discussed in detail on following pages

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16  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

PEA  has  long  been  a  top  priority  for  Senior  Management,  but  companies  con@nue  to  struggle  to  get  it  right  

§  Although the concept of PEA is not new, it's still very challenging to get right

§  PEA has become increasingly complex over time due in large part to the expansion and disconnected nature of the data sources used to measure and understand performance

§  Even in today’s advanced digital age a large number of companies attempt to address PEA by building multiple (sometimes thousands of) spreadsheets across the organization…

§  …but in this kind of environment, the bulk of the analysis is sporadic, ad hoc, and often decidedly wrong

§  Even with high demand for a reliable tool, and despite technology vendors making it sound easy, there is no perfect answer in the market today

§  So up to now, companies have had to accept imperfect and unreliable results or severely limit or forego altogether this important capability

PEA

Page 17: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

17  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

GeXng  PEA  right  requires  following  a  set  of  guiding  principles    

Getting PEA Right

Address gaps in foundational TPM capabilities or customer planning processes

Embed the PEA Capability Within the Organization

Use the Right Tools

Understand Limitations of Source Data

Identify One-Time Events That Can Introduce False Causalities

Automate What You Can

Manually Intervene When Necessary

Realize Event-Level ROI Is the Beginning of the

Process, Not the End Goal ROI ROI

Page 18: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

18  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Best-­‐in-­‐class  PEA  capabili@es  minimize  @me  spent  on  “data  factory”  work,  allowing  more  @me  for  value-­‐add  analysis  to  drive  insight  and  ac@on  

Raw Data

Insight Action

Business Leaders

Reliable Data

Data Factory

Analysis Factory

TPM •  Promotions •  Payments

EDW •  Product •  Customer

Market Data

Retail Link

IRI

Nielsen

POS

Post-Event Analysis (PEA)

Minimize time spent here Maximize time spent here

Page 19: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

19  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Trade  promo@on  op@miza@on  (TPO)  leverages  predic@ve  capabili@es  to  enhance  decision  making  

Minimal Optimization

What-If Optimization

Facilitated Optimization

Automated Optimization

§  Involves optimization based on heuristics and subjective analysis of previous promotions

§  Depends on minimal analysis of basic metrics such as incremental shipments

§  Uses advanced analytics to predict consumption and shipment volume

§  Allows the development of “what-if” event and plan scenarios

§  Uses profit-based metrics to prioritize and select events

§  Provides planners with simple tools that help reduce time consuming “what-if” trial and error attempts in a TPO tool

§  Supports optimization analyses with tools such as seasonality and trend plots, merchandising effectiveness profile, price sensitivity profile, sensitivity analysis (e.g., ROI vs. volume), and automated event scenario creation

§  Takes facilitated optimization to the next level by automatically identifying optimal scenarios within a given set of constraints

Increasing Level of Optimization

Trade Promotion Optimization (TPO)

Page 20: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

20  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

TPO  allow  users  to  conduct  “what-­‐if”  analysis,  leveraging  sophis@cated  models  to  predict  event-­‐level  volume  

Predicted Volume

ACV, Trend, Seasonality, Distribution

FSI, Package Promotion

Feature, Display

Regular Price, Price Discount

Size / Brand / Time Switching

Inputs

β In (1+ % ACV Feature & Display r,t) + β r Incremental Volume* r,t-1

exp α r + βr Week Number t + β (Seasonality Indext) + Volume r,t =

β r ln Regular Unit Price r,t + β In (% ACV Distribution) +

β r In (1 + % ACV Featurer,t) + β r In (1 + % ACV Displayr,t) + βr In (1 + % Discount r,t) +

ACVr / 10

βp Incremental Volume* r,t,pACVr / 100***

∑n

p = 1

Average Competitive Price / Poundr,t

100

β f (FSI Value f) + β f (FSI Value** f=1) +∑4

f = 1

+β In (1+ % ACV Feature & Display r,t) + β r Incremental Volume* r,t-1

exp α r + βr Week Number t + β (Seasonality Indext) + Volume r,t =

β r ln Regular Unit Price r,t + β In (% ACV Distribution) +

β r In (1 + % ACV Featurer,t) + β r In (1 + % ACV Displayr,t) + βr In (1 + % Discount r,t) +

ACVr / 10

βp Incremental Volume* r,t,pACVr / 100***

∑n

p = 1

Average Competitive Price / Poundr,t

100

β f (FSI Value f) + β f (FSI Value** f=1) +∑4

f = 1

+

Volume = ƒ (Base Volume, Price, Merchandising, Cannibalization, Consumer Promotion)

Predictive Models

ILLUSTRATIVE

Page 21: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

21  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

However,  several  CPG  companies  face  challenges  in  realizing  TPO’s  full  poten@al  

Challenges Faced by CPG Companies in Realizing TPO Benefits

Model Accuracy

§  No rigorous statistical validation methodology in place

§  Can’t handle some business scenarios accurately (drop-off over time, BOGO vs. TPR, etc.)

§  Models require ongoing refinement to ensure they continue to predict with acceptable degree of accuracy

Accuracy of Inputs

§  Sales teams lack analytical capability to effectively use model

§  Teams have to get used to entering more details of the promotions, e.g., execution details such as %ACV, etc.

§  Teams required to force-fit promotions to TPM format

Tool Challenges

§  Functionality –  Questionable ROI metrics –  Various functionality bugs

§  Usability –  Poor Interface design

§  Performance –  Tool is slow and often

unresponsive

Results in organization’s lack of trust and frustration with the tool leading to lack of adoption

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22  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

A  combina@on  of  accurate  inputs,  strong  models,  func@onality,  and  suppor@ng  processes  can  help  achieve  TPO’s  full  poten@al  

+ +

Description: Tool is intuitive and with robust and reliable functionality

Successful TPO Implementation & Reliable Models

Functional Tool

Right Processes / Change Management

Description: With proper inputs, the model predicts accurate results within +/- 5%

Strong Models

•  Model refresh mgmt.

