SlideShare una empresa de Scribd logo
1 de 26
#AnaplanHub16
Smarter planning apps
for numbers-driven
companies
#AnaplanHub16
Why Bespoke
Supply Chain Analytics?
Tom Davis
May 10, 2016
Why Bespoke Supply Chain Analytics?
 Introduction
 The Supply Chain Analytics Domain
 A Quick Look: Analytics in Practice
 Bringing Analytics to the Organization
 The Anaplan Connection
5/10/2016© 2016 End-to-End Analytics, LLC 5
5/10/20166© 2016 End-to-End Analytics, LLC
Founded in 2005
Based in Palo Alto, CA
40+ professional staff
12 Ph.D.’s from top universities
Resources in CA, MI, MA, Peru, Brazil
Over 75 clients
More than 500 projects to date
30+ published articles
More than 15 patents
End-to-End Analytics: Who Are We?
Company
Team
Work
Specialist consulting firm focused on supply chain analytics
Previously employed by top companies
Articles published in leading publications
Project work across leaders in many industries
 HP
 Philips
 McKinsey & Co.
 SAS Institute
 Procter & Gamble
 Nestlé
 Networking Equipment
 Food & Beverage
 CPG
 Medical & Healthcare
 Automotive
 Semiconductors
 Cosmetics
 Internet Search
Why Bespoke Supply Chain Analytics?
 Introduction
 The Supply Chain Analytics Domain
 Planning Framework
 Data & Analysis Framework
 Roles
 A Quick Look: Analytics in Practice
 Bringing Analytics to the Organization
 The Anaplan Connection
5/10/2016© 2016 End-to-End Analytics, LLC 7
What Does “Analytics” Mean?
5/10/20168© 2016 End-to-End Analytics, LLC
What should we do?What will happen?What happened?
Descriptive
Predictive
Prescriptive
The Classic S&OP Framework
Demand-Supply
Matching
Financial
Forecasting
Inventory
Targeting
Capacity
Planning
Demand
Planning
Supply
Planning
Production
Scheduling
Material
Planning
Core of S&OP
Holistic View of S&OP
5/10/2016© 2016 End-to-End Analytics, LLC
Promotion
Planning
9
Planning Solution Architecture
5/10/201610© 2016 End-to-End Analytics, LLC
Data Layer
Analytics Layer
Interaction Layer
Visualization Layer
ERP
EDW
• Disseminating Information
• Dashboards / Consensus Meetings
• Exception Management
• Data management
• Data preparation
• Different from a data warehouse
• Making & Capturing Decisions
• Data Manipulation (“Pivoting”)
• Calculation engine
• Analytics tuning / solution development
Demand Analysis vs. Demand Planning
5/10/201611
Step Analysis Planning
Validate and Prepare
Data
• Access to EDW
• Ability to insert and manage new signals
• Automatically loaded into a DP tool
• Metrics and charts to validate data
Aggregate and
Interpret
• Ad-hoc analysis and reporting for new
signals
• Metrics and charts that support aggregation
and drill-down
Explore • Sandbox to conduct ad-hoc analysis and
reporting for new signals
• Comparison of multiple vetted signals in a
single view
• Exception dashboards
Adjust • Adjust the models • Overwrite the default forecast
Define Modeling
Strategy
• Sandbox to conduct segmentation strategies • Exception dashboards to determine when to
override
Create & Run
Forecast Models
• Sandbox to build models on the fly • Exception dashboards to determine when to
override
Validate Forecasts • In and out of sample tests • Metrics and charts that support aggregation
and drill-down
• Comparison against other signals and the
business plan
Publish Results • Methodology for implementation in DP tool • Actual forecast
© 2016 End-to-End Analytics, LLC
Why Bespoke Supply Chain Analytics?
 Introduction
 The Supply Chain Analytics Domain
 A Quick Look: Analytics in Practice
 Bringing Analytics to the Organization
 The Anaplan Connection
5/10/2016© 2016 End-to-End Analytics, LLC 12
Forecast “Reality Check”
5/10/2016© 2016 End-to-End Analytics, LLC
Past Sales forecasts
were too high
Marketing forecast
is in line with the
statistical range.
Current Sales forecast
looks optimistic again.
13
Forecast Data Entry
5/10/2016© 2016 End-to-End Analytics, LLC 14
Forecast Analysis & Entry
5/10/201615© 2016 End-to-End Analytics, LLC
Forecast Entry
5/10/2016© 2016 End-to-End Analytics, LLC 16
Forecast Analysis & Entry
5/10/2016© 2016 End-to-End Analytics, LLC 17
Supply Planning Analytics
5/10/201618© 2016 End-to-End Analytics, LLC
Why Bespoke Supply Chain Analytics?
 Introduction
 The Supply Chain Analytics Domain
 A Quick Look: Analytics in Practice
 Bringing Analytics to the Organization
 Visualize the Data
 Avoid Black Boxes
 Build Your Own
 The Anaplan Connection
5/10/2016© 2016 End-to-End Analytics, LLC 19
Our Beliefs about Decision Support
Visual, intuitive interfaces are key
Interaction with the math is as important as the math itself
 Don’t just tell people the answer – show them why it’s the answer
Decision Support is best developed in an iterative manner
 Decision Support usually needs to be customized to your business
 Most software development is linear:
requirements – build – test – deploy
 But building good analytics needs multiple iterations:
mock-up – rapid prototype – try out and learn – revise prototype – repeat
5/10/2016© 2016 End-to-End Analytics, LLC 6
Avoid “Black Box” Syndrome
Many analytics projects fail because of the “black box” effect
Good visualizations are key to helping stakeholders understand the
calculations – and therefore buy in to the results
Drill Down
5/10/2016© 2016 End-to-End Analytics, LLC 21
Change policy and instantly see the
impact on inventory and backlog
Building Often Better Than Buying
5/10/201622© 2016 End-to-End Analytics, LLC
Packaged Software
Perception Reality PerceptionReality
Custom Tools Building Your Own Can
Improve the Result and
Saves Time
 Solves your problem
 No unnecessary data gathering
 No “shoe-horning” problem into
a model that doesn’t fit
 Almost as fast to build as
configuring a packaged solution
 Stakeholders understand the
calculations and buy in to the results
 Result: Better outputs and more
efficient analysis outweigh
potentially small increase in build /
configure time
Off-the-Shelf Package Myths
“One solution can solve every problem.”
“With a little training, anybody can use it.”
“It saves time.”
Configure Configure
Analyze
Analyze
Analyze
Analyze
Build Build
Typical Supply Chain Packages/Modules
5/10/201623© 2016 End-to-End Analytics, LLC
+ Candidate for a
tailored solution
x
Best served
“off-the-shelf”
+
++
+
+
x
xxxx
x
x
+ +
+
+
x
x
Why Bespoke Supply Chain Analytics?
 Introduction
 The Supply Chain Analytics Domain
 A Quick Look: Analytics in Practice
 Bringing Analytics to the Organization
 The Anaplan Connection
5/10/2016© 2016 End-to-End Analytics, LLC 24
5/10/201625© 2016 End-to-End Analytics, LLC
Smarter Planning for
Numbers-Driven Companies
Q A

