SlideShare a Scribd company logo
1 of 2
Download to read offline
CASE STUDY 
Drug Substance 
Campaign Optimization 
GOAL 
To unde rsta nd the impact of changeovers and 
hold ing costs on invento ry management for drug 
su bsta nce product ion. 
• Analysis for a manufacturer producing 2 years supply of material in long 
campaigns, generating large amounts of excess inventory. 
• Project looking at the timing and length of campaigns to optimize 
production and minimize cost. 
• Working in conjunction with Finance and planners, Bio-G evaluated 
different methods for optimizing inventory quantities. 
• The strategy suggested by Bio-G decreased inventory while maintaining 
same service levels to customers. 
• Savings of $5MM a year in direct operational costs, with no investment. 
high level 
summary 
The traditional paradigm for operating large scale bulk manufacturing plants 
is to maximize their throughput, a strategy that involves long campaigns 
with very few changeovers. Plants have been traditionally rewarded for 
this strategy since each additional gram of material lowers the per-unit 
production cost. 
THE BRI EF 
Long campaigns 
result in high inventory 
Short campaigns 
result in less inventory 
Higher average inventory 
with longer campaigns 
Average inventory 
(long campaigns) 
Average inventory 
(short campaigns) 
TIME 
INVENTORY 
LEVEL 
However, supply chain planners have begun to realize that such a 
paradigm generates a large amount of excess inventory that must 
be stored for months or years before it is shipped to patients. Single 
campaigns can produce up to 1-2 years of inventory that must be stored, 
using not just premium warehouse space but tying up valuable capital. 
In worst cases, a classic ‘bullwhip effect’ arises where bulk manufacturing 
is highly unresponsive to actual customer demand, creating either large 
gluts of supply or supply shortfalls. The key challenge for manufacturers 
is therefore to trade off campaign lengths with overall plant capacity 
to minimize not just production cost, but holding costs throughout the 
supply chain network. 
INVENTORY LEVELS OVER TIME 
FOR TWO CAMPAIGN STRATEGIES 
© Bioproduction Group. All Rights Reserved. 1
EOQ MODEL: OPTIMAL TRADE-OFF OF 
HOLDING COSTS & CAMPAIGN LENGTH 
How We Did It 
“Intuitive findings are 
important when you’re 
trying to drive such a 
large-scale change.” 
Rick Johnston, Principal 
OPTIMAL CAMPAIGN 
LENGTH (weeks) 
50 
45 
40 
35 
30 
25 
20 
15 
10 
5 
0 
14 
0 
2 
4 
6 
8 
10 
12 
1 
2 
3 
HOLDING COST 
($ / g / year) 
CHANGEOVER 
COST ($MM) 
Results Bio-G’s recommendations were to dramatically increase the number of 
MORE INFORMATION 
BIOPRODUCTION GROUP 
CONTACT@BIO-G.COM 
www.bio-g.com 
Bioproduction Group’s methodology was to establish a strategy based on a 
variant of the classic ‘Economic Production Quantity’ (EOQ) model, adapted 
for the biopharmaceutical manufacturing environment. “EOQ-style modeling 
was simple, understandable and produced great results”, comments Principal 
Rick Johnston. “Intuitive findings are important when you’re trying to drive 
such a large-scale change.” 
Working with finance planners, the Bio-G team suggested a strategy for each 
product that balanced raw materials, insurance and other real costs against 
the loss of plant capacity resulting from more changeovers. The result was 
a simulation model that incorporated detailed costing and time aspects, to 
show cash inflows and outflows over time. 
Not content with a deterministic solution, the team used simulation modeling 
to show that the risks to the business were the same as, or lower than, the 
existing strategy. 
campaigns, halving the campaign length for many products. The resulting 
strategy minimized inventory on-hand, resulting the manufacturer meeting 
lean targets in terms of raw materials and drug substance. 
More importantly, the output of the simulations showed that these lower 
inventory targets could be met without increasing the risk to the business, 
and in many cases decreased the overall risk of stockout. The value shown 
was $5MM a year in direct costs saved, with no capital outlay required. 
© Bioproduction Group. All Rights Reserved. 2

More Related Content

What's hot

Selecting The Right Supply Chain For Your Product
Selecting The Right Supply Chain For Your ProductSelecting The Right Supply Chain For Your Product
Selecting The Right Supply Chain For Your ProductAnupam Sharma
 
