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

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 (6)

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

VIP Call Girl Sector 10 Noida Call Me: 9711199171
VIP Call Girl Sector 10 Noida Call Me: 9711199171VIP Call Girl Sector 10 Noida Call Me: 9711199171
VIP Call Girl Sector 10 Noida Call Me: 9711199171Call Girls Service Gurgaon
 
VIP Call Girl DLF Phase 2 Gurgaon (Noida) Just Meet Me@ 9711199012
VIP Call Girl DLF Phase 2 Gurgaon (Noida) Just Meet Me@ 9711199012VIP Call Girl DLF Phase 2 Gurgaon (Noida) Just Meet Me@ 9711199012
VIP Call Girl DLF Phase 2 Gurgaon (Noida) Just Meet Me@ 9711199012adityaroy0215
 
❤️Call girls in Jalandhar ☎️9876848877☎️ Call Girl service in Jalandhar☎️ Jal...
❤️Call girls in Jalandhar ☎️9876848877☎️ Call Girl service in Jalandhar☎️ Jal...❤️Call girls in Jalandhar ☎️9876848877☎️ Call Girl service in Jalandhar☎️ Jal...
❤️Call girls in Jalandhar ☎️9876848877☎️ Call Girl service in Jalandhar☎️ Jal...chandigarhentertainm
 
Hubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Hubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetHubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Hubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetCall Girls Service
 
Tirupati Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Tirupati Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetTirupati Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Tirupati Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetCall Girls Service
 
Bareilly Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Bareilly Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetBareilly Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Bareilly Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetCall Girls Service
 
Sambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Sambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetSambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Sambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetCall Girls Service
 
Russian Call Girls in Noida Pallavi 9711199171 High Class Call Girl Near Me
Russian Call Girls in Noida Pallavi 9711199171 High Class Call Girl Near MeRussian Call Girls in Noida Pallavi 9711199171 High Class Call Girl Near Me
Russian Call Girls in Noida Pallavi 9711199171 High Class Call Girl Near Memriyagarg453
 
dhanbad Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
dhanbad Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meetdhanbad Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
dhanbad Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetCall Girls Service
 
Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.
Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.
Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.ktanvi103
 
Call Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real Meet
Call Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real MeetCall Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real Meet
Call Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real Meetpriyashah722354
 
raisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
raisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meetraisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
raisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetCall Girls Service
 
Muzaffarpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Muzaffarpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetMuzaffarpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Muzaffarpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetCall Girls Service
 
Ozhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Ozhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetOzhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Ozhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetCall Girls Service
 
❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR Call G...
❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR   Call G...❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR   Call G...
❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR Call G...Gfnyt.com
 
nagpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
nagpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meetnagpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
nagpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetCall Girls Service
 
Jaipur Call Girls 9257276172 Call Girl in Jaipur Rajasthan
Jaipur Call Girls 9257276172 Call Girl in Jaipur RajasthanJaipur Call Girls 9257276172 Call Girl in Jaipur Rajasthan
Jaipur Call Girls 9257276172 Call Girl in Jaipur Rajasthanindiancallgirl4rent
 
Enjoyment ★ 8854095900 Indian Call Girls In Dehradun 🍆🍌 By Dehradun Call Girl ★
Enjoyment ★ 8854095900 Indian Call Girls In Dehradun 🍆🍌 By Dehradun Call Girl ★Enjoyment ★ 8854095900 Indian Call Girls In Dehradun 🍆🍌 By Dehradun Call Girl ★
Enjoyment ★ 8854095900 Indian Call Girls In Dehradun 🍆🍌 By Dehradun Call Girl ★indiancallgirl4rent
 
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near MeVIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Memriyagarg453
 
❤️♀️@ Jaipur Call Girls ❤️♀️@ Jaispreet Call Girl Services in Jaipur QRYPCF ...
❤️♀️@ Jaipur Call Girls ❤️♀️@ Jaispreet Call Girl Services in Jaipur QRYPCF  ...❤️♀️@ Jaipur Call Girls ❤️♀️@ Jaispreet Call Girl Services in Jaipur QRYPCF  ...
❤️♀️@ Jaipur Call Girls ❤️♀️@ Jaispreet Call Girl Services in Jaipur QRYPCF ...Gfnyt.com
 

