SlideShare une entreprise Scribd logo
1  sur  29
Artificial Agents Play the Beer Game Eliminate the Bullwhip Effect  and Whip the MBAs Steven O. Kimbrough D.-J. Wu Fang Zhong FMEC, Philadelphia, June 2000; file: beergameslides.ppt
The MIT Beer Game   ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Timing ,[object Object],[object Object],[object Object],[object Object],[object Object]
Game Board ,[object Object]
The Bullwhip Effect ,[object Object],[object Object]
Observed Bullwhip effect from undergraduates game playing
Bullwhip Effect Example (P & G) ,[object Object]
Analytic Results: Deterministic Demand ,[object Object],[object Object],[object Object],[object Object],[object Object]
Analytic Results: Stochastic Demand  (Chen, 1999,  Management Science ) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Agent-Based Approach ,[object Object],[object Object],[object Object],[object Object],[object Object]
Research Questions ,[object Object],[object Object],[object Object],[object Object]
Flowchart
Agents Coding Strategy ,[object Object],[object Object],[object Object],[object Object],[object Object]
Experiment 1a: First Cup ,[object Object],[object Object],[object Object],[object Object],[object Object]
Experiment 1b ,[object Object],[object Object],[object Object]
Result of Experiment 1b ,[object Object]
[object Object]
Stability (Experiment 1b) ,[object Object],[object Object],[object Object],[object Object]
Experiment 2: Second Cup ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Artificial agents eliminate the Bullwhip effect.
Artificial agents discover a better policy than “1-1” when facing stochastic demand with penalty costs for all players.
Experiment 3: Third Cup ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Artificial agents discover better and stable policies than “1-1” when facing stochastic demand and stochastic lead-time.
Artificial Agents are able to eliminate the Bullwhip effect when facing stochastic demand with stochastic leadtime .
Agents learning
The Columbia Beer Game ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Ongoing Research: More Beer ,[object Object],[object Object],[object Object],[object Object]
Summary ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
A framework for multi-agent intelligent enterprise modeling

Contenu connexe

Tendances

Supply Chain Management chap 4
Supply Chain Management chap 4Supply Chain Management chap 4
Supply Chain Management chap 4Umair Arain
 
Supply Chain Risk Management
Supply Chain Risk ManagementSupply Chain Risk Management
Supply Chain Risk ManagementAnand Subramaniam
 
Supply Chain Management Research
Supply Chain Management ResearchSupply Chain Management Research
Supply Chain Management ResearchTogar Simatupang
 
Supply chain mngt
Supply chain mngtSupply chain mngt
Supply chain mngthas10nas
 
Supply Chain Management, Sourcing Pricing and Procurement Process
Supply Chain Management, Sourcing Pricing and Procurement ProcessSupply Chain Management, Sourcing Pricing and Procurement Process
Supply Chain Management, Sourcing Pricing and Procurement ProcessRajendran Ananda Krishnan
 
A Roadmap To Move In Supply Chain Management
A Roadmap To Move In Supply Chain ManagementA Roadmap To Move In Supply Chain Management
A Roadmap To Move In Supply Chain ManagementJie Wang
 
Supply Chain Management chap 6
Supply Chain Management chap 6Supply Chain Management chap 6
Supply Chain Management chap 6Umair Arain
 
Methods for selecting suppliers in international procurement
Methods for selecting suppliers in international procurementMethods for selecting suppliers in international procurement
Methods for selecting suppliers in international procurementAnkit
 
Just in time (jit) and lean production
Just in time (jit) and lean productionJust in time (jit) and lean production
Just in time (jit) and lean productionهشام جملة
 
Chapter 1 understanding the supply chain
Chapter 1 understanding the supply chainChapter 1 understanding the supply chain
Chapter 1 understanding the supply chainsajidsharif2022
 
Supply Chain Risk Management (guest lecture Tilburg University March 2010)
Supply Chain Risk Management (guest lecture Tilburg University March 2010)Supply Chain Risk Management (guest lecture Tilburg University March 2010)
Supply Chain Risk Management (guest lecture Tilburg University March 2010)Robbert Janssen
 
Lean Supply Chain Management--by JULIAN KALAC
Lean Supply Chain Management--by JULIAN KALACLean Supply Chain Management--by JULIAN KALAC
Lean Supply Chain Management--by JULIAN KALACJulian Kalac P.Eng
 