Understanding the Upscale of Large-Scale Consumer Panels
Understanding the Upscale of Large-Scale Consumer PanelsUnderstanding the Upscale of Large-Scale Consumer Panels
Understanding the Upscale of Large-Scale Consumer PanelsMrieuxNutriSciencesN
 
Portfolio segmentation – milestone on the way to more sustainability
Portfolio segmentation – milestone on the way to more sustainabilityPortfolio segmentation – milestone on the way to more sustainability
Portfolio segmentation – milestone on the way to more sustainabilityBASF
 
PPT On Green Supply Chain Managment
PPT On Green Supply Chain ManagmentPPT On Green Supply Chain Managment
PPT On Green Supply Chain ManagmentRupesh Sakhare
 
The Benefits and Approach to Optimizing a Supply Chain
The Benefits and Approach to Optimizing a Supply Chain The Benefits and Approach to Optimizing a Supply Chain
The Benefits and Approach to Optimizing a Supply Chain Jessica McCune
 
üMi̇t aydin 125093 ödev13
üMi̇t aydin 125093 ödev13üMi̇t aydin 125093 ödev13
üMi̇t aydin 125093 ödev13Ümit Aydın
 
Green Supply Chain Management
Green Supply Chain ManagementGreen Supply Chain Management
Green Supply Chain Managementsatishmudiganti
 

What's hot (9)

Selecting The Right Supply Chain For Your Product
Selecting The Right Supply Chain For Your ProductSelecting The Right Supply Chain For Your Product
Selecting The Right Supply Chain For Your Product
 
Understanding the Upscale of Large-Scale Consumer Panels
Understanding the Upscale of Large-Scale Consumer PanelsUnderstanding the Upscale of Large-Scale Consumer Panels
Understanding the Upscale of Large-Scale Consumer Panels
 
Portfolio segmentation – milestone on the way to more sustainability
Portfolio segmentation – milestone on the way to more sustainabilityPortfolio segmentation – milestone on the way to more sustainability
Portfolio segmentation – milestone on the way to more sustainability
 
PPT On Green Supply Chain Managment
PPT On Green Supply Chain ManagmentPPT On Green Supply Chain Managment
PPT On Green Supply Chain Managment
 
The Benefits and Approach to Optimizing a Supply Chain
The Benefits and Approach to Optimizing a Supply Chain The Benefits and Approach to Optimizing a Supply Chain
The Benefits and Approach to Optimizing a Supply Chain
 
Managing food quality (final)
Managing food quality (final)Managing food quality (final)
Managing food quality (final)
 
Walmart's Sustainabilty Checklist
Walmart's Sustainabilty ChecklistWalmart's Sustainabilty Checklist
Walmart's Sustainabilty Checklist
 
üMi̇t aydin 125093 ödev13
üMi̇t aydin 125093 ödev13üMi̇t aydin 125093 ödev13
üMi̇t aydin 125093 ödev13
 
Green Supply Chain Management
Green Supply Chain ManagementGreen Supply Chain Management
Green Supply Chain Management
 

Similar to Optimizing bulk campaign lengths

Titer capacity analysis
Titer capacity analysisTiter capacity analysis
Titer capacity analysisGBX Summits
 
Enabling higher process titers at a manufacturing facility
Enabling higher process titers at a manufacturing facilityEnabling higher process titers at a manufacturing facility
Enabling higher process titers at a manufacturing facilityGBX Summits
 
The role of just-in-time production for sustainable practices.pdf
The role of just-in-time production for sustainable practices.pdfThe role of just-in-time production for sustainable practices.pdf
The role of just-in-time production for sustainable practices.pdfMr. Business Magazine
 
AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...
AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...
AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...IJITCA Journal
 
AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...
AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...
AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...IJITCA Journal
 
industrial microbial culture (1).pdf
industrial microbial culture (1).pdfindustrial microbial culture (1).pdf
industrial microbial culture (1).pdfRupajitBhattacharjee1
 
Capacity planning in biomanufacturing
Capacity planning in biomanufacturingCapacity planning in biomanufacturing
Capacity planning in biomanufacturingGBX Summits
 
Mps vs aggregate planning
Mps vs aggregate planningMps vs aggregate planning
Mps vs aggregate planningUmar Yazdani
 
Modelling
ModellingModelling
Modellingskarri
 
Does Innovation Pay DIA 2006
Does Innovation Pay DIA 2006Does Innovation Pay DIA 2006
Does Innovation Pay DIA 2006Neil Patel
 