Más contenido relacionado

La actualidad más candente

Hub16: Equifax: Quota and territory planning: The challenges and opportunitie...
Hub16: Equifax: Quota and territory planning: The challenges and opportunitie...Hub16: Equifax: Quota and territory planning: The challenges and opportunitie...
Hub16: Equifax: Quota and territory planning: The challenges and opportunitie...Anaplan
 
Sales Operations as the Change Agent of the Sales Organization
Sales Operations as the Change Agent of the Sales OrganizationSales Operations as the Change Agent of the Sales Organization
Sales Operations as the Change Agent of the Sales OrganizationApttus
 
Challenging Traditional Measurement Methods to Maximize ROI
Challenging Traditional Measurement Methods to Maximize ROIChallenging Traditional Measurement Methods to Maximize ROI
Challenging Traditional Measurement Methods to Maximize ROISAP Customer Experience
 
7 reasons to upgrade your spreadsheets to a true planning platform
7 reasons to upgrade your spreadsheets to a true planning platform7 reasons to upgrade your spreadsheets to a true planning platform
7 reasons to upgrade your spreadsheets to a true planning platformAnaplan
 
Addressing the FP&A talent gap with the Association for Financial Professionals
 Addressing the FP&A talent gap with the Association for Financial Professionals Addressing the FP&A talent gap with the Association for Financial Professionals
Addressing the FP&A talent gap with the Association for Financial ProfessionalsAnaplan
 
Turning Analysis into Action with APIs - Superweek 2017
Turning Analysis into Action with APIs - Superweek 2017Turning Analysis into Action with APIs - Superweek 2017
Turning Analysis into Action with APIs - Superweek 2017Peter Meyer
 
Why Companies Need New Approaches for Faster Time-to-Insight
Why Companies Need New Approaches for Faster Time-to-Insight Why Companies Need New Approaches for Faster Time-to-Insight
Why Companies Need New Approaches for Faster Time-to-Insight SAP Asia Pacific
 
Turning Analysis into Action with APIs - Superweek2017
Turning Analysis into Action with APIs - Superweek2017Turning Analysis into Action with APIs - Superweek2017
Turning Analysis into Action with APIs - Superweek2017Mark Edmondson
 
Radical Analytics, Superweek Hungary, January 2017
Radical Analytics, Superweek Hungary, January 2017Radical Analytics, Superweek Hungary, January 2017
Radical Analytics, Superweek Hungary, January 2017Stéphane Hamel
 
Beyond the Dashboard - Exploratory Analytics
Beyond the Dashboard - Exploratory AnalyticsBeyond the Dashboard - Exploratory Analytics
Beyond the Dashboard - Exploratory AnalyticsMISNet - Integeo SE Asia
 
#askSAP Analytics Innovations Community Call – Bridging the Information Gap
#askSAP Analytics Innovations Community Call – Bridging the Information Gap#askSAP Analytics Innovations Community Call – Bridging the Information Gap
#askSAP Analytics Innovations Community Call – Bridging the Information GapSAP Analytics
 
Data import and widening in Google Analytics
Data import and widening in Google AnalyticsData import and widening in Google Analytics
Data import and widening in Google AnalyticsZorin Radovancevic
 
SAP Business Analytics Solutions - Groupsoft US Inc.
SAP Business Analytics Solutions - Groupsoft US Inc.SAP Business Analytics Solutions - Groupsoft US Inc.
SAP Business Analytics Solutions - Groupsoft US Inc.Groupsoft US Inc.
 
Predictive Conversion Modeling - Lifting Web Analytics to the next level
Predictive Conversion Modeling - Lifting Web Analytics to the next levelPredictive Conversion Modeling - Lifting Web Analytics to the next level
Predictive Conversion Modeling - Lifting Web Analytics to the next levelPetri Mertanen
 
Why Integration to ERP matters for Industrial Manufacturers
Why Integration to ERP matters for Industrial ManufacturersWhy Integration to ERP matters for Industrial Manufacturers
Why Integration to ERP matters for Industrial ManufacturersApttus
 
Streaming analytics @ ING by David Vaquero at Big Data Spain 2017
Streaming analytics @ ING by David Vaquero at Big Data Spain 2017Streaming analytics @ ING by David Vaquero at Big Data Spain 2017
Streaming analytics @ ING by David Vaquero at Big Data Spain 2017Big Data Spain
 
HPE ADM Software Innovation Workshop
HPE ADM Software Innovation WorkshopHPE ADM Software Innovation Workshop
HPE ADM Software Innovation WorkshopMatt Angerer
 
Future-Proof Your Business Processes by Automating SAP S/4HANA processes with...
Future-Proof Your Business Processes by Automating SAP S/4HANA processes with...Future-Proof Your Business Processes by Automating SAP S/4HANA processes with...
Future-Proof Your Business Processes by Automating SAP S/4HANA processes with...SAP Technology
 

La actualidad más candente (20)

Hub16: Equifax: Quota and territory planning: The challenges and opportunitie...
Hub16: Equifax: Quota and territory planning: The challenges and opportunitie...Hub16: Equifax: Quota and territory planning: The challenges and opportunitie...
Hub16: Equifax: Quota and territory planning: The challenges and opportunitie...
 
Sales Operations as the Change Agent of the Sales Organization
Sales Operations as the Change Agent of the Sales OrganizationSales Operations as the Change Agent of the Sales Organization
Sales Operations as the Change Agent of the Sales Organization
 
Challenging Traditional Measurement Methods to Maximize ROI
Challenging Traditional Measurement Methods to Maximize ROIChallenging Traditional Measurement Methods to Maximize ROI
Challenging Traditional Measurement Methods to Maximize ROI
 
7 reasons to upgrade your spreadsheets to a true planning platform
7 reasons to upgrade your spreadsheets to a true planning platform7 reasons to upgrade your spreadsheets to a true planning platform
7 reasons to upgrade your spreadsheets to a true planning platform
 
Addressing the FP&A talent gap with the Association for Financial Professionals
 Addressing the FP&A talent gap with the Association for Financial Professionals Addressing the FP&A talent gap with the Association for Financial Professionals
Addressing the FP&A talent gap with the Association for Financial Professionals
 
Turning Analysis into Action with APIs - Superweek 2017
Turning Analysis into Action with APIs - Superweek 2017Turning Analysis into Action with APIs - Superweek 2017
Turning Analysis into Action with APIs - Superweek 2017
 
Why Companies Need New Approaches for Faster Time-to-Insight
Why Companies Need New Approaches for Faster Time-to-Insight Why Companies Need New Approaches for Faster Time-to-Insight
Why Companies Need New Approaches for Faster Time-to-Insight
 
Turning Analysis into Action with APIs - Superweek2017
Turning Analysis into Action with APIs - Superweek2017Turning Analysis into Action with APIs - Superweek2017
Turning Analysis into Action with APIs - Superweek2017
 
