SlideShare a Scribd company logo
1 of 115
Download to read offline
Forecasting and
Forecasting and
Supply-Chain
Supply-Chain
Mohammad Tawfik
Mohammad Tawfik
Zeco Cafe
Zeco Cafe
Supply Chain Management for Engineers - INDE073
Supply Chain Management for Engineers - INDE073
Supply Chain Management for Engineers - INDE073
What is the supply chain of Zeco Cafe?
Supply Chain Management for Engineers - INDE073
Supply Chain Management for Engineers - INDE073
Supply Chain Management for Engineers - INDE073
Zeco may focus on a much simpler chain!
Supply Chain Management for Engineers - INDE073
Zeco Supply Chain
●
Buy components from supplier
●
Mix and serve drinks
●
Collect money and complaints
●
Pay suppliers for more supplies
●
Inform suppliers about complaints
●
Get answers about complaints and inform customer.
Supply Chain Management for Engineers - INDE073
Three Flows
Kpakpakpa®
Or is it five flows?
Brandalyzer®
What risk does Zeco have?
●
He might not find customers!
●
Supplies may be spoiled
●
Money may be stolen :(
Zeco Risk
●
Zeco transfers the risk to the customer by
adding an extra charge on the bill
●
Zeco transfers risk to the supplier by buying on
credit
Customer and supplier risks
●
Customer risks having to pay without being
satisfied!
●
Not to mention the risk of food poisoning!!!
●
The suppliers risk not being paid or losing their
reputation by working with Zeco.
Values Transfer
●
Zeco adds value to the coffee and tee by:
– Mixing and serving – Food business
– Maintaining the cafe in acceptable conditions to
attract customers – Entertainment Business
Note the close relation between supply chain
supply chain
and value chain
value chain!
Without adding value, no business will exist for
Zeco or anyone else for that matter
What is Supply-Chain Management?
Definition
●
The management of upstream
upstream and
downstream
downstream value-added flows of materials,
final goods, and related information among
suppliers, company, resellers, and final
consumers.
WikiPedia
Or maybe ...
Supply Chain Management for Engineers - INDE073
Primary Targets
Primary Targets
Secondary Targets
Secondary Targets
Primary and secondary targets are assigned
according to how scholars
scholars of SCM pay attention
to them
However, you can easily argue that they are both
important
important for any successful business
Supply-Chain Strategies
Supply-Chain Strategies
Top 3 Strategies
●
Improve Distribution Network
●
Monitor Cash Flow
●
Establish Information Conduits (channels)
Darren Woollard
… or 5 Strategies
●
Improve your distribution network
●
Devise a distribution strategy
●
Monitor cash flows
●
Establish information conduits
●
Track your inventory
Track your inventory
Zoe Meeken
We may add ...
●
Monitor and improve your suppliers’ network
suppliers’ network!
Inventory Management
Inventory Management
Back to Zeco :)
Supply Chain Management for Engineers - INDE073
What inventory does Zeco have?
The most important question that YOU need to
answer is:
WHY do I need inventory?
WHY do I need inventory?
The motive for inventory:
●
Transaction motive
Transaction motive: Economies of scale is
achieved when the number of set-ups are
reduced or the number of transactions are
minimized.
Donglei Du
Imagine having to buy sugar 10 times a day each
for 1 kg!
The motive for inventory:
●
Precautionary motive
Precautionary motive: hedge against
uncertainty, including demand uncertainty,
supply uncertainty
Donglei Du
What if you get to buy sugar, and your supplier is
out of it!!!
Or worse …
Customer have to wait until you purchase the
sugar each time a cup of coffee is ordered!!!
The motive for inventory:
●
Speculative motive
Speculative motive: hedge against price
increases in materials or labour
Donglei Du
Imagine having to say:
“Sorry sir, but the coffee price have changed
because the sugar price went up an hour ago”
What is the purpose of inventory management?
Purpose of Inventory Management
●
The objective of inventory is to achieve
satisfactory levels of customer service while
keeping inventory costs within reasonable
inventory costs within reasonable
bounds
bounds.
Donglei Du
Purpose of Inventory Management
●
Level of customer service:
– (1) in-stock rate
”Yes sir, coming right-away”
”Yes sir, coming right-away”
– (2) number of back orders
”Sorry sir, you need to wait until we buy the sugar”
”Sorry sir, you need to wait until we buy the sugar”
– (3) inventory turnover rate: the ratio of average cost of
goods sold to average inventory investment
”Since we use sugar all the time, let’s build a sugar factory”
”Since we use sugar all the time, let’s build a sugar factory”
Donglei Du
Purpose of Inventory Management
●
Inventory cost: cost
cost of ordering
ordering and carrying
carrying
trade-off
Donglei Du
How to improve inventory management?
TradeGecko®
Fine tune your inventory forecasting
Fine tune your inventory forecasting
methods
methods
Keep the holidays in mind...all the
holidays
Re-evaluate lead times
Re-evaluate lead times
Choose your supply chain partners
Choose your supply chain partners
carefully
carefully
Find a local consultant
Do your research
Do your research
Move to the cloud
Move to the cloud
Lets talk about forecasting ...
Forecasting in Business
Forecasting in Business
What is forecasting?
●
Forecasting is the process of making
statements about events whose actual
outcomes (typically) have not yet been
observed.
Wikipedia
Why Forecasting?
Predicting the future!