Recently uploaded (20)

VIP Call Girl Sector 10 Noida Call Me: 9711199171
VIP Call Girl Sector 10 Noida Call Me: 9711199171VIP Call Girl Sector 10 Noida Call Me: 9711199171
VIP Call Girl Sector 10 Noida Call Me: 9711199171
 
VIP Call Girl DLF Phase 2 Gurgaon (Noida) Just Meet Me@ 9711199012
VIP Call Girl DLF Phase 2 Gurgaon (Noida) Just Meet Me@ 9711199012VIP Call Girl DLF Phase 2 Gurgaon (Noida) Just Meet Me@ 9711199012
VIP Call Girl DLF Phase 2 Gurgaon (Noida) Just Meet Me@ 9711199012
 
❤️Call girls in Jalandhar ☎️9876848877☎️ Call Girl service in Jalandhar☎️ Jal...
❤️Call girls in Jalandhar ☎️9876848877☎️ Call Girl service in Jalandhar☎️ Jal...❤️Call girls in Jalandhar ☎️9876848877☎️ Call Girl service in Jalandhar☎️ Jal...
❤️Call girls in Jalandhar ☎️9876848877☎️ Call Girl service in Jalandhar☎️ Jal...
 
Hubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Hubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetHubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Hubli Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Tirupati Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Tirupati Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetTirupati Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Tirupati Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Bareilly Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Bareilly Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetBareilly Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Bareilly Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Sambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Sambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetSambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Sambalpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Russian Call Girls in Noida Pallavi 9711199171 High Class Call Girl Near Me
Russian Call Girls in Noida Pallavi 9711199171 High Class Call Girl Near MeRussian Call Girls in Noida Pallavi 9711199171 High Class Call Girl Near Me
Russian Call Girls in Noida Pallavi 9711199171 High Class Call Girl Near Me
 
dhanbad Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
dhanbad Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meetdhanbad Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
dhanbad Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.
Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.
Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.
 
Call Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real Meet
Call Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real MeetCall Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real Meet
Call Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real Meet
 
raisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
raisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meetraisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
raisen Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Muzaffarpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Muzaffarpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetMuzaffarpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Muzaffarpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Ozhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Ozhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real MeetOzhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
Ozhukarai Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR Call G...
❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR   Call G...❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR   Call G...
❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR Call G...
 
nagpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
nagpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meetnagpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
nagpur Call Girls 👙 6297143586 👙 Genuine WhatsApp Number for Real Meet
 
Jaipur Call Girls 9257276172 Call Girl in Jaipur Rajasthan
Jaipur Call Girls 9257276172 Call Girl in Jaipur RajasthanJaipur Call Girls 9257276172 Call Girl in Jaipur Rajasthan
Jaipur Call Girls 9257276172 Call Girl in Jaipur Rajasthan
 
Enjoyment ★ 8854095900 Indian Call Girls In Dehradun 🍆🍌 By Dehradun Call Girl ★
Enjoyment ★ 8854095900 Indian Call Girls In Dehradun 🍆🍌 By Dehradun Call Girl ★Enjoyment ★ 8854095900 Indian Call Girls In Dehradun 🍆🍌 By Dehradun Call Girl ★
Enjoyment ★ 8854095900 Indian Call Girls In Dehradun 🍆🍌 By Dehradun Call Girl ★
 
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near MeVIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
 
❤️♀️@ Jaipur Call Girls ❤️♀️@ Jaispreet Call Girl Services in Jaipur QRYPCF ...
❤️♀️@ Jaipur Call Girls ❤️♀️@ Jaispreet Call Girl Services in Jaipur QRYPCF  ...❤️♀️@ Jaipur Call Girls ❤️♀️@ Jaispreet Call Girl Services in Jaipur QRYPCF  ...
❤️♀️@ Jaipur Call Girls ❤️♀️@ Jaispreet Call Girl Services in Jaipur QRYPCF ...
 

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