Radical Analytics, Superweek Hungary, January 2017
Radical Analytics, Superweek Hungary, January 2017Radical Analytics, Superweek Hungary, January 2017
Radical Analytics, Superweek Hungary, January 2017
 
Beyond the Dashboard - Exploratory Analytics
Beyond the Dashboard - Exploratory AnalyticsBeyond the Dashboard - Exploratory Analytics
Beyond the Dashboard - Exploratory Analytics
 
#askSAP Analytics Innovations Community Call – Bridging the Information Gap
#askSAP Analytics Innovations Community Call – Bridging the Information Gap#askSAP Analytics Innovations Community Call – Bridging the Information Gap
#askSAP Analytics Innovations Community Call – Bridging the Information Gap
 
Data import and widening in Google Analytics
Data import and widening in Google AnalyticsData import and widening in Google Analytics
Data import and widening in Google Analytics
 
SAP Business Analytics Solutions - Groupsoft US Inc.
SAP Business Analytics Solutions - Groupsoft US Inc.SAP Business Analytics Solutions - Groupsoft US Inc.
SAP Business Analytics Solutions - Groupsoft US Inc.
 
Democratizing analytics
Democratizing analytics Democratizing analytics
Democratizing analytics
 
Predictive Conversion Modeling - Lifting Web Analytics to the next level
Predictive Conversion Modeling - Lifting Web Analytics to the next levelPredictive Conversion Modeling - Lifting Web Analytics to the next level
Predictive Conversion Modeling - Lifting Web Analytics to the next level
 
Company presentation
Company presentationCompany presentation
Company presentation
 
Why Integration to ERP matters for Industrial Manufacturers
Why Integration to ERP matters for Industrial ManufacturersWhy Integration to ERP matters for Industrial Manufacturers
Why Integration to ERP matters for Industrial Manufacturers
 
Streaming analytics @ ING by David Vaquero at Big Data Spain 2017
Streaming analytics @ ING by David Vaquero at Big Data Spain 2017Streaming analytics @ ING by David Vaquero at Big Data Spain 2017
Streaming analytics @ ING by David Vaquero at Big Data Spain 2017
 
HPE ADM Software Innovation Workshop
HPE ADM Software Innovation WorkshopHPE ADM Software Innovation Workshop
HPE ADM Software Innovation Workshop
 
Future-Proof Your Business Processes by Automating SAP S/4HANA processes with...
Future-Proof Your Business Processes by Automating SAP S/4HANA processes with...Future-Proof Your Business Processes by Automating SAP S/4HANA processes with...
Future-Proof Your Business Processes by Automating SAP S/4HANA processes with...
 

Destacado

7 Reasons Why Bespoke Software Development Makes Sense
7 Reasons Why Bespoke Software Development Makes Sense 7 Reasons Why Bespoke Software Development Makes Sense
7 Reasons Why Bespoke Software Development Makes Sense Schnell Solutions Limited
 
Hub16: Accelerating growth strategies and sales performance with a platform s...
Hub16: Accelerating growth strategies and sales performance with a platform s...Hub16: Accelerating growth strategies and sales performance with a platform s...
Hub16: Accelerating growth strategies and sales performance with a platform s...Anaplan
 
Tips for aligning business process and systems to support accurate quota and ...
Tips for aligning business process and systems to support accurate quota and ...Tips for aligning business process and systems to support accurate quota and ...
Tips for aligning business process and systems to support accurate quota and ...Anaplan
 
Hub16: VMware – Enabling business modeling and sales planning with Anaplan
Hub16: VMware – Enabling business modeling and sales planning with AnaplanHub16: VMware – Enabling business modeling and sales planning with Anaplan
Hub16: VMware – Enabling business modeling and sales planning with AnaplanAnaplan
 
Hub16: Revenue modeling at Autodesk: Aligning Sales Operations and Finance wi...
Hub16: Revenue modeling at Autodesk: Aligning Sales Operations and Finance wi...Hub16: Revenue modeling at Autodesk: Aligning Sales Operations and Finance wi...
Hub16: Revenue modeling at Autodesk: Aligning Sales Operations and Finance wi...Anaplan
 
Hub16: Managing two distinctive workforce plans to drive growth
Hub16: Managing two distinctive workforce plans to drive growthHub16: Managing two distinctive workforce plans to drive growth
Hub16: Managing two distinctive workforce plans to drive growthAnaplan
 
Технологически подкованные маркетологи оставляют электронные таблицы в прошло...
Технологически подкованные маркетологи оставляют электронные таблицы в прошло...Технологически подкованные маркетологи оставляют электронные таблицы в прошло...
Технологически подкованные маркетологи оставляют электронные таблицы в прошло...Anaplan
 
Supply Chain Segmentation & Analytics
Supply Chain Segmentation & AnalyticsSupply Chain Segmentation & Analytics
Supply Chain Segmentation & AnalyticsAIMMS
 
Anaplan SPM webinar series: Tips for optimizing your sales force productivity
Anaplan SPM webinar series: Tips for optimizing your sales force productivityAnaplan SPM webinar series: Tips for optimizing your sales force productivity
Anaplan SPM webinar series: Tips for optimizing your sales force productivityAnaplan
 
Hub16: Deloitte perspective: Next Generation Enterprise
Hub16: Deloitte perspective: Next Generation EnterpriseHub16: Deloitte perspective: Next Generation Enterprise
Hub16: Deloitte perspective: Next Generation EnterpriseAnaplan
 
7 причин заменить электронные таблицы эффективной платформой для планирования
 7 причин заменить электронные таблицы эффективной платформой для планирования 7 причин заменить электронные таблицы эффективной платформой для планирования
7 причин заменить электронные таблицы эффективной платформой для планированияAnaplan
 
Anaplan Marketing Operational Excellence webinar: Planning to performance
Anaplan Marketing Operational Excellence webinar: Planning to performanceAnaplan Marketing Operational Excellence webinar: Planning to performance
Anaplan Marketing Operational Excellence webinar: Planning to performanceAnaplan
 
The tech-savvy marketer is finally ditching the spreadsheet
The tech-savvy marketer is finally ditching the spreadsheetThe tech-savvy marketer is finally ditching the spreadsheet
The tech-savvy marketer is finally ditching the spreadsheetAnaplan
 
Forbes webinar: The transformative CMO
Forbes webinar: The transformative CMOForbes webinar: The transformative CMO
Forbes webinar: The transformative CMOAnaplan
 
20131202 Value of supply chain analytics for the electronics industry - a st...
20131202  Value of supply chain analytics for the electronics industry - a st...20131202  Value of supply chain analytics for the electronics industry - a st...
20131202 Value of supply chain analytics for the electronics industry - a st...Thorsten Schroeer
 
Business Functions & Business Processes in ERP
Business Functions & Business Processes in ERPBusiness Functions & Business Processes in ERP
Business Functions & Business Processes in ERPTom Matys
 
