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By – KRD Pravin
© 2014 KRD Pravin
Introduction to Analytics
Source of case studies - https://www.informs.org/Sites/Getting-Started-With-Analytics/Analytics-Success-Stories
© KRD Pravin 2014
+Usage of analytics
+Example
CONTENTS
+What is?
+Why analytics
 What and
Why
 How
example &
impact
2 31
 Intro
© KRD Pravin 2014
What is Analytics
A scientific process
Utilizes Mathematics & Statistics
Transforms data into insight
Discovers meaningful patterns
Two types – reporting & Analysis
Predicting- What happenED? What WILL happen
© KRD Pravin 2014
Analytics – “Evolution”
B
u
s
i
n
e
s
s
V
a
l
u
e
HIGH
LOW
A
B
C
D
D – Prediction –What will happen? Modeling, Data mining, Statistics
1980 1990 2000 2010
What are reporting and what are analytics
phases of these evolution?
A – Reporting – What happened? Static & interactive reports
B - Analysis – Why did it happen? OLAP, SQL
C – Monitoring –What is happening? Dashboards / Scorecards
Decade
© KRD Pravin 2014
 Companies utilizing analytics outperform peers
 Lower cost
 Higher Revenue
 “I (company) will make an offer you (customer) cant resist”
 Optimization
 Impulse purchase
 Brand perception, Revenue increase and improved User Experience
 Fact Based Decision making
Why Analytics
© KRD Pravin 2014
+Usage of analytics
+Example
CONTENTS
+What is?
+Why analytics
 What and
Why
 How
example &
impact
2 31
 Intro
© KRD Pravin 2014
How, example & impact (in Retail)
Business Decisions
• Strategy planning
• Operations, Marketing, HR & others
• Localization and Clustering
• Real Estate Optimization
Marketing & Customer analytics
• Customer-Driven Marketing
• Marketing Mix Modeling
• Pricing Optimization
• Product Recommendation
• Test and Learn
Inventory and Operations
• Supply Chain Analytics
• Forecasting
• Workforce Analytics
In-store
• Assortment Optimization
• Shelf Space Allocation
• Fraud Detection and Prevention
© KRD Pravin 2014
Opportunity
• world's largest
healthcare services
company – McKesson
• revenues over $120
billion
• Its supply chain, serves
all pharmaceutical
manufacturers and
25,000+ clients
• Opportunity in
Operations and Supply
chain
Proposition
• Scenario Modeler
analytical engines
• distribution network
• inventory policies
• supply flows
• vehicle routes
• sustainability, financial &
operational metrics
• creation of new supply
chain
• updating pricing models
• service improvements
• profit opportunities
Impact
• Application
• 60,000 active items
• 30 distribution
centers
• shipping 2M
pieces/day
• 25,000 customer
locations
Example – Supply Chain
© KRD Pravin 2014
Source of case studies - https://www.informs.org/
Opportunity
• Dell from Direct Sales
to Channels
• Different channel
different customer
needs
• Developing the right
product offerings
• Challenge
• determine the best
possible
configurations
Proposition
• Demand cluster
analysis
• identify naturally
occurring patterns
• Maximize the
conversion rate
• competitive
benchmarking
Impact
• Retail Margin Maximizer
• Demand sensing
• Promotion uplift model
• Inventory risk management
• Margin improvement
Promos
• Pricing Intelligence
• Network Optimization
• Marketing Investment
Optimization
• Support affinity analysis
Example – Business Strategy & inventory Management
© KRD Pravin 2014
Source of case studies - https://www.informs.org/
Example – Strategy & Decision Making
Opportunity
• Kroger
• 2,422 supermarkets
• 339,000 associates
• 1,950 in-store
pharmacies
• Objective
• reduce the overall cost
• Pain point
• pharmacy inventory
management
• predict pharmacy demand
• reduce out-of-stock
Proposition
• Model empirical
distributions,
visualize inventory
results
• development of
inventory simulation &
optimization model
• built fast optimization
algorithms
• visualization of the
modeling
Impact
• reduced out-of-stock
1.5M
• additional revenue of
$80M
• inventory costs
reduction $120+M
• labor cost reduction
~$10M
• YEARLY
© KRD Pravin 2014
Source of case studies - https://www.informs.org/
Open forum - Discussion
Discussion what we can do
Question & answers
Action points
Please volunteer for taking notes?