•  Statistical model validation

•  Transparent fit assessment

Description: Model inputs reflect projected execution, not just the promotion plan

Accurate Inputs

•  Timely and accurate setup

•  Training and support

•  Functional review and business configuration

•  Testing and issue resolution

Requirements for Successful TPO Implementation

Page 23: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

23  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Revenue  Management  Overview  

Revenue  Management  Component  Deep  Dives  

 Brand,  Channel,  Price,  Pack  Architecture  

 Pricing  &  Trade  Promo@on  Management  

 Joint  Business  Planning  

Wrap  Up  

Page 24: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

24  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Joint  Business  Planning  is  more  than  making  it  through  a  mee@ng  without  telling  our  customers  they  are  stupid  

Page 25: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

25  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Joint  Business  Planning  is  about  “we”  –  not  “us  vs.  them”  

Page 26: Driving Profitability with World-Class Revenue Management ... · Instead,&bestOinOclass&Revenue&Management& incorporatesfive&cricalcomponentstoaccelerate& andfuelprofitablegrowth

26  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

“Collabora@on”  –  American  Heritage  Dic@onary  

“To work together, especially in a joint intellectual effort.”

“To cooperate treasonably, as with an enemy occupation force

in one’s country.”

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27  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

A  recent  Strategy&  survey  of  manufacturers  and  retailers  indicates  that  both  believe  in  the  importance  of  collabora@on…  

Importance of Collaboration to Future Success

25% 15% 35% 10% 75% 95% 30% 5% 90% 80% 0% 60% 50% 55% 65% 100% 70% 85% 40% 45% 20%

92%

5%

Importance

Som

ewha

t Im

porta

nt

Very

Im

porta

nt

56%

0%

39% Impo

rtant

8%

Response Percentage

Retailers Manufacturers

Source: Manufacturer and retailer collaboration survey conducted by PwC Strategy&

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28  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

…and  have  achieved  many  benefits  from  it  

Achieved Benefits of Collaboration

60%

10%

40%

50%

20%

0%

80%

70%

30%

90%

100%

53% 50%

Increased customer loyality

75%

60%

30%

65%

55%

More effective and efficient

planning

80%

Perc

enta

ge A

chie

ved

Reduced out-of-stock

20%

40%

50%

More effective promotions

30%

More effective new product introductions

Share growth

60%

50%

Revenue growth

Retailer  Manufacturer  

Source: Manufacturer and retailer collaboration survey conducted by PwC Strategy&

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29  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Retailers  cite  TPM  collabora@on  as  the  best  quality,  but  opportuni@es  exist  to  incorporate  market/consumer  insight    

Source: Manufacturer and retailer collaboration survey conducted by PwC Strategy&

Retailer’s Perspective on Quality of Interaction By Functional Area

Low Medium High

Benefits of Market Research/Consumer Insight

Not Beneficial Somewhat Beneficial

Beneficial

Mar

ket R

esea

rch

/ C

onsu

mer

Insi

ght

TPM

In-S

tore

R

esea

rch

Eva

luat

ion

of

com

petit

ors

perfo

rman

ce

Sho

pper

In

sigh

ts

Hou

seho

ld

leve

l dy

nam

ics

Retailer Manufacturer

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30  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Collabora@ve  manufacturers  have  broken  down  data  barriers  –  now  the  key  challenges  are  more  strategic  in  nature  

More strategic barriers

Data-related barriers

Barriers to More Successful Trade Promotion 5%

0%

100%

95%

90%

85%

80%

75%

70%

65%

60%

55%

50%

45%

40%

35%

30%

25%

20%

15%

10%

52%

17%

40%

67%

56%

92%

Less Collaboartive Manufacturers More Collaborative Manufacturers

Insufficient Data

Poor Data Quality

Inability to Align with Partner Goals

Source: Manufacturer and retailer collaboration survey conducted by PwC Strategy&

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Joint  business  planning  between  manufactures  and  retailers  helps  establish  common  goals  to  create  win-­‐win  scenarios  

Components of Joint Business Planning

Line of Sight

Appropriate Metrics

Joint-Event Planning

•  Finalize promotional details jointly (e.g. Exact funding, mechanics, timing / calendar, execution)

•  Communicate internally to realign with internal plans (S&OP, promo guideline compliance)

§  Gain

•  Set common product, event and time based performance metrics for manufacturer and retailer to develop common goals

•  Enforce uniform measurement and tracking practices to ensure invoicing is tied back to the individual promotional tactic

•  Establish a clear line of sight and fluid communication mechanisms with customers on product strategies, volume planning, product hierarchies, category definitions, mix, BI etc.

•  Support ongoing communication with clearly defined operating model including people, processes and tools

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32  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Revenue  Management  Overview  

Revenue  Management  Component  Deep  Dives  

 Brand,  Channel,  Price,  Pack  Architecture  

 Pricing  &  Trade  Promo@on  Management  

 Joint  Business  Planning  

Wrap  Up  

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In  closing  …  

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34  PROMOTION  OPTIMIZATION  INSTITUTE        |      FALL  SUMMIT  2015      |      DALLAS  TX  

Thank  you  for  your  @me  today  –  please  feel  free  to  reach  out  to  discuss  any  of  these  topics  in  more  detail  

Dallas  Mobile:  +1  817-­‐789-­‐5657  [email protected]  

David  Ganiear  Partner,  PwC  Strategy&  

Retail  &  Consumer  PracHce