7 raisons de passer des tableurs à une plateforme de planification cloud
7 raisons de passer des tableurs à une plateforme de planification cloud7 raisons de passer des tableurs à une plateforme de planification cloud
7 raisons de passer des tableurs à une plateforme de planification cloudAnaplan
 
5 Erfolgstipps für bessere Quoten
5 Erfolgstipps für bessere Quoten5 Erfolgstipps für bessere Quoten
5 Erfolgstipps für bessere QuotenAnaplan
 
Der technika¬ne Marketingfachmann legt die gute alte Tabelle endlich beiseite...
Der technika¬ne Marketingfachmann legt die gute alte Tabelle endlich beiseite...Der technika¬ne Marketingfachmann legt die gute alte Tabelle endlich beiseite...
Der technika¬ne Marketingfachmann legt die gute alte Tabelle endlich beiseite...Anaplan
 

Destacado (19)

7 Reasons Why Bespoke Software Development Makes Sense
7 Reasons Why Bespoke Software Development Makes Sense 7 Reasons Why Bespoke Software Development Makes Sense
7 Reasons Why Bespoke Software Development Makes Sense
 
Hub16: Accelerating growth strategies and sales performance with a platform s...
Hub16: Accelerating growth strategies and sales performance with a platform s...Hub16: Accelerating growth strategies and sales performance with a platform s...
Hub16: Accelerating growth strategies and sales performance with a platform s...
 
Tips for aligning business process and systems to support accurate quota and ...
Tips for aligning business process and systems to support accurate quota and ...Tips for aligning business process and systems to support accurate quota and ...
Tips for aligning business process and systems to support accurate quota and ...
 
Hub16: VMware – Enabling business modeling and sales planning with Anaplan
Hub16: VMware – Enabling business modeling and sales planning with AnaplanHub16: VMware – Enabling business modeling and sales planning with Anaplan
Hub16: VMware – Enabling business modeling and sales planning with Anaplan
 
Hub16: Revenue modeling at Autodesk: Aligning Sales Operations and Finance wi...
Hub16: Revenue modeling at Autodesk: Aligning Sales Operations and Finance wi...Hub16: Revenue modeling at Autodesk: Aligning Sales Operations and Finance wi...
Hub16: Revenue modeling at Autodesk: Aligning Sales Operations and Finance wi...
 
Hub16: Managing two distinctive workforce plans to drive growth
Hub16: Managing two distinctive workforce plans to drive growthHub16: Managing two distinctive workforce plans to drive growth
Hub16: Managing two distinctive workforce plans to drive growth
 
Технологически подкованные маркетологи оставляют электронные таблицы в прошло...
Технологически подкованные маркетологи оставляют электронные таблицы в прошло...Технологически подкованные маркетологи оставляют электронные таблицы в прошло...
Технологически подкованные маркетологи оставляют электронные таблицы в прошло...
 
Supply Chain Segmentation & Analytics
Supply Chain Segmentation & AnalyticsSupply Chain Segmentation & Analytics
Supply Chain Segmentation & Analytics
 
Anaplan SPM webinar series: Tips for optimizing your sales force productivity
Anaplan SPM webinar series: Tips for optimizing your sales force productivityAnaplan SPM webinar series: Tips for optimizing your sales force productivity
Anaplan SPM webinar series: Tips for optimizing your sales force productivity
 
Hub16: Deloitte perspective: Next Generation Enterprise
Hub16: Deloitte perspective: Next Generation EnterpriseHub16: Deloitte perspective: Next Generation Enterprise
Hub16: Deloitte perspective: Next Generation Enterprise
 
7 причин заменить электронные таблицы эффективной платформой для планирования
 7 причин заменить электронные таблицы эффективной платформой для планирования 7 причин заменить электронные таблицы эффективной платформой для планирования
7 причин заменить электронные таблицы эффективной платформой для планирования
 
Anaplan Marketing Operational Excellence webinar: Planning to performance
Anaplan Marketing Operational Excellence webinar: Planning to performanceAnaplan Marketing Operational Excellence webinar: Planning to performance
Anaplan Marketing Operational Excellence webinar: Planning to performance
 
The tech-savvy marketer is finally ditching the spreadsheet
The tech-savvy marketer is finally ditching the spreadsheetThe tech-savvy marketer is finally ditching the spreadsheet
The tech-savvy marketer is finally ditching the spreadsheet
 
Forbes webinar: The transformative CMO
Forbes webinar: The transformative CMOForbes webinar: The transformative CMO
Forbes webinar: The transformative CMO
 
20131202 Value of supply chain analytics for the electronics industry - a st...
20131202  Value of supply chain analytics for the electronics industry - a st...20131202  Value of supply chain analytics for the electronics industry - a st...
20131202 Value of supply chain analytics for the electronics industry - a st...
 
Business Functions & Business Processes in ERP
Business Functions & Business Processes in ERPBusiness Functions & Business Processes in ERP
Business Functions & Business Processes in ERP
 
7 raisons de passer des tableurs à une plateforme de planification cloud
7 raisons de passer des tableurs à une plateforme de planification cloud7 raisons de passer des tableurs à une plateforme de planification cloud
7 raisons de passer des tableurs à une plateforme de planification cloud
 
5 Erfolgstipps für bessere Quoten
5 Erfolgstipps für bessere Quoten5 Erfolgstipps für bessere Quoten
5 Erfolgstipps für bessere Quoten
 
Der technika¬ne Marketingfachmann legt die gute alte Tabelle endlich beiseite...
Der technika¬ne Marketingfachmann legt die gute alte Tabelle endlich beiseite...Der technika¬ne Marketingfachmann legt die gute alte Tabelle endlich beiseite...
Der technika¬ne Marketingfachmann legt die gute alte Tabelle endlich beiseite...
 

Similar a Hub16: Why Bespoke Supply Chain Analytics?

SAP® S&OP powered by SAP HANA®: Practical Steps to Launch for Results
SAP® S&OP powered by SAP HANA®: Practical Steps to Launch for ResultsSAP® S&OP powered by SAP HANA®: Practical Steps to Launch for Results
SAP® S&OP powered by SAP HANA®: Practical Steps to Launch for ResultsPlan4Demand
 
PrADS Introduction & offerings 2017
PrADS Introduction & offerings 2017 PrADS Introduction & offerings 2017
PrADS Introduction & offerings 2017 Kiran Kumar Muthyala
 
Making Money Out of Data
Making Money Out of DataMaking Money Out of Data
Making Money Out of DataDigital Vidya
 
Insightbytes Services and Features Introduction
Insightbytes Services and Features IntroductionInsightbytes Services and Features Introduction
Insightbytes Services and Features Introductioninsightbytes
 
Top 3 challenges of data governance & performance measurement in 2020
Top 3 challenges of data governance & performance measurement in 2020Top 3 challenges of data governance & performance measurement in 2020
Top 3 challenges of data governance & performance measurement in 2020ObservePoint
 