What will we need tomorrow?
What will we need tomorrow?
What will the customer need next year?
What will the customer need next year?
What will the prices be next month?
What will the prices be next month?
Inventory requirements
What should I store?
What should I store?
How much should I store?
How much should I store?
Financial requirements
How much cash should I keep?
How much cash should I keep?
Should I keep that much cash?
Should I keep that much cash?
How liquid is that asset?
How liquid is that asset?
Shipping requirements
If I need it NOW, when should I order it?
If I need it NOW, when should I order it?
If the customer orders NOW, when should they get it?
If the customer orders NOW, when should they get it?
How much does that matter?
How much does that matter?
Market expectations
Are prices expected to change?
Are prices expected to change?
Is demand expected to change?
Is demand expected to change?
Human resources requirements
Should I hire?
Should I hire?
Should I fire?
Should I fire?
A good forecast must be ...
Meaningful
Reliable
Accurate
Timely
How?
Data, Data, Data!
Naive forecasting
“Yesterday we used 7 kg of sugar, let’s buy 7 for
today!”
Judgmental forecasting
“It seems that we use more sugar everyday, lets
buy more today”
Crowd wisdom
“How did you do in that issue when you faced it?”
Weighted averages
Time regression
We will get back to that when we talk about
regression
Steps of forecasting
Determine purpose
Establish time horizon
Select technique
Obtain data
Forecast!
Follow up
Some Analytics
Some Analytics
Donglei Du
Constant consumption rate
Constant delivery rate
Reorder Quantity
Order Size
How much should the order quantity
be?
●
The larger the order quantity, the larger the total
holding cost (ch
*Average Stock)
●
The smaller the order quantity, the larger the
order cost (co
*Number of orders)
Where does holding cost come
from?
●
Lost investment opportunity
●
Storage rental and/or maintenance
●
Storage security
●
Material degradation due to storage
Where does operation cost come
from?
●
Time lost in procurement
●
Paper-work per operation
●
Risk associated with financial transactions
●
Risk of not being able to obtain the material
(delay and having to look for another supplier)
Total Cost
Annual HoldingCost=
Q
2
ch
AnnualOrderingCost=
D
Q
co
TotalCost=Tc =
Q
2
ch+
D
Q
co
D = Total quantity per time cycle
Donglei Du
Differentiate ...
●
You get the optimum ordering quantity to be:
Qoptimum =
√2 Dco
ch
The above was all Deterministic
Deterministic!
Deterministic!!!
●
What if the consumption/demand is not
constant?
●
What if the delivery time is not constant?
Data, Data, Data
Data, Data, Data
Static
Static Problems
●
You collect the data, and evaluate the average!
●
How much do we consume per month?
●
How long does it take the supplier to deliver?
●
This way is simple and effective on the short term
and when you do not have much data
Quasi-Static
Quasi-Static Problem
●
Data is accumulating …
●
What matters more: how much did we consume last year or
last month?
●
Should I completely ignore last year?
●
How about two months ago?
●
Here weighted averaging comes handy
Trends ...
●
Is your business expanding or contracting?
●
How fast?
Supply Chain Management for Engineers - INDE073
Which is better?
●
On the short term, average, or even just what
happened yesterday, may be good
●
On the long term, trends and seasonality mater
more!
My YouTube Channel
Supply Chain Management for Engineers - INDE073
Supply Chain Management for Engineers - INDE073
Supply Chain Management for Engineers - INDE073
Supply Chain Management for Engineers - INDE073
Supply Chain Management for Engineers - INDE073
References
References
References
●
“What does a Supply Chain Engineer do?”, StepStone,
https://www.stepstone.be/career-advice/article/supply-chain-engineer/
●
“Supply Chain Engineer job description template”, Hiring Resources,
https://recruitee.com/hiring-resources/job-description-templates/supply-chain-e
ngineer/
●
“What is supply chain management (SCM)?”, TechTarget®
https://searcherp.techtarget.com/definition/supply-chain-management-SCM
●
“Supply chain management”, WikiPedia,
https://en.wikipedia.org/wiki/Supply_chain_management
●
“The three flows of supply chain”, Nifemi Aluko,
https://kpakpakpa.com/spotlight/the-three-flows-of-supply-chain/
References
●
“Consumer Behaviour, Brand Management, Marketing and Psychology”,
Brandalyzer,
https://brandalyzer.blog/2016/03/23/the-five-major-flows-in-supply-chain/
●
“Top 3 Strategies To Improve The Supply Chain Performance In Your Business”,
Darren Woolard,
https://www.dmg-freight.com/top-3-strategies-to-improve-supply-chain-performan
ce-in-business/
●
“5 Ways to Increase Supply Chain Performance”, Zoe Meeken,
https://www.business.org/software/supplier/ways-to-increase-supply-chain-perfor
mance/
●
“7 Tips for Effective Inventory Management in Global Supply Chain”, TradeGecko,
https://www.tradegecko.com/blog/7-tips-for-effective-inventory-management-in-a-
global-supply-chain
References
●
“Supply Chain Management: Inventory Management”, Donglei Du
●
“Business-Plan Forecasting”, Steven D. Peterson, Peter E. Jaret, Barbara
Findlay Schenck
●
“Excel Sales Forecasting For Dummies”, Conrad Carlberg
●
“Sales Forecasting: A Practical Guide”, Mark Blessington
●
“Sales and Operations Planning The How-To Handbook”, Thomas F.
Wallace and Robert A Stahl
●
“Introduction to Financial Forecasting in Investment Analysis”, John
Guerard