Green Supply Chain Practices and Performances: A case of 3PL in Karachi
Green Supply Chain Practices and Performances: A case of 3PL in KarachiGreen Supply Chain Practices and Performances: A case of 3PL in Karachi
Green Supply Chain Practices and Performances: A case of 3PL in KarachiTalha Bin Irfan Usmani
 
Supply chain management ch03 chopra
Supply chain management ch03 chopraSupply chain management ch03 chopra
Supply chain management ch03 chopraJamil Ahmed AKASH
 
Inventory Management , MRP, JIT and SCM
Inventory Management  , MRP, JIT and SCMInventory Management  , MRP, JIT and SCM
Inventory Management , MRP, JIT and SCMNishant Agrawal
 

Tendances (20)

Supply Chain Management chap 4
Supply Chain Management chap 4Supply Chain Management chap 4
Supply Chain Management chap 4
 
Supply Chain Risk Management
Supply Chain Risk ManagementSupply Chain Risk Management
Supply Chain Risk Management
 
Supply Chain Management Research
Supply Chain Management ResearchSupply Chain Management Research
Supply Chain Management Research
 
Supply chain mngt
Supply chain mngtSupply chain mngt
Supply chain mngt
 
Supply Chain Management, Sourcing Pricing and Procurement Process
Supply Chain Management, Sourcing Pricing and Procurement ProcessSupply Chain Management, Sourcing Pricing and Procurement Process
Supply Chain Management, Sourcing Pricing and Procurement Process
 
Supply Chain Management Coordination.
Supply Chain Management Coordination.Supply Chain Management Coordination.
Supply Chain Management Coordination.
 
A Roadmap To Move In Supply Chain Management
A Roadmap To Move In Supply Chain ManagementA Roadmap To Move In Supply Chain Management
A Roadmap To Move In Supply Chain Management
 
Supply Chain Management chap 6
Supply Chain Management chap 6Supply Chain Management chap 6
Supply Chain Management chap 6
 
Methods for selecting suppliers in international procurement
Methods for selecting suppliers in international procurementMethods for selecting suppliers in international procurement
Methods for selecting suppliers in international procurement
 
Lot Sizing Techniques
Lot Sizing TechniquesLot Sizing Techniques
Lot Sizing Techniques
 
Kraljic matrix of procurement
Kraljic matrix of procurementKraljic matrix of procurement
Kraljic matrix of procurement
 
Risk management in supply chain
Risk management in supply chain Risk management in supply chain
Risk management in supply chain
 
Just in time (jit) and lean production
Just in time (jit) and lean productionJust in time (jit) and lean production
Just in time (jit) and lean production
 
Chapter 1 understanding the supply chain
Chapter 1 understanding the supply chainChapter 1 understanding the supply chain
Chapter 1 understanding the supply chain
 
Supply Chain Risk Management (guest lecture Tilburg University March 2010)
Supply Chain Risk Management (guest lecture Tilburg University March 2010)Supply Chain Risk Management (guest lecture Tilburg University March 2010)
Supply Chain Risk Management (guest lecture Tilburg University March 2010)
 
Chopra Meindl Chapter 5
Chopra Meindl Chapter 5Chopra Meindl Chapter 5
Chopra Meindl Chapter 5
 
Lean Supply Chain Management--by JULIAN KALAC
Lean Supply Chain Management--by JULIAN KALACLean Supply Chain Management--by JULIAN KALAC
Lean Supply Chain Management--by JULIAN KALAC
 
Green Supply Chain Practices and Performances: A case of 3PL in Karachi
Green Supply Chain Practices and Performances: A case of 3PL in KarachiGreen Supply Chain Practices and Performances: A case of 3PL in Karachi
Green Supply Chain Practices and Performances: A case of 3PL in Karachi
 
Supply chain management ch03 chopra
Supply chain management ch03 chopraSupply chain management ch03 chopra
Supply chain management ch03 chopra
 
Inventory Management , MRP, JIT and SCM
Inventory Management  , MRP, JIT and SCMInventory Management  , MRP, JIT and SCM
Inventory Management , MRP, JIT and SCM
 

Similaire à The Beer Game slides

Placebo effects of marketing actions
Placebo effects of marketing actions Placebo effects of marketing actions
Placebo effects of marketing actions NA Wang
 