JU Analytics Day Presentation by Naveen Agarwal, Creative Analytics Solutions...
JU Analytics Day Presentation by Naveen Agarwal, Creative Analytics Solutions...JU Analytics Day Presentation by Naveen Agarwal, Creative Analytics Solutions...
JU Analytics Day Presentation by Naveen Agarwal, Creative Analytics Solutions...Naveen Agarwal
 
Machine Learning Application to Manufacturing using Tableau, Tableau and Goog...
Machine Learning Application to Manufacturing using Tableau, Tableau and Goog...Machine Learning Application to Manufacturing using Tableau, Tableau and Goog...
Machine Learning Application to Manufacturing using Tableau, Tableau and Goog...Manju Devadas
 
Towards connected planning for Supply Chain
Towards connected planning for Supply Chain Towards connected planning for Supply Chain
Towards connected planning for Supply Chain Bluecrux
 
Analytics summer workshop preview
Analytics summer workshop previewAnalytics summer workshop preview
Analytics summer workshop previewMichael Bliemel
 
The art of implementing data lineage
The art of implementing data lineageThe art of implementing data lineage
The art of implementing data lineageLeigh Hill
 
AnaplanOSFINALWebinarPresentation(Forrester)
AnaplanOSFINALWebinarPresentation(Forrester)AnaplanOSFINALWebinarPresentation(Forrester)
AnaplanOSFINALWebinarPresentation(Forrester)Laura Roach
 
Learning's Big Data Problem: Measuring & Analyzing Impact
Learning's Big Data Problem: Measuring & Analyzing ImpactLearning's Big Data Problem: Measuring & Analyzing Impact
Learning's Big Data Problem: Measuring & Analyzing ImpactWatershed
 
Consumer Insights Transformation v1.3
Consumer Insights Transformation v1.3Consumer Insights Transformation v1.3
Consumer Insights Transformation v1.3Bob Pankauskas
 
Consumer insights transformation v1.3
Consumer insights transformation v1.3Consumer insights transformation v1.3
Consumer insights transformation v1.3Bob Pankauskas
 
What's the ROI of Embedded Analytics?
What's the ROI of Embedded Analytics?What's the ROI of Embedded Analytics?
What's the ROI of Embedded Analytics?GoodData
 
La Importancia del Análisis de la Información
La Importancia del Análisis de la InformaciónLa Importancia del Análisis de la Información
La Importancia del Análisis de la InformaciónNexolution
 
Advancing Testing Program Maturity in your organization
Advancing Testing Program Maturity in your organizationAdvancing Testing Program Maturity in your organization
Advancing Testing Program Maturity in your organizationRamkumar Ravichandran
 

Similar a Hub16: Why Bespoke Supply Chain Analytics? (20)

SAP® S&OP powered by SAP HANA®: Practical Steps to Launch for Results
SAP® S&OP powered by SAP HANA®: Practical Steps to Launch for ResultsSAP® S&OP powered by SAP HANA®: Practical Steps to Launch for Results
SAP® S&OP powered by SAP HANA®: Practical Steps to Launch for Results
 
SAP Advanced Analytical Capabilities
SAP Advanced Analytical CapabilitiesSAP Advanced Analytical Capabilities
SAP Advanced Analytical Capabilities
 
PrADS Introduction & offerings 2017
PrADS Introduction & offerings 2017 PrADS Introduction & offerings 2017
PrADS Introduction & offerings 2017
 
Making Money Out of Data
Making Money Out of DataMaking Money Out of Data
Making Money Out of Data
 
Insightbytes Services and Features Introduction
Insightbytes Services and Features IntroductionInsightbytes Services and Features Introduction
Insightbytes Services and Features Introduction
 
Top 3 challenges of data governance & performance measurement in 2020
Top 3 challenges of data governance & performance measurement in 2020Top 3 challenges of data governance & performance measurement in 2020
Top 3 challenges of data governance & performance measurement in 2020
 
JU Analytics Day Presentation by Naveen Agarwal, Creative Analytics Solutions...
JU Analytics Day Presentation by Naveen Agarwal, Creative Analytics Solutions...JU Analytics Day Presentation by Naveen Agarwal, Creative Analytics Solutions...
JU Analytics Day Presentation by Naveen Agarwal, Creative Analytics Solutions...
 
Machine Learning Application to Manufacturing using Tableau, Tableau and Goog...
Machine Learning Application to Manufacturing using Tableau, Tableau and Goog...Machine Learning Application to Manufacturing using Tableau, Tableau and Goog...
Machine Learning Application to Manufacturing using Tableau, Tableau and Goog...
 
Towards connected planning for Supply Chain
Towards connected planning for Supply Chain Towards connected planning for Supply Chain
Towards connected planning for Supply Chain
 
Analytics summer workshop preview
Analytics summer workshop previewAnalytics summer workshop preview
Analytics summer workshop preview
 
The art of implementing data lineage
The art of implementing data lineageThe art of implementing data lineage
The art of implementing data lineage
 
Dr. Innovation
Dr. InnovationDr. Innovation
Dr. Innovation
 
AnaplanOSFINALWebinarPresentation(Forrester)
AnaplanOSFINALWebinarPresentation(Forrester)AnaplanOSFINALWebinarPresentation(Forrester)
AnaplanOSFINALWebinarPresentation(Forrester)
 
Learning's Big Data Problem: Measuring & Analyzing Impact
Learning's Big Data Problem: Measuring & Analyzing ImpactLearning's Big Data Problem: Measuring & Analyzing Impact
Learning's Big Data Problem: Measuring & Analyzing Impact
 
Consumer Insights Transformation v1.3
Consumer Insights Transformation v1.3Consumer Insights Transformation v1.3
Consumer Insights Transformation v1.3
 
Consumer insights transformation v1.3
Consumer insights transformation v1.3Consumer insights transformation v1.3
Consumer insights transformation v1.3
 
What's the ROI of Embedded Analytics?
What's the ROI of Embedded Analytics?What's the ROI of Embedded Analytics?
What's the ROI of Embedded Analytics?
 
A6 big data_in_the_cloud
A6 big data_in_the_cloudA6 big data_in_the_cloud
A6 big data_in_the_cloud
 
La Importancia del Análisis de la Información
La Importancia del Análisis de la InformaciónLa Importancia del Análisis de la Información
La Importancia del Análisis de la Información
 
Advancing Testing Program Maturity in your organization
Advancing Testing Program Maturity in your organizationAdvancing Testing Program Maturity in your organization
Advancing Testing Program Maturity in your organization
 

Más de Anaplan

Keyrus solution harvest front planning slides
Keyrus solution harvest front planning slidesKeyrus solution harvest front planning slides
Keyrus solution harvest front planning slidesAnaplan
 
Keyrus Harvest Front Planning
Keyrus Harvest Front Planning Keyrus Harvest Front Planning
Keyrus Harvest Front Planning Anaplan
 
Spend Analysis
Spend AnalysisSpend Analysis
Spend AnalysisAnaplan
 
EY Intelligent Tax Reporting
EY Intelligent Tax ReportingEY Intelligent Tax Reporting
EY Intelligent Tax ReportingAnaplan
 