More Related Content

What's hot

James thomas May 2016 cv
James thomas May 2016 cvJames thomas May 2016 cv
James thomas May 2016 cvJames Thomas
 
Santosh upd Purchasing Resume
Santosh upd Purchasing ResumeSantosh upd Purchasing Resume
Santosh upd Purchasing ResumeSantosh Kumar
 
Saving Time and Money in Warehouse Operations (MFSA Annual Conference)
Saving Time and Money in Warehouse Operations (MFSA Annual Conference)Saving Time and Money in Warehouse Operations (MFSA Annual Conference)
Saving Time and Money in Warehouse Operations (MFSA Annual Conference)interlinkONE
 
Nielsenorientationdeck faisalabadbottler
Nielsenorientationdeck faisalabadbottlerNielsenorientationdeck faisalabadbottler
Nielsenorientationdeck faisalabadbottlerZulqernanePbc
 
Jan Clay October 2015
Jan Clay October 2015Jan Clay October 2015
Jan Clay October 2015Jan Clay
 
Designing a Manufacturing Supermarket - November 2016
Designing a Manufacturing Supermarket - November 2016Designing a Manufacturing Supermarket - November 2016
Designing a Manufacturing Supermarket - November 2016W3 Group Canada Inc.
 
ECR Europe Forum '08. Shelf-ready packaging: the balancing act
ECR Europe Forum '08. Shelf-ready packaging: the balancing actECR Europe Forum '08. Shelf-ready packaging: the balancing act
ECR Europe Forum '08. Shelf-ready packaging: the balancing actECR Community
 
Lean Matrials Management - Introduction to milk run - November 2016
Lean Matrials Management - Introduction to milk run - November 2016Lean Matrials Management - Introduction to milk run - November 2016
Lean Matrials Management - Introduction to milk run - November 2016W3 Group Canada Inc.
 
MING WANG CPIM 081815
MING WANG CPIM 081815MING WANG CPIM 081815
MING WANG CPIM 081815Ming Wang
 

What's hot (14)

cv for mm
cv for mmcv for mm
cv for mm
 
James thomas May 2016 cv
James thomas May 2016 cvJames thomas May 2016 cv
James thomas May 2016 cv
 
Santosh upd Purchasing Resume
Santosh upd Purchasing ResumeSantosh upd Purchasing Resume
Santosh upd Purchasing Resume
 
Saving Time and Money in Warehouse Operations (MFSA Annual Conference)
Saving Time and Money in Warehouse Operations (MFSA Annual Conference)Saving Time and Money in Warehouse Operations (MFSA Annual Conference)
Saving Time and Money in Warehouse Operations (MFSA Annual Conference)
 
Nielsenorientationdeck faisalabadbottler
Nielsenorientationdeck faisalabadbottlerNielsenorientationdeck faisalabadbottler
Nielsenorientationdeck faisalabadbottler
 
How to improve order picking efficiency
How to improve order picking efficiencyHow to improve order picking efficiency
How to improve order picking efficiency
 
Jan Clay October 2015
Jan Clay October 2015Jan Clay October 2015
Jan Clay October 2015
 
Designing a Manufacturing Supermarket - November 2016
Designing a Manufacturing Supermarket - November 2016Designing a Manufacturing Supermarket - November 2016
Designing a Manufacturing Supermarket - November 2016
 