Acquired from www.etownschools.org.docx
Acquired from www.etownschools.org.docxAcquired from www.etownschools.org.docx
Acquired from www.etownschools.org.docxbobbywlane695641
 
Approximate Dynamic Programming: A New Paradigm for Process Control & Optimiz...
Approximate Dynamic Programming: A New Paradigm for Process Control & Optimiz...Approximate Dynamic Programming: A New Paradigm for Process Control & Optimiz...
Approximate Dynamic Programming: A New Paradigm for Process Control & Optimiz...height
 
navingameppt-191018085333.pdf
navingameppt-191018085333.pdfnavingameppt-191018085333.pdf
navingameppt-191018085333.pdfDebadattaPanda4
 
behavioral_economics_and_aginggggggg.ppt
behavioral_economics_and_aginggggggg.pptbehavioral_economics_and_aginggggggg.ppt
behavioral_economics_and_aginggggggg.pptsivan67483
 
Applied Data Science for monetization: pitfalls, common misconceptions, and n...
Applied Data Science for monetization: pitfalls, common misconceptions, and n...Applied Data Science for monetization: pitfalls, common misconceptions, and n...
Applied Data Science for monetization: pitfalls, common misconceptions, and n...DevGAMM Conference
 
Oligopoly game theory
Oligopoly game theoryOligopoly game theory
Oligopoly game theoryTravis Klein
 
A brief introduction to the basics of game theory
A brief introduction to the basics of game theoryA brief introduction to the basics of game theory
A brief introduction to the basics of game theoryYing wei (Joe) Chou
 
A brief introduction to the basics of game theory
A brief introduction to the basics of game theoryA brief introduction to the basics of game theory
A brief introduction to the basics of game theoryWladimir Augusto
 

Similaire à The Beer Game slides (10)

Placebo effects of marketing actions
Placebo effects of marketing actions Placebo effects of marketing actions
Placebo effects of marketing actions
 
Acquired from www.etownschools.org.docx
Acquired from www.etownschools.org.docxAcquired from www.etownschools.org.docx
Acquired from www.etownschools.org.docx
 
Approximate Dynamic Programming: A New Paradigm for Process Control & Optimiz...
Approximate Dynamic Programming: A New Paradigm for Process Control & Optimiz...Approximate Dynamic Programming: A New Paradigm for Process Control & Optimiz...
Approximate Dynamic Programming: A New Paradigm for Process Control & Optimiz...
 
navingameppt-191018085333.pdf
navingameppt-191018085333.pdfnavingameppt-191018085333.pdf
navingameppt-191018085333.pdf
 
game THEORY ppt
game THEORY pptgame THEORY ppt
game THEORY ppt
 
behavioral_economics_and_aginggggggg.ppt
behavioral_economics_and_aginggggggg.pptbehavioral_economics_and_aginggggggg.ppt
behavioral_economics_and_aginggggggg.ppt
 
Applied Data Science for monetization: pitfalls, common misconceptions, and n...
Applied Data Science for monetization: pitfalls, common misconceptions, and n...Applied Data Science for monetization: pitfalls, common misconceptions, and n...
Applied Data Science for monetization: pitfalls, common misconceptions, and n...
 
Oligopoly game theory
Oligopoly game theoryOligopoly game theory
Oligopoly game theory
 
A brief introduction to the basics of game theory
A brief introduction to the basics of game theoryA brief introduction to the basics of game theory
A brief introduction to the basics of game theory
 
A brief introduction to the basics of game theory
A brief introduction to the basics of game theoryA brief introduction to the basics of game theory
A brief introduction to the basics of game theory
 

Plus de jpverar

Algo Molesta
Algo MolestaAlgo Molesta
Algo Molestajpverar
 
Fundacion Sumate, Chile
Fundacion Sumate, ChileFundacion Sumate, Chile
Fundacion Sumate, Chilejpverar
 
Analisis Industria Cemento Chilena
Analisis Industria Cemento ChilenaAnalisis Industria Cemento Chilena
Analisis Industria Cemento Chilenajpverar
 
Presentacion Camara Inasei Mendoza Octubre 2007
Presentacion Camara Inasei Mendoza Octubre 2007Presentacion Camara Inasei Mendoza Octubre 2007
Presentacion Camara Inasei Mendoza Octubre 2007jpverar
 