Importance of practicing lean management concepts in multinational companies
Importance of practicing lean management concepts in multinational companies Importance of practicing lean management concepts in multinational companies
Importance of practicing lean management concepts in multinational companies Charm Rammandala
 
Aggregate planning
Aggregate planningAggregate planning
Aggregate planningAtif Ghayas
 
Achieving Customer Specifications Through Process Improv.docx
Achieving Customer  Specifications Through  Process Improv.docxAchieving Customer  Specifications Through  Process Improv.docx
Achieving Customer Specifications Through Process Improv.docxbartholomeocoombs
 
Supply Planning - Case Study - Boots Contract Manufacturing and Orchestr8
Supply Planning - Case Study - Boots Contract Manufacturing and Orchestr8Supply Planning - Case Study - Boots Contract Manufacturing and Orchestr8
Supply Planning - Case Study - Boots Contract Manufacturing and Orchestr8Ben Bradley
 
Bio g defense in depth presentation
Bio g defense in depth presentationBio g defense in depth presentation
Bio g defense in depth presentationGBX Summits
 

Similar to Optimizing bulk campaign lengths (20)

Titer capacity analysis
Titer capacity analysisTiter capacity analysis
Titer capacity analysis
 
Enabling higher process titers at a manufacturing facility
Enabling higher process titers at a manufacturing facilityEnabling higher process titers at a manufacturing facility
Enabling higher process titers at a manufacturing facility
 
Schepers
SchepersSchepers
Schepers
 
Campaign production aspects
Campaign production aspectsCampaign production aspects
Campaign production aspects
 
The role of just-in-time production for sustainable practices.pdf
The role of just-in-time production for sustainable practices.pdfThe role of just-in-time production for sustainable practices.pdf
The role of just-in-time production for sustainable practices.pdf
 
27798-108137-1-PB.pdf
27798-108137-1-PB.pdf27798-108137-1-PB.pdf
27798-108137-1-PB.pdf
 
AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...
AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...
AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...
 
AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...
AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...
AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...
 
industrial microbial culture (1).pdf
industrial microbial culture (1).pdfindustrial microbial culture (1).pdf
industrial microbial culture (1).pdf
 
Capacity planning in biomanufacturing
Capacity planning in biomanufacturingCapacity planning in biomanufacturing
Capacity planning in biomanufacturing
 
Mps vs aggregate planning
Mps vs aggregate planningMps vs aggregate planning
Mps vs aggregate planning
 
File72604
File72604File72604
File72604
 
Modelling
ModellingModelling
Modelling
 
Does Innovation Pay DIA 2006
Does Innovation Pay DIA 2006Does Innovation Pay DIA 2006
Does Innovation Pay DIA 2006
 
Importance of practicing lean management concepts in multinational companies
Importance of practicing lean management concepts in multinational companies Importance of practicing lean management concepts in multinational companies
Importance of practicing lean management concepts in multinational companies
 
Aggregate planning
Aggregate planningAggregate planning
Aggregate planning
 
An introduction to Sustainable Procurement
An introduction to Sustainable ProcurementAn introduction to Sustainable Procurement
An introduction to Sustainable Procurement
 
Achieving Customer Specifications Through Process Improv.docx
Achieving Customer  Specifications Through  Process Improv.docxAchieving Customer  Specifications Through  Process Improv.docx
Achieving Customer Specifications Through Process Improv.docx
 
Supply Planning - Case Study - Boots Contract Manufacturing and Orchestr8
Supply Planning - Case Study - Boots Contract Manufacturing and Orchestr8Supply Planning - Case Study - Boots Contract Manufacturing and Orchestr8
Supply Planning - Case Study - Boots Contract Manufacturing and Orchestr8
 
Bio g defense in depth presentation
Bio g defense in depth presentationBio g defense in depth presentation
Bio g defense in depth presentation
 

More from GBX Summits

A Healthy Dose of Chips R1
A Healthy Dose of Chips  R1A Healthy Dose of Chips  R1
A Healthy Dose of Chips R1GBX Summits
 
Address The Innovation Imperative!
Address The Innovation Imperative!Address The Innovation Imperative!
Address The Innovation Imperative!GBX Summits
 
Maintenance and calibrations
Maintenance and calibrationsMaintenance and calibrations
Maintenance and calibrationsGBX Summits
 