ABHI perfect
ABHI perfect ABHI perfect
ABHI perfect
 
Ayyanar Vanaraj CV
Ayyanar Vanaraj CVAyyanar Vanaraj CV
Ayyanar Vanaraj CV
 
ECR Europe Forum '08. Shelf-ready packaging: the balancing act
ECR Europe Forum '08. Shelf-ready packaging: the balancing actECR Europe Forum '08. Shelf-ready packaging: the balancing act
ECR Europe Forum '08. Shelf-ready packaging: the balancing act
 
Sfr17phase 2
Sfr17phase 2Sfr17phase 2
Sfr17phase 2
 
Lean Matrials Management - Introduction to milk run - November 2016
Lean Matrials Management - Introduction to milk run - November 2016Lean Matrials Management - Introduction to milk run - November 2016
Lean Matrials Management - Introduction to milk run - November 2016
 
MING WANG CPIM 081815
MING WANG CPIM 081815MING WANG CPIM 081815
MING WANG CPIM 081815
 

Similar to Supply Chain Management for Engineers - INDE073

CFW Procurement Workshop October 2016
CFW Procurement Workshop October 2016CFW Procurement Workshop October 2016
CFW Procurement Workshop October 2016Rae Davies
 
Predictive Analytics for Restaurant Business by Cenacle Research
Predictive Analytics for Restaurant Business by Cenacle ResearchPredictive Analytics for Restaurant Business by Cenacle Research
Predictive Analytics for Restaurant Business by Cenacle ResearchGopalakrishna Palem
 
Brightpearl - Fulfillment & Inventory Control Management for Amazon Sellers
Brightpearl - Fulfillment & Inventory Control Management for Amazon SellersBrightpearl - Fulfillment & Inventory Control Management for Amazon Sellers
Brightpearl - Fulfillment & Inventory Control Management for Amazon SellersTinuiti
 
How to Increase Foodservice Sales at Retail
How to Increase Foodservice Sales at RetailHow to Increase Foodservice Sales at Retail
How to Increase Foodservice Sales at RetailPatrick Benasillo
 
Designing for Safety by Lyft Product Lead
Designing for Safety by Lyft Product LeadDesigning for Safety by Lyft Product Lead
Designing for Safety by Lyft Product LeadProduct School
 
Enhancing Customer Convenience: Rapid Fire Pitches
Enhancing Customer Convenience: Rapid Fire PitchesEnhancing Customer Convenience: Rapid Fire Pitches
Enhancing Customer Convenience: Rapid Fire PitchesNational Retail Federation
 
Lean Comsumption and Lean Thinking in Practice
Lean Comsumption and Lean Thinking in PracticeLean Comsumption and Lean Thinking in Practice
Lean Comsumption and Lean Thinking in PracticeLean Enterprise Academy
 
Shopify Meetup Christchurch October 2017
Shopify Meetup Christchurch October 2017Shopify Meetup Christchurch October 2017
Shopify Meetup Christchurch October 2017TradeGecko
 
Why are South African manufacturing companies not exploiting the local advant...
Why are South African manufacturing companies not exploiting the local advant...Why are South African manufacturing companies not exploiting the local advant...
Why are South African manufacturing companies not exploiting the local advant...Tristan Wiggill
 
Ideotics Shopper Marketing Service
Ideotics Shopper Marketing ServiceIdeotics Shopper Marketing Service
Ideotics Shopper Marketing ServiceSrikrishna Vadrevu
 
Localz ICurve Report: Understanding the IConomy
Localz ICurve Report: Understanding the IConomy Localz ICurve Report: Understanding the IConomy
Localz ICurve Report: Understanding the IConomy Nimmity Zappert
 
CHANNEL & DISTRIBUTION SYSTEM OF NESTLE INDIA LTD
CHANNEL & DISTRIBUTION SYSTEM OF NESTLE INDIA LTD CHANNEL & DISTRIBUTION SYSTEM OF NESTLE INDIA LTD
CHANNEL & DISTRIBUTION SYSTEM OF NESTLE INDIA LTD Gourav Priyadarshan
 
105 Advanced A-B Testing: Making Decisions with Data
105 Advanced A-B Testing: Making Decisions with Data105 Advanced A-B Testing: Making Decisions with Data
105 Advanced A-B Testing: Making Decisions with DataProductCamp Boston
 
Supply Chain for Management Consultants & Business Analysts
Supply Chain for Management Consultants & Business AnalystsSupply Chain for Management Consultants & Business Analysts
Supply Chain for Management Consultants & Business AnalystsAsen Gyczew
 