EY-Anaplan Partner Showcase
EY-Anaplan Partner ShowcaseEY-Anaplan Partner Showcase
EY-Anaplan Partner ShowcaseAnaplan
 
Wipro Workforce Planning
Wipro Workforce PlanningWipro Workforce Planning
Wipro Workforce PlanningAnaplan
 
Wipro Supply Chain Management Planning
Wipro Supply Chain Management PlanningWipro Supply Chain Management Planning
Wipro Supply Chain Management PlanningAnaplan
 
Wipro Procurement Planning
Wipro Procurement PlanningWipro Procurement Planning
Wipro Procurement PlanningAnaplan
 
Sonum Procurement Operations Planning
Sonum Procurement Operations Planning  Sonum Procurement Operations Planning
Sonum Procurement Operations Planning Anaplan
 
Wipro FP&A Planning
Wipro FP&A PlanningWipro FP&A Planning
Wipro FP&A PlanningAnaplan
 
Keyrus Rhentamed
Keyrus Rhentamed Keyrus Rhentamed
Keyrus Rhentamed Anaplan
 
Keyrus Finance & Merchandise Planning
Keyrus Finance & Merchandise PlanningKeyrus Finance & Merchandise Planning
Keyrus Finance & Merchandise PlanningAnaplan
 
Keyrus Clinical Trials
Keyrus Clinical Trials Keyrus Clinical Trials
Keyrus Clinical Trials Anaplan
 
Keyrus Gross-to-Net
Keyrus Gross-to-Net Keyrus Gross-to-Net
Keyrus Gross-to-Net Anaplan
 
Keyrus FP&A Foundations
Keyrus FP&A FoundationsKeyrus FP&A Foundations
Keyrus FP&A FoundationsAnaplan
 
Deloitte TrendEx
Deloitte TrendExDeloitte TrendEx
Deloitte TrendExAnaplan
 
Accenture ZBB
Accenture ZBBAccenture ZBB
Accenture ZBBAnaplan
 
State of Connected Planning
State of Connected PlanningState of Connected Planning
State of Connected PlanningAnaplan
 
Breaking bad habits with continuous supply chain planning
Breaking bad habits with continuous supply chain planning  Breaking bad habits with continuous supply chain planning
Breaking bad habits with continuous supply chain planning Anaplan
 
Strengthening the connection between the business and supply chain network
Strengthening the connection between the business and supply chain networkStrengthening the connection between the business and supply chain network
Strengthening the connection between the business and supply chain networkAnaplan
 

Más de Anaplan (20)

Keyrus solution harvest front planning slides
Keyrus solution harvest front planning slidesKeyrus solution harvest front planning slides
Keyrus solution harvest front planning slides
 
Keyrus Harvest Front Planning
Keyrus Harvest Front Planning Keyrus Harvest Front Planning
Keyrus Harvest Front Planning
 
Spend Analysis
Spend AnalysisSpend Analysis
Spend Analysis
 
EY Intelligent Tax Reporting
EY Intelligent Tax ReportingEY Intelligent Tax Reporting
EY Intelligent Tax Reporting
 
EY-Anaplan Partner Showcase
EY-Anaplan Partner ShowcaseEY-Anaplan Partner Showcase
EY-Anaplan Partner Showcase
 
Wipro Workforce Planning
Wipro Workforce PlanningWipro Workforce Planning
Wipro Workforce Planning
 
Wipro Supply Chain Management Planning
Wipro Supply Chain Management PlanningWipro Supply Chain Management Planning
Wipro Supply Chain Management Planning
 
Wipro Procurement Planning
Wipro Procurement PlanningWipro Procurement Planning
Wipro Procurement Planning
 
Sonum Procurement Operations Planning
Sonum Procurement Operations Planning  Sonum Procurement Operations Planning
Sonum Procurement Operations Planning
 
Wipro FP&A Planning
Wipro FP&A PlanningWipro FP&A Planning
Wipro FP&A Planning
 
Keyrus Rhentamed
Keyrus Rhentamed Keyrus Rhentamed
Keyrus Rhentamed
 
Keyrus Finance & Merchandise Planning
Keyrus Finance & Merchandise PlanningKeyrus Finance & Merchandise Planning
Keyrus Finance & Merchandise Planning
 
Keyrus Clinical Trials
Keyrus Clinical Trials Keyrus Clinical Trials
Keyrus Clinical Trials
 
Keyrus Gross-to-Net
Keyrus Gross-to-Net Keyrus Gross-to-Net
Keyrus Gross-to-Net
 
Keyrus FP&A Foundations
Keyrus FP&A FoundationsKeyrus FP&A Foundations
Keyrus FP&A Foundations
 
Deloitte TrendEx
Deloitte TrendExDeloitte TrendEx
Deloitte TrendEx
 
Accenture ZBB
Accenture ZBBAccenture ZBB
Accenture ZBB
 
State of Connected Planning
State of Connected PlanningState of Connected Planning
State of Connected Planning
 
Breaking bad habits with continuous supply chain planning
Breaking bad habits with continuous supply chain planning  Breaking bad habits with continuous supply chain planning
Breaking bad habits with continuous supply chain planning
 
Strengthening the connection between the business and supply chain network
Strengthening the connection between the business and supply chain networkStrengthening the connection between the business and supply chain network
Strengthening the connection between the business and supply chain network
 

Último

Pitch Deck Teardown: Geodesic.Life's $500k Pre-seed deck
Pitch Deck Teardown: Geodesic.Life's $500k Pre-seed deckPitch Deck Teardown: Geodesic.Life's $500k Pre-seed deck
Pitch Deck Teardown: Geodesic.Life's $500k Pre-seed deckHajeJanKamps
 
MAHA Global and IPR: Do Actions Speak Louder Than Words?
MAHA Global and IPR: Do Actions Speak Louder Than Words?MAHA Global and IPR: Do Actions Speak Louder Than Words?
MAHA Global and IPR: Do Actions Speak Louder Than Words?Olivia Kresic
 
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCRashishs7044
 
Darshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfDarshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfShashank Mehta
 
Unlocking the Future: Explore Web 3.0 Workshop to Start Earning Today!
Unlocking the Future: Explore Web 3.0 Workshop to Start Earning Today!Unlocking the Future: Explore Web 3.0 Workshop to Start Earning Today!
Unlocking the Future: Explore Web 3.0 Workshop to Start Earning Today!Doge Mining Website
 
Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...Americas Got Grants
 
Digital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfDigital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfJos Voskuil
 
The-Ethical-issues-ghhhhhhhhjof-Byjus.pptx
The-Ethical-issues-ghhhhhhhhjof-Byjus.pptxThe-Ethical-issues-ghhhhhhhhjof-Byjus.pptx
The-Ethical-issues-ghhhhhhhhjof-Byjus.pptxmbikashkanyari
 
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCRashishs7044
 
FULL ENJOY Call girls in Paharganj Delhi | 8377087607
FULL ENJOY Call girls in Paharganj Delhi | 8377087607FULL ENJOY Call girls in Paharganj Delhi | 8377087607
FULL ENJOY Call girls in Paharganj Delhi | 8377087607dollysharma2066
 