Innovation in biopharmaceutical production
Innovation in biopharmaceutical productionInnovation in biopharmaceutical production
Innovation in biopharmaceutical productionGBX Summits
 
Bio g strategic capacity assessment
Bio g strategic capacity assessmentBio g strategic capacity assessment
Bio g strategic capacity assessmentGBX Summits
 
Bio g - ManufacturingIintelligence webinar GBX
Bio g - ManufacturingIintelligence webinar GBXBio g - ManufacturingIintelligence webinar GBX
Bio g - ManufacturingIintelligence webinar GBXGBX Summits
 
Biomanufacturing supply chain optimization
Biomanufacturing supply chain optimizationBiomanufacturing supply chain optimization
Biomanufacturing supply chain optimizationGBX Summits
 
Biomanufacturing flexibility
Biomanufacturing flexibilityBiomanufacturing flexibility
Biomanufacturing flexibilityGBX Summits
 
Biomanufacturing debottlenecking and optimization
Biomanufacturing debottlenecking and optimizationBiomanufacturing debottlenecking and optimization
Biomanufacturing debottlenecking and optimizationGBX Summits
 
Biomanufacturing complexity
Biomanufacturing complexityBiomanufacturing complexity
Biomanufacturing complexityGBX Summits
 
Real time scheduling
Real time schedulingReal time scheduling
Real time schedulingGBX Summits
 
Real time modeling system
Real time modeling systemReal time modeling system
Real time modeling systemGBX Summits
 
Retrofitting a new process to an existing facility
Retrofitting a new process to an existing facilityRetrofitting a new process to an existing facility
Retrofitting a new process to an existing facilityGBX Summits
 
Prioritizing waste reduction projects
Prioritizing waste reduction projectsPrioritizing waste reduction projects
Prioritizing waste reduction projectsGBX Summits
 
Increasing labor effectiveness
Increasing labor effectivenessIncreasing labor effectiveness
Increasing labor effectivenessGBX Summits
 
Evaluating the effect of raw materials shortages
Evaluating the effect of raw materials shortagesEvaluating the effect of raw materials shortages
Evaluating the effect of raw materials shortagesGBX Summits
 
Evaluating perfusion technologies
Evaluating perfusion technologiesEvaluating perfusion technologies
Evaluating perfusion technologiesGBX Summits
 
Debottlenecking a bulk manufacturing plant
Debottlenecking a bulk manufacturing plantDebottlenecking a bulk manufacturing plant
Debottlenecking a bulk manufacturing plantGBX Summits
 
Building a next generation facility fit tool
Building a next generation facility fit toolBuilding a next generation facility fit tool
Building a next generation facility fit toolGBX Summits
 

More from GBX Summits (20)

A Healthy Dose of Chips R1
A Healthy Dose of Chips  R1A Healthy Dose of Chips  R1
A Healthy Dose of Chips R1
 
Address The Innovation Imperative!
Address The Innovation Imperative!Address The Innovation Imperative!
Address The Innovation Imperative!
 
Maintenance and calibrations
Maintenance and calibrationsMaintenance and calibrations
Maintenance and calibrations
 
Innovation in biopharmaceutical production
Innovation in biopharmaceutical productionInnovation in biopharmaceutical production
Innovation in biopharmaceutical production
 
Bio g strategic capacity assessment
Bio g strategic capacity assessmentBio g strategic capacity assessment
Bio g strategic capacity assessment
 
Bio g - ManufacturingIintelligence webinar GBX
Bio g - ManufacturingIintelligence webinar GBXBio g - ManufacturingIintelligence webinar GBX
Bio g - ManufacturingIintelligence webinar GBX
 
Biomanufacturing supply chain optimization
Biomanufacturing supply chain optimizationBiomanufacturing supply chain optimization
Biomanufacturing supply chain optimization
 
Biomanufacturing flexibility
Biomanufacturing flexibilityBiomanufacturing flexibility
Biomanufacturing flexibility
 
Biomanufacturing debottlenecking and optimization
Biomanufacturing debottlenecking and optimizationBiomanufacturing debottlenecking and optimization
Biomanufacturing debottlenecking and optimization
 
Biomanufacturing complexity
Biomanufacturing complexityBiomanufacturing complexity
Biomanufacturing complexity
 
Real time scheduling
Real time schedulingReal time scheduling
Real time scheduling
 