VMA: Learning Tree Vol 2
VMA: Learning Tree Vol 2VMA: Learning Tree Vol 2
VMA: Learning Tree Vol 2Vinay Sarda
 

Similar to Supply Chain Management for Engineers - INDE073 (20)

CFW Procurement Workshop October 2016
CFW Procurement Workshop October 2016CFW Procurement Workshop October 2016
CFW Procurement Workshop October 2016
 
Using HubSpot to Reduce Churn
Using HubSpot to Reduce ChurnUsing HubSpot to Reduce Churn
Using HubSpot to Reduce Churn
 
Predictive Analytics for Restaurant Business by Cenacle Research
Predictive Analytics for Restaurant Business by Cenacle ResearchPredictive Analytics for Restaurant Business by Cenacle Research
Predictive Analytics for Restaurant Business by Cenacle Research
 
Brightpearl - Fulfillment & Inventory Control Management for Amazon Sellers
Brightpearl - Fulfillment & Inventory Control Management for Amazon SellersBrightpearl - Fulfillment & Inventory Control Management for Amazon Sellers
Brightpearl - Fulfillment & Inventory Control Management for Amazon Sellers
 
Business plan
Business planBusiness plan
Business plan
 
How to Increase Foodservice Sales at Retail
How to Increase Foodservice Sales at RetailHow to Increase Foodservice Sales at Retail
How to Increase Foodservice Sales at Retail
 
Presentatie Webshop Wednesday 30 september 2015
Presentatie Webshop Wednesday 30 september 2015Presentatie Webshop Wednesday 30 september 2015
Presentatie Webshop Wednesday 30 september 2015
 
Designing for Safety by Lyft Product Lead
Designing for Safety by Lyft Product LeadDesigning for Safety by Lyft Product Lead
Designing for Safety by Lyft Product Lead
 
Enhancing Customer Convenience: Rapid Fire Pitches
Enhancing Customer Convenience: Rapid Fire PitchesEnhancing Customer Convenience: Rapid Fire Pitches
Enhancing Customer Convenience: Rapid Fire Pitches
 
test
testtest
test
 
Lean Comsumption and Lean Thinking in Practice
Lean Comsumption and Lean Thinking in PracticeLean Comsumption and Lean Thinking in Practice
Lean Comsumption and Lean Thinking in Practice
 
Shopify Meetup Christchurch October 2017
Shopify Meetup Christchurch October 2017Shopify Meetup Christchurch October 2017
Shopify Meetup Christchurch October 2017
 
Why are South African manufacturing companies not exploiting the local advant...
Why are South African manufacturing companies not exploiting the local advant...Why are South African manufacturing companies not exploiting the local advant...
Why are South African manufacturing companies not exploiting the local advant...
 
Ideotics Shopper Marketing Service
Ideotics Shopper Marketing ServiceIdeotics Shopper Marketing Service
Ideotics Shopper Marketing Service
 
Localz ICurve Report: Understanding the IConomy
Localz ICurve Report: Understanding the IConomy Localz ICurve Report: Understanding the IConomy
Localz ICurve Report: Understanding the IConomy
 
CHANNEL & DISTRIBUTION SYSTEM OF NESTLE INDIA LTD
CHANNEL & DISTRIBUTION SYSTEM OF NESTLE INDIA LTD CHANNEL & DISTRIBUTION SYSTEM OF NESTLE INDIA LTD
CHANNEL & DISTRIBUTION SYSTEM OF NESTLE INDIA LTD
 
105 Advanced A-B Testing: Making Decisions with Data
105 Advanced A-B Testing: Making Decisions with Data105 Advanced A-B Testing: Making Decisions with Data
105 Advanced A-B Testing: Making Decisions with Data
 
Supply Chain for Management Consultants & Business Analysts
Supply Chain for Management Consultants & Business AnalystsSupply Chain for Management Consultants & Business Analysts
Supply Chain for Management Consultants & Business Analysts
 
Demand forecasting
Demand forecastingDemand forecasting
Demand forecasting
 
VMA: Learning Tree Vol 2
VMA: Learning Tree Vol 2VMA: Learning Tree Vol 2
VMA: Learning Tree Vol 2
 

More from Mohammad Tawfik

Supply Chain Management 01 - Introduction
Supply Chain Management 01 - IntroductionSupply Chain Management 01 - Introduction
Supply Chain Management 01 - IntroductionMohammad Tawfik
 
Supply Chain Management 02 - Logistics
Supply Chain Management 02 - LogisticsSupply Chain Management 02 - Logistics
Supply Chain Management 02 - LogisticsMohammad Tawfik
 
Creative problem solving and decision making
Creative problem solving and decision makingCreative problem solving and decision making
Creative problem solving and decision makingMohammad Tawfik
 