Taller de formacion Acompañando en el dolor
Taller de formacion Acompañando en el dolorTaller de formacion Acompañando en el dolor
Taller de formacion Acompañando en el dolorjpverar
 
Taller De Discernimiento
Taller De DiscernimientoTaller De Discernimiento
Taller De Discernimientojpverar
 
Resiliencia
ResilienciaResiliencia
Resilienciajpverar
 
Principios Orientadores de la Intervención Social en el Hogar de Cristo
Principios Orientadores de la Intervención Social en el Hogar de CristoPrincipios Orientadores de la Intervención Social en el Hogar de Cristo
Principios Orientadores de la Intervención Social en el Hogar de Cristojpverar
 
Impulso Estrategico Voluntariado
Impulso Estrategico VoluntariadoImpulso Estrategico Voluntariado
Impulso Estrategico Voluntariadojpverar
 
Conceptos de Trabajo En Equipo
Conceptos de Trabajo En EquipoConceptos de Trabajo En Equipo
Conceptos de Trabajo En Equipojpverar
 
20071021 Informe Competitividad2007
20071021 Informe Competitividad200720071021 Informe Competitividad2007
20071021 Informe Competitividad2007jpverar
 

Plus de jpverar (11)

Algo Molesta
Algo MolestaAlgo Molesta
Algo Molesta
 
Fundacion Sumate, Chile
Fundacion Sumate, ChileFundacion Sumate, Chile
Fundacion Sumate, Chile
 
Analisis Industria Cemento Chilena
Analisis Industria Cemento ChilenaAnalisis Industria Cemento Chilena
Analisis Industria Cemento Chilena
 
Presentacion Camara Inasei Mendoza Octubre 2007
Presentacion Camara Inasei Mendoza Octubre 2007Presentacion Camara Inasei Mendoza Octubre 2007
Presentacion Camara Inasei Mendoza Octubre 2007
 
Taller de formacion Acompañando en el dolor
Taller de formacion Acompañando en el dolorTaller de formacion Acompañando en el dolor
Taller de formacion Acompañando en el dolor
 
Taller De Discernimiento
Taller De DiscernimientoTaller De Discernimiento
Taller De Discernimiento
 
Resiliencia
ResilienciaResiliencia
Resiliencia
 
Principios Orientadores de la Intervención Social en el Hogar de Cristo
Principios Orientadores de la Intervención Social en el Hogar de CristoPrincipios Orientadores de la Intervención Social en el Hogar de Cristo
Principios Orientadores de la Intervención Social en el Hogar de Cristo
 
Impulso Estrategico Voluntariado
Impulso Estrategico VoluntariadoImpulso Estrategico Voluntariado
Impulso Estrategico Voluntariado
 
Conceptos de Trabajo En Equipo
Conceptos de Trabajo En EquipoConceptos de Trabajo En Equipo
Conceptos de Trabajo En Equipo
 
20071021 Informe Competitividad2007
20071021 Informe Competitividad200720071021 Informe Competitividad2007
20071021 Informe Competitividad2007
 

Dernier

NO1 Certified Amil Baba In Lahore Kala Jadu In Lahore Best Amil In Lahore Ami...
NO1 Certified Amil Baba In Lahore Kala Jadu In Lahore Best Amil In Lahore Ami...NO1 Certified Amil Baba In Lahore Kala Jadu In Lahore Best Amil In Lahore Ami...
NO1 Certified Amil Baba In Lahore Kala Jadu In Lahore Best Amil In Lahore Ami...Amil baba
 
Managing Finances in a Small Business (yes).pdf
Managing Finances  in a Small Business (yes).pdfManaging Finances  in a Small Business (yes).pdf
Managing Finances in a Small Business (yes).pdfmar yame
 
Tenets of Physiocracy History of Economic
Tenets of Physiocracy History of EconomicTenets of Physiocracy History of Economic
Tenets of Physiocracy History of Economiccinemoviesu
 
《加拿大本地办假证-寻找办理Dalhousie毕业证和达尔豪斯大学毕业证书的中介代理》
《加拿大本地办假证-寻找办理Dalhousie毕业证和达尔豪斯大学毕业证书的中介代理》《加拿大本地办假证-寻找办理Dalhousie毕业证和达尔豪斯大学毕业证书的中介代理》
《加拿大本地办假证-寻找办理Dalhousie毕业证和达尔豪斯大学毕业证书的中介代理》rnrncn29
 