Real time modeling system
Real time modeling systemReal time modeling system
Real time modeling system
 
Crosswalk
CrosswalkCrosswalk
Crosswalk
 
Retrofitting a new process to an existing facility
Retrofitting a new process to an existing facilityRetrofitting a new process to an existing facility
Retrofitting a new process to an existing facility
 
Prioritizing waste reduction projects
Prioritizing waste reduction projectsPrioritizing waste reduction projects
Prioritizing waste reduction projects
 
Increasing labor effectiveness
Increasing labor effectivenessIncreasing labor effectiveness
Increasing labor effectiveness
 
Evaluating the effect of raw materials shortages
Evaluating the effect of raw materials shortagesEvaluating the effect of raw materials shortages
Evaluating the effect of raw materials shortages
 
Evaluating perfusion technologies
Evaluating perfusion technologiesEvaluating perfusion technologies
Evaluating perfusion technologies
 
Debottlenecking a bulk manufacturing plant
Debottlenecking a bulk manufacturing plantDebottlenecking a bulk manufacturing plant
Debottlenecking a bulk manufacturing plant
 
Building a next generation facility fit tool
Building a next generation facility fit toolBuilding a next generation facility fit tool
Building a next generation facility fit tool
 

Recently uploaded

Gurgaon Sector 68 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
Gurgaon Sector 68 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...Gurgaon Sector 68 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
Gurgaon Sector 68 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...ggsonu500
 
Russian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in Lucknow
Russian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in LucknowRussian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in Lucknow
Russian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in Lucknowgragteena
 
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service MohaliCall Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service MohaliHigh Profile Call Girls Chandigarh Aarushi
 
hyderabad call girl.pdfRussian Call Girls in Hyderabad Amrita 9907093804 Inde...
hyderabad call girl.pdfRussian Call Girls in Hyderabad Amrita 9907093804 Inde...hyderabad call girl.pdfRussian Call Girls in Hyderabad Amrita 9907093804 Inde...
hyderabad call girl.pdfRussian Call Girls in Hyderabad Amrita 9907093804 Inde...delhimodelshub1
 
Call Girls Gurgaon Parul 9711199012 Independent Escort Service Gurgaon
Call Girls Gurgaon Parul 9711199012 Independent Escort Service GurgaonCall Girls Gurgaon Parul 9711199012 Independent Escort Service Gurgaon
Call Girls Gurgaon Parul 9711199012 Independent Escort Service GurgaonCall Girls Service Gurgaon
 
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service HyderabadCall Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabaddelhimodelshub1
 
Call Girls LB Nagar 7001305949 all area service COD available Any Time
Call Girls LB Nagar 7001305949 all area service COD available Any TimeCall Girls LB Nagar 7001305949 all area service COD available Any Time
Call Girls LB Nagar 7001305949 all area service COD available Any Timedelhimodelshub1
 
Low Rate Call Girls In Bommanahalli Just Call 7001305949
Low Rate Call Girls In Bommanahalli Just Call 7001305949Low Rate Call Girls In Bommanahalli Just Call 7001305949
Low Rate Call Girls In Bommanahalli Just Call 7001305949ps5894268
 
Call Girls Hyderabad Krisha 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Krisha 9907093804 Independent Escort Service HyderabadCall Girls Hyderabad Krisha 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Krisha 9907093804 Independent Escort Service Hyderabaddelhimodelshub1
 
Call Girls Kukatpally 7001305949 all area service COD available Any Time
Call Girls Kukatpally 7001305949 all area service COD available Any TimeCall Girls Kukatpally 7001305949 all area service COD available Any Time
Call Girls Kukatpally 7001305949 all area service COD available Any Timedelhimodelshub1
 
Call Girls in Hyderabad Lavanya 9907093804 Independent Escort Service Hyderabad
Call Girls in Hyderabad Lavanya 9907093804 Independent Escort Service HyderabadCall Girls in Hyderabad Lavanya 9907093804 Independent Escort Service Hyderabad
Call Girls in Hyderabad Lavanya 9907093804 Independent Escort Service Hyderabaddelhimodelshub1
 
Call Girls Secunderabad 7001305949 all area service COD available Any Time
Call Girls Secunderabad 7001305949 all area service COD available Any TimeCall Girls Secunderabad 7001305949 all area service COD available Any Time
Call Girls Secunderabad 7001305949 all area service COD available Any Timedelhimodelshub1
 
College Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
College Call Girls Mumbai Alia 9910780858 Independent Escort Service MumbaiCollege Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
College Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbaisonalikaur4
 
Leading transformational change: inner and outer skills
Leading transformational change: inner and outer skillsLeading transformational change: inner and outer skills
Leading transformational change: inner and outer skillsHelenBevan4
 
Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...
Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...
Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...soniya singh
 
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...
No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...Vip call girls In Chandigarh
 
Russian Escorts Delhi | 9711199171 | all area service available
Russian Escorts Delhi | 9711199171 | all area service availableRussian Escorts Delhi | 9711199171 | all area service available
Russian Escorts Delhi | 9711199171 | all area service availablesandeepkumar69420
 
Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...
Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...
Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...delhimodelshub1
 

Recently uploaded (20)

Call Girl Guwahati Aashi 👉 7001305949 👈 🔝 Independent Escort Service Guwahati
Call Girl Guwahati Aashi 👉 7001305949 👈 🔝 Independent Escort Service GuwahatiCall Girl Guwahati Aashi 👉 7001305949 👈 🔝 Independent Escort Service Guwahati
Call Girl Guwahati Aashi 👉 7001305949 👈 🔝 Independent Escort Service Guwahati
 
Gurgaon Sector 68 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
Gurgaon Sector 68 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...Gurgaon Sector 68 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
Gurgaon Sector 68 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
 
Russian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in Lucknow
Russian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in LucknowRussian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in Lucknow
Russian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in Lucknow
 
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service MohaliCall Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
 
hyderabad call girl.pdfRussian Call Girls in Hyderabad Amrita 9907093804 Inde...
hyderabad call girl.pdfRussian Call Girls in Hyderabad Amrita 9907093804 Inde...hyderabad call girl.pdfRussian Call Girls in Hyderabad Amrita 9907093804 Inde...
hyderabad call girl.pdfRussian Call Girls in Hyderabad Amrita 9907093804 Inde...
 
Call Girls Gurgaon Parul 9711199012 Independent Escort Service Gurgaon
Call Girls Gurgaon Parul 9711199012 Independent Escort Service GurgaonCall Girls Gurgaon Parul 9711199012 Independent Escort Service Gurgaon
Call Girls Gurgaon Parul 9711199012 Independent Escort Service Gurgaon
 
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service HyderabadCall Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
 
Call Girls LB Nagar 7001305949 all area service COD available Any Time
Call Girls LB Nagar 7001305949 all area service COD available Any TimeCall Girls LB Nagar 7001305949 all area service COD available Any Time
Call Girls LB Nagar 7001305949 all area service COD available Any Time
 
Low Rate Call Girls In Bommanahalli Just Call 7001305949
Low Rate Call Girls In Bommanahalli Just Call 7001305949Low Rate Call Girls In Bommanahalli Just Call 7001305949
Low Rate Call Girls In Bommanahalli Just Call 7001305949
 
Call Girls Hyderabad Krisha 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Krisha 9907093804 Independent Escort Service HyderabadCall Girls Hyderabad Krisha 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Krisha 9907093804 Independent Escort Service Hyderabad
 
Call Girls Kukatpally 7001305949 all area service COD available Any Time
Call Girls Kukatpally 7001305949 all area service COD available Any TimeCall Girls Kukatpally 7001305949 all area service COD available Any Time
Call Girls Kukatpally 7001305949 all area service COD available Any Time
 
Call Girls in Hyderabad Lavanya 9907093804 Independent Escort Service Hyderabad
Call Girls in Hyderabad Lavanya 9907093804 Independent Escort Service HyderabadCall Girls in Hyderabad Lavanya 9907093804 Independent Escort Service Hyderabad
Call Girls in Hyderabad Lavanya 9907093804 Independent Escort Service Hyderabad
 
Call Girls Secunderabad 7001305949 all area service COD available Any Time
Call Girls Secunderabad 7001305949 all area service COD available Any TimeCall Girls Secunderabad 7001305949 all area service COD available Any Time
Call Girls Secunderabad 7001305949 all area service COD available Any Time
 
College Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
College Call Girls Mumbai Alia 9910780858 Independent Escort Service MumbaiCollege Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
College Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
 
Leading transformational change: inner and outer skills
Leading transformational change: inner and outer skillsLeading transformational change: inner and outer skills
Leading transformational change: inner and outer skills
 
Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...
Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...
Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...
 