Cyber Security Training in Office Environment
Cyber Security Training in Office EnvironmentCyber Security Training in Office Environment
Cyber Security Training in Office Environmentelijahj01012
 
Marketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent ChirchirMarketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent Chirchirictsugar
 
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...ictsugar
 
APRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfAPRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfRbc Rbcua
 
TriStar Gold Corporate Presentation - April 2024
TriStar Gold Corporate Presentation - April 2024TriStar Gold Corporate Presentation - April 2024
TriStar Gold Corporate Presentation - April 2024Adnet Communications
 
Buy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy Verified Accounts
 
Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...Peter Ward
 
8447779800, Low rate Call girls in Tughlakabad Delhi NCR
8447779800, Low rate Call girls in Tughlakabad Delhi NCR8447779800, Low rate Call girls in Tughlakabad Delhi NCR
8447779800, Low rate Call girls in Tughlakabad Delhi NCRashishs7044
 

Último (20)

Pitch Deck Teardown: Geodesic.Life's $500k Pre-seed deck
Pitch Deck Teardown: Geodesic.Life's $500k Pre-seed deckPitch Deck Teardown: Geodesic.Life's $500k Pre-seed deck
Pitch Deck Teardown: Geodesic.Life's $500k Pre-seed deck
 
Enjoy ➥8448380779▻ Call Girls In Sector 18 Noida Escorts Delhi NCR
Enjoy ➥8448380779▻ Call Girls In Sector 18 Noida Escorts Delhi NCREnjoy ➥8448380779▻ Call Girls In Sector 18 Noida Escorts Delhi NCR
Enjoy ➥8448380779▻ Call Girls In Sector 18 Noida Escorts Delhi NCR
 
MAHA Global and IPR: Do Actions Speak Louder Than Words?
MAHA Global and IPR: Do Actions Speak Louder Than Words?MAHA Global and IPR: Do Actions Speak Louder Than Words?
MAHA Global and IPR: Do Actions Speak Louder Than Words?
 
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
8447779800, Low rate Call girls in Kotla Mubarakpur Delhi NCR
 
Darshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdfDarshan Hiranandani [News About Next CEO].pdf
Darshan Hiranandani [News About Next CEO].pdf
 
Unlocking the Future: Explore Web 3.0 Workshop to Start Earning Today!
Unlocking the Future: Explore Web 3.0 Workshop to Start Earning Today!Unlocking the Future: Explore Web 3.0 Workshop to Start Earning Today!
Unlocking the Future: Explore Web 3.0 Workshop to Start Earning Today!
 
Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...Church Building Grants To Assist With New Construction, Additions, And Restor...
Church Building Grants To Assist With New Construction, Additions, And Restor...
 
Digital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfDigital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdf
 
The-Ethical-issues-ghhhhhhhhjof-Byjus.pptx
The-Ethical-issues-ghhhhhhhhjof-Byjus.pptxThe-Ethical-issues-ghhhhhhhhjof-Byjus.pptx
The-Ethical-issues-ghhhhhhhhjof-Byjus.pptx
 
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
8447779800, Low rate Call girls in New Ashok Nagar Delhi NCR
 
FULL ENJOY Call girls in Paharganj Delhi | 8377087607
FULL ENJOY Call girls in Paharganj Delhi | 8377087607FULL ENJOY Call girls in Paharganj Delhi | 8377087607
FULL ENJOY Call girls in Paharganj Delhi | 8377087607
 
Cyber Security Training in Office Environment
Cyber Security Training in Office EnvironmentCyber Security Training in Office Environment
Cyber Security Training in Office Environment
 
Marketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent ChirchirMarketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent Chirchir
 
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
 
APRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdfAPRIL2024_UKRAINE_xml_0000000000000 .pdf
APRIL2024_UKRAINE_xml_0000000000000 .pdf
 
Call Us ➥9319373153▻Call Girls In North Goa
Call Us ➥9319373153▻Call Girls In North GoaCall Us ➥9319373153▻Call Girls In North Goa
Call Us ➥9319373153▻Call Girls In North Goa
 
TriStar Gold Corporate Presentation - April 2024
TriStar Gold Corporate Presentation - April 2024TriStar Gold Corporate Presentation - April 2024
TriStar Gold Corporate Presentation - April 2024
 
Buy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail AccountsBuy gmail accounts.pdf Buy Old Gmail Accounts
Buy gmail accounts.pdf Buy Old Gmail Accounts
 
Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...Fordham -How effective decision-making is within the IT department - Analysis...
Fordham -How effective decision-making is within the IT department - Analysis...
 
8447779800, Low rate Call girls in Tughlakabad Delhi NCR
8447779800, Low rate Call girls in Tughlakabad Delhi NCR8447779800, Low rate Call girls in Tughlakabad Delhi NCR
8447779800, Low rate Call girls in Tughlakabad Delhi NCR
 

Hub16: Why Bespoke Supply Chain Analytics?