Digital content for teaching introduction
Digital content for teaching introductionDigital content for teaching introduction
Digital content for teaching introductionMohammad Tawfik
 
Crisis Management Basics
Crisis Management BasicsCrisis Management Basics
Crisis Management BasicsMohammad Tawfik
 
Effective Delegation Skills
Effective Delegation SkillsEffective Delegation Skills
Effective Delegation SkillsMohammad Tawfik
 
Business Management - Marketing
Business Management - MarketingBusiness Management - Marketing
Business Management - MarketingMohammad Tawfik
 
Project Management (CAPM) - Integration
Project Management (CAPM) - IntegrationProject Management (CAPM) - Integration
Project Management (CAPM) - IntegrationMohammad Tawfik
 
Project Management (CAPM) - The Framework
Project Management (CAPM) - The FrameworkProject Management (CAPM) - The Framework
Project Management (CAPM) - The FrameworkMohammad Tawfik
 
Project Management (CAPM) - Introduction
Project Management (CAPM) - IntroductionProject Management (CAPM) - Introduction
Project Management (CAPM) - IntroductionMohammad Tawfik
 
Introduction to Wind Energy
Introduction to Wind EnergyIntroduction to Wind Energy
Introduction to Wind EnergyMohammad Tawfik
 
Finite Element for Trusses in 2-D
Finite Element for Trusses in 2-DFinite Element for Trusses in 2-D
Finite Element for Trusses in 2-DMohammad Tawfik
 
Finite Element Analysis of the Beams Under Thermal Loading
Finite Element Analysis of the Beams Under Thermal LoadingFinite Element Analysis of the Beams Under Thermal Loading
Finite Element Analysis of the Beams Under Thermal LoadingMohammad Tawfik
 

More from Mohammad Tawfik (20)

Supply Chain Management 01 - Introduction
Supply Chain Management 01 - IntroductionSupply Chain Management 01 - Introduction
Supply Chain Management 01 - Introduction
 
Supply Chain Management 02 - Logistics
Supply Chain Management 02 - LogisticsSupply Chain Management 02 - Logistics
Supply Chain Management 02 - Logistics
 
Creative problem solving and decision making
Creative problem solving and decision makingCreative problem solving and decision making
Creative problem solving and decision making
 
Digital content for teaching introduction
Digital content for teaching introductionDigital content for teaching introduction
Digital content for teaching introduction
 
Crisis Management Basics
Crisis Management BasicsCrisis Management Basics
Crisis Management Basics
 
DISC Personality Model
DISC Personality ModelDISC Personality Model
DISC Personality Model
 
Training of Trainers
Training of TrainersTraining of Trainers
Training of Trainers
 
Effective Delegation Skills
Effective Delegation SkillsEffective Delegation Skills
Effective Delegation Skills
 
Train The Trainer
Train The TrainerTrain The Trainer
Train The Trainer
 
Business Management - Marketing
Business Management - MarketingBusiness Management - Marketing
Business Management - Marketing
 
Stress Management
Stress ManagementStress Management
Stress Management
 
Project Management (CAPM) - Integration
Project Management (CAPM) - IntegrationProject Management (CAPM) - Integration
Project Management (CAPM) - Integration
 
Project Management (CAPM) - The Framework
Project Management (CAPM) - The FrameworkProject Management (CAPM) - The Framework
Project Management (CAPM) - The Framework
 
Project Management (CAPM) - Introduction
Project Management (CAPM) - IntroductionProject Management (CAPM) - Introduction
Project Management (CAPM) - Introduction
 
The Creative Individual
The Creative IndividualThe Creative Individual
The Creative Individual
 
Introduction to Wind Energy
Introduction to Wind EnergyIntroduction to Wind Energy
Introduction to Wind Energy
 
Finite Element for Trusses in 2-D
Finite Element for Trusses in 2-DFinite Element for Trusses in 2-D
Finite Element for Trusses in 2-D
 
Future of Drones ITW'16
Future of Drones ITW'16Future of Drones ITW'16
Future of Drones ITW'16
 
Vibration Absorber
Vibration AbsorberVibration Absorber
Vibration Absorber
 
Finite Element Analysis of the Beams Under Thermal Loading
Finite Element Analysis of the Beams Under Thermal LoadingFinite Element Analysis of the Beams Under Thermal Loading
Finite Element Analysis of the Beams Under Thermal Loading
 

Recently uploaded

BBA 205 BUSINESS ENVIRONMENT UNIT I.pptx
BBA 205 BUSINESS ENVIRONMENT UNIT I.pptxBBA 205 BUSINESS ENVIRONMENT UNIT I.pptx
BBA 205 BUSINESS ENVIRONMENT UNIT I.pptxProf. Kanchan Kumari
 