Uae-NO1 Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
Uae-NO1 Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...Uae-NO1 Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
Uae-NO1 Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...Amil baba
 
Financial analysis on Risk and Return.ppt
Financial analysis on Risk and Return.pptFinancial analysis on Risk and Return.ppt
Financial analysis on Risk and Return.ppttadegebreyesus
 
Economic Risk Factor Update: April 2024 [SlideShare]
Economic Risk Factor Update: April 2024 [SlideShare]Economic Risk Factor Update: April 2024 [SlideShare]
Economic Risk Factor Update: April 2024 [SlideShare]Commonwealth
 
原版1:1复刻堪萨斯大学毕业证KU毕业证留信学历认证
原版1:1复刻堪萨斯大学毕业证KU毕业证留信学历认证原版1:1复刻堪萨斯大学毕业证KU毕业证留信学历认证
原版1:1复刻堪萨斯大学毕业证KU毕业证留信学历认证jdkhjh
 
BPPG response - Options for Defined Benefit schemes - 19Apr24.pdf
BPPG response - Options for Defined Benefit schemes - 19Apr24.pdfBPPG response - Options for Defined Benefit schemes - 19Apr24.pdf
BPPG response - Options for Defined Benefit schemes - 19Apr24.pdfHenry Tapper
 
212MTAMount Durham University Bachelor's Diploma in Technology
212MTAMount Durham University Bachelor's Diploma in Technology212MTAMount Durham University Bachelor's Diploma in Technology
212MTAMount Durham University Bachelor's Diploma in Technologyz xss
 
Overview of Inkel Unlisted Shares Price.
Overview of Inkel Unlisted Shares Price.Overview of Inkel Unlisted Shares Price.
Overview of Inkel Unlisted Shares Price.Precize Formely Leadoff
 
Stock Market Brief Deck for "this does not happen often".pdf
Stock Market Brief Deck for "this does not happen often".pdfStock Market Brief Deck for "this does not happen often".pdf
Stock Market Brief Deck for "this does not happen often".pdfMichael Silva
 
magnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdf
magnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdfmagnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdf
magnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdfHenry Tapper
 
(中央兰开夏大学毕业证学位证成绩单-案例)
(中央兰开夏大学毕业证学位证成绩单-案例)(中央兰开夏大学毕业证学位证成绩单-案例)
(中央兰开夏大学毕业证学位证成绩单-案例)twfkn8xj
 
Kempen ' UK DB Endgame Paper Apr 24 final3.pdf
Kempen ' UK DB Endgame Paper Apr 24 final3.pdfKempen ' UK DB Endgame Paper Apr 24 final3.pdf
Kempen ' UK DB Endgame Paper Apr 24 final3.pdfHenry Tapper
 
government_intervention_in_business_ownership[1].pdf
government_intervention_in_business_ownership[1].pdfgovernment_intervention_in_business_ownership[1].pdf
government_intervention_in_business_ownership[1].pdfshaunmashale756
 
The Triple Threat | Article on Global Resession | Harsh Kumar
The Triple Threat | Article on Global Resession | Harsh KumarThe Triple Threat | Article on Global Resession | Harsh Kumar
The Triple Threat | Article on Global Resession | Harsh KumarHarsh Kumar
 
Bladex 1Q24 Earning Results Presentation
Bladex 1Q24 Earning Results PresentationBladex 1Q24 Earning Results Presentation
Bladex 1Q24 Earning Results PresentationBladex
 
NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...
NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...
NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...Amil baba
 

Dernier (20)

NO1 Certified Amil Baba In Lahore Kala Jadu In Lahore Best Amil In Lahore Ami...
NO1 Certified Amil Baba In Lahore Kala Jadu In Lahore Best Amil In Lahore Ami...NO1 Certified Amil Baba In Lahore Kala Jadu In Lahore Best Amil In Lahore Ami...
NO1 Certified Amil Baba In Lahore Kala Jadu In Lahore Best Amil In Lahore Ami...
 