  • 1.
  • 3. Smarter planning apps for numbers-driven companies
  • 4. #AnaplanHub16 Why Bespoke Supply Chain Analytics? Tom Davis May 10, 2016
  • 5. Why Bespoke Supply Chain Analytics?  Introduction  The Supply Chain Analytics Domain  A Quick Look: Analytics in Practice  Bringing Analytics to the Organization  The Anaplan Connection 5/10/2016© 2016 End-to-End Analytics, LLC 5
  • 6. 5/10/20166© 2016 End-to-End Analytics, LLC Founded in 2005 Based in Palo Alto, CA 40+ professional staff 12 Ph.D.’s from top universities Resources in CA, MI, MA, Peru, Brazil Over 75 clients More than 500 projects to date 30+ published articles More than 15 patents End-to-End Analytics: Who Are We? Company Team Work Specialist consulting firm focused on supply chain analytics Previously employed by top companies Articles published in leading publications Project work across leaders in many industries  HP  Philips  McKinsey & Co.  SAS Institute  Procter & Gamble  Nestlé  Networking Equipment  Food & Beverage  CPG  Medical & Healthcare  Automotive  Semiconductors  Cosmetics  Internet Search
  • 7. Why Bespoke Supply Chain Analytics?  Introduction  The Supply Chain Analytics Domain  Planning Framework  Data & Analysis Framework  Roles  A Quick Look: Analytics in Practice  Bringing Analytics to the Organization  The Anaplan Connection 5/10/2016© 2016 End-to-End Analytics, LLC 7
  • 8. What Does “Analytics” Mean? 5/10/20168© 2016 End-to-End Analytics, LLC What should we do?What will happen?What happened? Descriptive Predictive Prescriptive
  • 9. The Classic S&OP Framework Demand-Supply Matching Financial Forecasting Inventory Targeting Capacity Planning Demand Planning Supply Planning Production Scheduling Material Planning Core of S&OP Holistic View of S&OP 5/10/2016© 2016 End-to-End Analytics, LLC Promotion Planning 9
  • 10. Planning Solution Architecture 5/10/201610© 2016 End-to-End Analytics, LLC Data Layer Analytics Layer Interaction Layer Visualization Layer ERP EDW • Disseminating Information • Dashboards / Consensus Meetings • Exception Management • Data management • Data preparation • Different from a data warehouse • Making & Capturing Decisions • Data Manipulation (“Pivoting”) • Calculation engine • Analytics tuning / solution development
  • 11. Demand Analysis vs. Demand Planning 5/10/201611 Step Analysis Planning Validate and Prepare Data • Access to EDW • Ability to insert and manage new signals • Automatically loaded into a DP tool • Metrics and charts to validate data Aggregate and Interpret • Ad-hoc analysis and reporting for new signals • Metrics and charts that support aggregation and drill-down Explore • Sandbox to conduct ad-hoc analysis and reporting for new signals • Comparison of multiple vetted signals in a single view • Exception dashboards Adjust • Adjust the models • Overwrite the default forecast Define Modeling Strategy • Sandbox to conduct segmentation strategies • Exception dashboards to determine when to override Create & Run Forecast Models • Sandbox to build models on the fly • Exception dashboards to determine when to override Validate Forecasts • In and out of sample tests • Metrics and charts that support aggregation and drill-down • Comparison against other signals and the business plan Publish Results • Methodology for implementation in DP tool • Actual forecast © 2016 End-to-End Analytics, LLC
  • 12. Why Bespoke Supply Chain Analytics?  Introduction  The Supply Chain Analytics Domain  A Quick Look: Analytics in Practice  Bringing Analytics to the Organization  The Anaplan Connection 5/10/2016© 2016 End-to-End Analytics, LLC 12
  • 13. Forecast “Reality Check” 5/10/2016© 2016 End-to-End Analytics, LLC Past Sales forecasts were too high Marketing forecast is in line with the statistical range. Current Sales forecast looks optimistic again. 13
  • 14. Forecast Data Entry 5/10/2016© 2016 End-to-End Analytics, LLC 14
  • 15. Forecast Analysis & Entry 5/10/201615© 2016 End-to-End Analytics, LLC
  • 16. Forecast Entry 5/10/2016© 2016 End-to-End Analytics, LLC 16
  • 17. Forecast Analysis & Entry 5/10/2016© 2016 End-to-End Analytics, LLC 17
  • 18. Supply Planning Analytics 5/10/201618© 2016 End-to-End Analytics, LLC
  • 19. Why Bespoke Supply Chain Analytics?  Introduction  The Supply Chain Analytics Domain  A Quick Look: Analytics in Practice  Bringing Analytics to the Organization  Visualize the Data  Avoid Black Boxes  Build Your Own  The Anaplan Connection 5/10/2016© 2016 End-to-End Analytics, LLC 19
  • 20. Our Beliefs about Decision Support Visual, intuitive interfaces are key Interaction with the math is as important as the math itself  Don’t just tell people the answer – show them why it’s the answer Decision Support is best developed in an iterative manner  Decision Support usually needs to be customized to your business  Most software development is linear: requirements – build – test – deploy  But building good analytics needs multiple iterations: mock-up – rapid prototype – try out and learn – revise prototype – repeat 5/10/2016© 2016 End-to-End Analytics, LLC 6
  • 21. Avoid “Black Box” Syndrome Many analytics projects fail because of the “black box” effect Good visualizations are key to helping stakeholders understand the calculations – and therefore buy in to the results Drill Down 5/10/2016© 2016 End-to-End Analytics, LLC 21 Change policy and instantly see the impact on inventory and backlog
  • 22. Building Often Better Than Buying 5/10/201622© 2016 End-to-End Analytics, LLC Packaged Software Perception Reality PerceptionReality Custom Tools Building Your Own Can Improve the Result and Saves Time  Solves your problem  No unnecessary data gathering  No “shoe-horning” problem into a model that doesn’t fit  Almost as fast to build as configuring a packaged solution  Stakeholders understand the calculations and buy in to the results  Result: Better outputs and more efficient analysis outweigh potentially small increase in build / configure time Off-the-Shelf Package Myths “One solution can solve every problem.” “With a little training, anybody can use it.” “It saves time.” Configure Configure Analyze Analyze Analyze Analyze Build Build
  • 23. Typical Supply Chain Packages/Modules 5/10/201623© 2016 End-to-End Analytics, LLC + Candidate for a tailored solution x Best served “off-the-shelf” + ++ + + x xxxx x x + + + + x x
  • 24. Why Bespoke Supply Chain Analytics?  Introduction  The Supply Chain Analytics Domain  A Quick Look: Analytics in Practice  Bringing Analytics to the Organization  The Anaplan Connection 5/10/2016© 2016 End-to-End Analytics, LLC 24
  • 25. 5/10/201625© 2016 End-to-End Analytics, LLC Smarter Planning for Numbers-Driven Companies
  • 26. Q A

Notas del editor

  1. This is a reference flow chart – the idea is a collaboration so that demand and supply can, indeed, be matched. Most businesses have settled on calling it some close variation of S&OP – Sales and Operations Planning. What can we do to shape demand? Slow down sales to push it out? Offer a discount to pull it in? How about the supply side – cancel orders? Expedite? We focus a lot on planning, which is what you do with a forecast. Forecasts change all the time; your plan doesn’t have to. One of the keys to planning is to have something of a playbook to follow. What are we going to do if orders don’t materialize? What if that big government order comes in? There are some really neat analytical techniques that can be deployed in each of these boxes. However, one of the hardest challenges – and one with great payback – is simply consolidating the data on past demand and anticipated future demand. Simply being able to see what it looks like gives rise to good discussions. This is a case where underlying analytics enable a human discussion and decision process. This process has been followed in the tech world for years, and we’ve worked with several clients who are essentially tech players in the healthcare space. All have benefited form this ability to blend views from the demand side (e.g., regional demand, new launches) and the supply side (capacity, constrained supply, etc.). The techniques translate easily to the pharmaceutical manufacturers and distributors.
  2. This picture emphasizes the importance of data visibility without particularly fancy analytics. This is what the S&OP discussion is all about. Different parties have different perspectives; why do they differ? What do you know that I don’t know? In this example, why is it that the sales force is eternally optimistic, while marketing thinks demand is going down? I should add – this is real data! Folding in a statistical “reality check” helps to ground people, and taking pains to identify the uncertainty is especially important for a quality conversation. Sometimes you just ID bad data … typos, crazy forecasts … and correct them. Other times there are major disconnects between organizations that need to be resolved. Again, note the use of spreadsheet tools to make data accessible and visible. There’s some analytical rigor behind the scenes, but much of the value is in just getting the story the numbers tell in front of people. Other tools will help draw attention to the elements seemingly requiring the most attention – a sorted action list, really. Note the ability to click to roll up and roll down. This allows you to look at your data from different perspectives – perhaps showing how demand patterns are evolving at each of several regional hospitals, then turning it around and looking at it from a supplier-centric view.