The First National K12 TUG March 6 2024.pdf
The First National K12 TUG March 6 2024.pdfThe First National K12 TUG March 6 2024.pdf
The First National K12 TUG March 6 2024.pdfdogden2
 
LEAD5623 The Economics of Community Coll
LEAD5623 The Economics of Community CollLEAD5623 The Economics of Community Coll
LEAD5623 The Economics of Community CollDr. Bruce A. Johnson
 
Arti Languages Pre Seed Send Ahead Pitchdeck 2024.pdf
Arti Languages Pre Seed Send Ahead Pitchdeck 2024.pdfArti Languages Pre Seed Send Ahead Pitchdeck 2024.pdf
Arti Languages Pre Seed Send Ahead Pitchdeck 2024.pdfwill854175
 
DLL Catch Up Friday March 22.docx CATCH UP FRIDAYS
DLL Catch Up Friday March 22.docx CATCH UP FRIDAYSDLL Catch Up Friday March 22.docx CATCH UP FRIDAYS
DLL Catch Up Friday March 22.docx CATCH UP FRIDAYSTeacherNicaPrintable
 
BBA 205 BE UNIT 2 economic systems prof dr kanchan.pptx
BBA 205 BE UNIT 2 economic systems prof dr kanchan.pptxBBA 205 BE UNIT 2 economic systems prof dr kanchan.pptx
BBA 205 BE UNIT 2 economic systems prof dr kanchan.pptxProf. Kanchan Kumari
 
Quantitative research methodology and survey design
Quantitative research methodology and survey designQuantitative research methodology and survey design
Quantitative research methodology and survey designBalelaBoru
 
Metabolism , Metabolic Fate& disorders of cholesterol.pptx
Metabolism , Metabolic Fate& disorders of cholesterol.pptxMetabolism , Metabolic Fate& disorders of cholesterol.pptx
Metabolism , Metabolic Fate& disorders of cholesterol.pptxDr. Santhosh Kumar. N
 
Awards Presentation 2024 - March 12 2024
Awards Presentation 2024 - March 12 2024Awards Presentation 2024 - March 12 2024
Awards Presentation 2024 - March 12 2024bsellato
 
Plant Tissue culture., Plasticity, Totipotency, pptx
Plant Tissue culture., Plasticity, Totipotency, pptxPlant Tissue culture., Plasticity, Totipotency, pptx
Plant Tissue culture., Plasticity, Totipotency, pptxHimansu10
 
How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17
How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17
How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17Celine George
 
ICS2208 Lecture4 Intelligent Interface Agents.pdf
ICS2208 Lecture4 Intelligent Interface Agents.pdfICS2208 Lecture4 Intelligent Interface Agents.pdf
ICS2208 Lecture4 Intelligent Interface Agents.pdfVanessa Camilleri
 
Pharmacology chapter No 7 full notes.pdf
Pharmacology chapter No 7 full notes.pdfPharmacology chapter No 7 full notes.pdf
Pharmacology chapter No 7 full notes.pdfSumit Tiwari
 
Metabolism of lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptx
Metabolism of  lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptxMetabolism of  lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptx
Metabolism of lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptxDr. Santhosh Kumar. N
 
THYROID HORMONE.pptx by Subham Panja,Asst. Professor, Department of B.Sc MLT,...
THYROID HORMONE.pptx by Subham Panja,Asst. Professor, Department of B.Sc MLT,...THYROID HORMONE.pptx by Subham Panja,Asst. Professor, Department of B.Sc MLT,...
THYROID HORMONE.pptx by Subham Panja,Asst. Professor, Department of B.Sc MLT,...Subham Panja
 
30-de-thi-vao-lop-10-mon-tieng-anh-co-dap-an.doc
30-de-thi-vao-lop-10-mon-tieng-anh-co-dap-an.doc30-de-thi-vao-lop-10-mon-tieng-anh-co-dap-an.doc
30-de-thi-vao-lop-10-mon-tieng-anh-co-dap-an.docdieu18
 
3.14.24 Gender Discrimination and Gender Inequity.pptx
3.14.24 Gender Discrimination and Gender Inequity.pptx3.14.24 Gender Discrimination and Gender Inequity.pptx
3.14.24 Gender Discrimination and Gender Inequity.pptxmary850239
 
Research Methodology and Tips on Better Research
Research Methodology and Tips on Better ResearchResearch Methodology and Tips on Better Research
Research Methodology and Tips on Better ResearchRushdi Shams
 

Recently uploaded (20)

BBA 205 BUSINESS ENVIRONMENT UNIT I.pptx
BBA 205 BUSINESS ENVIRONMENT UNIT I.pptxBBA 205 BUSINESS ENVIRONMENT UNIT I.pptx
BBA 205 BUSINESS ENVIRONMENT UNIT I.pptx
 