Managing Finances in a Small Business (yes).pdf
Managing Finances  in a Small Business (yes).pdfManaging Finances  in a Small Business (yes).pdf
Managing Finances in a Small Business (yes).pdf
 
Tenets of Physiocracy History of Economic
Tenets of Physiocracy History of EconomicTenets of Physiocracy History of Economic
Tenets of Physiocracy History of Economic
 
《加拿大本地办假证-寻找办理Dalhousie毕业证和达尔豪斯大学毕业证书的中介代理》
《加拿大本地办假证-寻找办理Dalhousie毕业证和达尔豪斯大学毕业证书的中介代理》《加拿大本地办假证-寻找办理Dalhousie毕业证和达尔豪斯大学毕业证书的中介代理》
《加拿大本地办假证-寻找办理Dalhousie毕业证和达尔豪斯大学毕业证书的中介代理》
 
Uae-NO1 Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
Uae-NO1 Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...Uae-NO1 Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
Uae-NO1 Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
 
Financial analysis on Risk and Return.ppt
Financial analysis on Risk and Return.pptFinancial analysis on Risk and Return.ppt
Financial analysis on Risk and Return.ppt
 
Q1 2024 Newsletter | Financial Synergies Wealth Advisors
Q1 2024 Newsletter | Financial Synergies Wealth AdvisorsQ1 2024 Newsletter | Financial Synergies Wealth Advisors
Q1 2024 Newsletter | Financial Synergies Wealth Advisors
 
Economic Risk Factor Update: April 2024 [SlideShare]
Economic Risk Factor Update: April 2024 [SlideShare]Economic Risk Factor Update: April 2024 [SlideShare]
Economic Risk Factor Update: April 2024 [SlideShare]
 
原版1:1复刻堪萨斯大学毕业证KU毕业证留信学历认证
原版1:1复刻堪萨斯大学毕业证KU毕业证留信学历认证原版1:1复刻堪萨斯大学毕业证KU毕业证留信学历认证
原版1:1复刻堪萨斯大学毕业证KU毕业证留信学历认证
 
BPPG response - Options for Defined Benefit schemes - 19Apr24.pdf
BPPG response - Options for Defined Benefit schemes - 19Apr24.pdfBPPG response - Options for Defined Benefit schemes - 19Apr24.pdf
BPPG response - Options for Defined Benefit schemes - 19Apr24.pdf
 
212MTAMount Durham University Bachelor's Diploma in Technology
212MTAMount Durham University Bachelor's Diploma in Technology212MTAMount Durham University Bachelor's Diploma in Technology
212MTAMount Durham University Bachelor's Diploma in Technology
 
Overview of Inkel Unlisted Shares Price.
Overview of Inkel Unlisted Shares Price.Overview of Inkel Unlisted Shares Price.
Overview of Inkel Unlisted Shares Price.
 
Stock Market Brief Deck for "this does not happen often".pdf
Stock Market Brief Deck for "this does not happen often".pdfStock Market Brief Deck for "this does not happen often".pdf
Stock Market Brief Deck for "this does not happen often".pdf
 
magnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdf
magnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdfmagnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdf
magnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdf
 
(中央兰开夏大学毕业证学位证成绩单-案例)
(中央兰开夏大学毕业证学位证成绩单-案例)(中央兰开夏大学毕业证学位证成绩单-案例)
(中央兰开夏大学毕业证学位证成绩单-案例)
 
Kempen ' UK DB Endgame Paper Apr 24 final3.pdf
Kempen ' UK DB Endgame Paper Apr 24 final3.pdfKempen ' UK DB Endgame Paper Apr 24 final3.pdf
Kempen ' UK DB Endgame Paper Apr 24 final3.pdf
 
government_intervention_in_business_ownership[1].pdf
government_intervention_in_business_ownership[1].pdfgovernment_intervention_in_business_ownership[1].pdf
government_intervention_in_business_ownership[1].pdf
 
The Triple Threat | Article on Global Resession | Harsh Kumar
The Triple Threat | Article on Global Resession | Harsh KumarThe Triple Threat | Article on Global Resession | Harsh Kumar
The Triple Threat | Article on Global Resession | Harsh Kumar
 
Bladex 1Q24 Earning Results Presentation
Bladex 1Q24 Earning Results PresentationBladex 1Q24 Earning Results Presentation
Bladex 1Q24 Earning Results Presentation
 
NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...
NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...
NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...
 

The Beer Game slides