© KRD Pravin 2014
THANK YOU!
KRD Pravin
Twitter - @krdpravin
© KRD Pravin 2014

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Introduction to analytics

  • 1. By – KRD Pravin © 2014 KRD Pravin Introduction to Analytics Source of case studies - https://www.informs.org/Sites/Getting-Started-With-Analytics/Analytics-Success-Stories © KRD Pravin 2014
  • 2. +Usage of analytics +Example CONTENTS +What is? +Why analytics  What and Why  How example & impact 2 31  Intro © KRD Pravin 2014
  • 3. What is Analytics A scientific process Utilizes Mathematics & Statistics Transforms data into insight Discovers meaningful patterns Two types – reporting & Analysis Predicting- What happenED? What WILL happen © KRD Pravin 2014
  • 4. Analytics – “Evolution” B u s i n e s s V a l u e HIGH LOW A B C D D – Prediction –What will happen? Modeling, Data mining, Statistics 1980 1990 2000 2010 What are reporting and what are analytics phases of these evolution? A – Reporting – What happened? Static & interactive reports B - Analysis – Why did it happen? OLAP, SQL C – Monitoring –What is happening? Dashboards / Scorecards Decade © KRD Pravin 2014
  • 5.  Companies utilizing analytics outperform peers  Lower cost  Higher Revenue  “I (company) will make an offer you (customer) cant resist”  Optimization  Impulse purchase  Brand perception, Revenue increase and improved User Experience  Fact Based Decision making Why Analytics © KRD Pravin 2014
  • 6. +Usage of analytics +Example CONTENTS +What is? +Why analytics  What and Why  How example & impact 2 31  Intro © KRD Pravin 2014
  • 7. How, example & impact (in Retail) Business Decisions • Strategy planning • Operations, Marketing, HR & others • Localization and Clustering • Real Estate Optimization Marketing & Customer analytics • Customer-Driven Marketing • Marketing Mix Modeling • Pricing Optimization • Product Recommendation • Test and Learn Inventory and Operations • Supply Chain Analytics • Forecasting • Workforce Analytics In-store • Assortment Optimization • Shelf Space Allocation • Fraud Detection and Prevention © KRD Pravin 2014
  • 8. Opportunity • world's largest healthcare services company – McKesson • revenues over $120 billion • Its supply chain, serves all pharmaceutical manufacturers and 25,000+ clients • Opportunity in Operations and Supply chain Proposition • Scenario Modeler analytical engines • distribution network • inventory policies • supply flows • vehicle routes • sustainability, financial & operational metrics • creation of new supply chain • updating pricing models • service improvements • profit opportunities Impact • Application • 60,000 active items • 30 distribution centers • shipping 2M pieces/day • 25,000 customer locations Example – Supply Chain © KRD Pravin 2014 Source of case studies - https://www.informs.org/
  • 9. Opportunity • Dell from Direct Sales to Channels • Different channel different customer needs • Developing the right product offerings • Challenge • determine the best possible configurations Proposition • Demand cluster analysis • identify naturally occurring patterns • Maximize the conversion rate • competitive benchmarking Impact • Retail Margin Maximizer • Demand sensing • Promotion uplift model • Inventory risk management • Margin improvement Promos • Pricing Intelligence • Network Optimization • Marketing Investment Optimization • Support affinity analysis Example – Business Strategy & inventory Management © KRD Pravin 2014 Source of case studies - https://www.informs.org/
  • 10. Example – Strategy & Decision Making Opportunity • Kroger • 2,422 supermarkets • 339,000 associates • 1,950 in-store pharmacies • Objective • reduce the overall cost • Pain point • pharmacy inventory management • predict pharmacy demand • reduce out-of-stock Proposition • Model empirical distributions, visualize inventory results • development of inventory simulation & optimization model • built fast optimization algorithms • visualization of the modeling Impact • reduced out-of-stock 1.5M • additional revenue of $80M • inventory costs reduction $120+M • labor cost reduction ~$10M • YEARLY © KRD Pravin 2014 Source of case studies - https://www.informs.org/
  • 11. Open forum - Discussion Discussion what we can do Question & answers Action points Please volunteer for taking notes? © KRD Pravin 2014
  • 12. THANK YOU! KRD Pravin Twitter - @krdpravin © KRD Pravin 2014