The First National K12 TUG March 6 2024.pdf
The First National K12 TUG March 6 2024.pdfThe First National K12 TUG March 6 2024.pdf
The First National K12 TUG March 6 2024.pdf
 
LEAD5623 The Economics of Community Coll
LEAD5623 The Economics of Community CollLEAD5623 The Economics of Community Coll
LEAD5623 The Economics of Community Coll
 
Arti Languages Pre Seed Send Ahead Pitchdeck 2024.pdf
Arti Languages Pre Seed Send Ahead Pitchdeck 2024.pdfArti Languages Pre Seed Send Ahead Pitchdeck 2024.pdf
Arti Languages Pre Seed Send Ahead Pitchdeck 2024.pdf
 
DLL Catch Up Friday March 22.docx CATCH UP FRIDAYS
DLL Catch Up Friday March 22.docx CATCH UP FRIDAYSDLL Catch Up Friday March 22.docx CATCH UP FRIDAYS
DLL Catch Up Friday March 22.docx CATCH UP FRIDAYS
 
BBA 205 BE UNIT 2 economic systems prof dr kanchan.pptx
BBA 205 BE UNIT 2 economic systems prof dr kanchan.pptxBBA 205 BE UNIT 2 economic systems prof dr kanchan.pptx
BBA 205 BE UNIT 2 economic systems prof dr kanchan.pptx
 
Quantitative research methodology and survey design
Quantitative research methodology and survey designQuantitative research methodology and survey design
Quantitative research methodology and survey design
 
Metabolism , Metabolic Fate& disorders of cholesterol.pptx
Metabolism , Metabolic Fate& disorders of cholesterol.pptxMetabolism , Metabolic Fate& disorders of cholesterol.pptx
Metabolism , Metabolic Fate& disorders of cholesterol.pptx
 
Awards Presentation 2024 - March 12 2024
Awards Presentation 2024 - March 12 2024Awards Presentation 2024 - March 12 2024
Awards Presentation 2024 - March 12 2024
 
Plant Tissue culture., Plasticity, Totipotency, pptx
Plant Tissue culture., Plasticity, Totipotency, pptxPlant Tissue culture., Plasticity, Totipotency, pptx
Plant Tissue culture., Plasticity, Totipotency, pptx
 
How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17
How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17
How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17
 
ICS2208 Lecture4 Intelligent Interface Agents.pdf
ICS2208 Lecture4 Intelligent Interface Agents.pdfICS2208 Lecture4 Intelligent Interface Agents.pdf
ICS2208 Lecture4 Intelligent Interface Agents.pdf
 
Pharmacology chapter No 7 full notes.pdf
Pharmacology chapter No 7 full notes.pdfPharmacology chapter No 7 full notes.pdf
Pharmacology chapter No 7 full notes.pdf
 
Metabolism of lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptx
Metabolism of  lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptxMetabolism of  lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptx
Metabolism of lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptx
 
Problems on Mean,Mode,Median Standard Deviation
Problems on Mean,Mode,Median Standard DeviationProblems on Mean,Mode,Median Standard Deviation
Problems on Mean,Mode,Median Standard Deviation
 
THYROID HORMONE.pptx by Subham Panja,Asst. Professor, Department of B.Sc MLT,...
THYROID HORMONE.pptx by Subham Panja,Asst. Professor, Department of B.Sc MLT,...THYROID HORMONE.pptx by Subham Panja,Asst. Professor, Department of B.Sc MLT,...
THYROID HORMONE.pptx by Subham Panja,Asst. Professor, Department of B.Sc MLT,...
 
30-de-thi-vao-lop-10-mon-tieng-anh-co-dap-an.doc
30-de-thi-vao-lop-10-mon-tieng-anh-co-dap-an.doc30-de-thi-vao-lop-10-mon-tieng-anh-co-dap-an.doc
30-de-thi-vao-lop-10-mon-tieng-anh-co-dap-an.doc
 
ANOVA Parametric test: Biostatics and Research Methodology
ANOVA Parametric test: Biostatics and Research MethodologyANOVA Parametric test: Biostatics and Research Methodology
ANOVA Parametric test: Biostatics and Research Methodology
 
3.14.24 Gender Discrimination and Gender Inequity.pptx
3.14.24 Gender Discrimination and Gender Inequity.pptx3.14.24 Gender Discrimination and Gender Inequity.pptx
3.14.24 Gender Discrimination and Gender Inequity.pptx
 
Research Methodology and Tips on Better Research
Research Methodology and Tips on Better ResearchResearch Methodology and Tips on Better Research
Research Methodology and Tips on Better Research
 

Supply Chain Management for Engineers - INDE073