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...
No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...
 
Russian Escorts Delhi | 9711199171 | all area service available
Russian Escorts Delhi | 9711199171 | all area service availableRussian Escorts Delhi | 9711199171 | all area service available
Russian Escorts Delhi | 9711199171 | all area service available
 
Russian Call Girls in Dehradun Komal 🔝 7001305949 🔝 📍 Independent Escort Serv...
Russian Call Girls in Dehradun Komal 🔝 7001305949 🔝 📍 Independent Escort Serv...Russian Call Girls in Dehradun Komal 🔝 7001305949 🔝 📍 Independent Escort Serv...
Russian Call Girls in Dehradun Komal 🔝 7001305949 🔝 📍 Independent Escort Serv...
 
Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...
Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...
Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...
 

Optimizing bulk campaign lengths

  • 1. CASE STUDY Drug Substance Campaign Optimization GOAL To unde rsta nd the impact of changeovers and hold ing costs on invento ry management for drug su bsta nce product ion. • Analysis for a manufacturer producing 2 years supply of material in long campaigns, generating large amounts of excess inventory. • Project looking at the timing and length of campaigns to optimize production and minimize cost. • Working in conjunction with Finance and planners, Bio-G evaluated different methods for optimizing inventory quantities. • The strategy suggested by Bio-G decreased inventory while maintaining same service levels to customers. • Savings of $5MM a year in direct operational costs, with no investment. high level summary The traditional paradigm for operating large scale bulk manufacturing plants is to maximize their throughput, a strategy that involves long campaigns with very few changeovers. Plants have been traditionally rewarded for this strategy since each additional gram of material lowers the per-unit production cost. THE BRI EF Long campaigns result in high inventory Short campaigns result in less inventory Higher average inventory with longer campaigns Average inventory (long campaigns) Average inventory (short campaigns) TIME INVENTORY LEVEL However, supply chain planners have begun to realize that such a paradigm generates a large amount of excess inventory that must be stored for months or years before it is shipped to patients. Single campaigns can produce up to 1-2 years of inventory that must be stored, using not just premium warehouse space but tying up valuable capital. In worst cases, a classic ‘bullwhip effect’ arises where bulk manufacturing is highly unresponsive to actual customer demand, creating either large gluts of supply or supply shortfalls. The key challenge for manufacturers is therefore to trade off campaign lengths with overall plant capacity to minimize not just production cost, but holding costs throughout the supply chain network. INVENTORY LEVELS OVER TIME FOR TWO CAMPAIGN STRATEGIES © Bioproduction Group. All Rights Reserved. 1
  • 2. EOQ MODEL: OPTIMAL TRADE-OFF OF HOLDING COSTS & CAMPAIGN LENGTH How We Did It “Intuitive findings are important when you’re trying to drive such a large-scale change.” Rick Johnston, Principal OPTIMAL CAMPAIGN LENGTH (weeks) 50 45 40 35 30 25 20 15 10 5 0 14 0 2 4 6 8 10 12 1 2 3 HOLDING COST ($ / g / year) CHANGEOVER COST ($MM) Results Bio-G’s recommendations were to dramatically increase the number of MORE INFORMATION BIOPRODUCTION GROUP CONTACT@BIO-G.COM www.bio-g.com Bioproduction Group’s methodology was to establish a strategy based on a variant of the classic ‘Economic Production Quantity’ (EOQ) model, adapted for the biopharmaceutical manufacturing environment. “EOQ-style modeling was simple, understandable and produced great results”, comments Principal Rick Johnston. “Intuitive findings are important when you’re trying to drive such a large-scale change.” Working with finance planners, the Bio-G team suggested a strategy for each product that balanced raw materials, insurance and other real costs against the loss of plant capacity resulting from more changeovers. The result was a simulation model that incorporated detailed costing and time aspects, to show cash inflows and outflows over time. Not content with a deterministic solution, the team used simulation modeling to show that the risks to the business were the same as, or lower than, the existing strategy. campaigns, halving the campaign length for many products. The resulting strategy minimized inventory on-hand, resulting the manufacturer meeting lean targets in terms of raw materials and drug substance. More importantly, the output of the simulations showed that these lower inventory targets could be met without increasing the risk to the business, and in many cases decreased the overall risk of stockout. The value shown was $5MM a year in direct costs saved, with no capital outlay required. © Bioproduction Group. All Rights Reserved. 2