Introduction SEEM Revenue Management. US 20 cents Glue. A Partial Overview of SCM
|
|
- Cory Bishop
- 5 years ago
- Views:
Transcription
1 Introduction to SEEM 5630 Stochastic Inventory and Revenue Management A Partial Overview of SCM A clock for $3.97 in WalMart including all of the costs in transportation from China to US. What s the manufacturing costs -- $1? $2? Think about wages, materials, etc. US 20 cents Glue WalMart WalMart
2 CK Jeans WalMart WalMart Adidas socks: $14.99/6 pairs WalMart A clock for $3.97 in WalMart including all of the costs in transportation from $ g p China to US. What s the manufacturing costs -- $1? $2? Think about wages, materials, etc.
3 Smile Curve 微笑曲線 Definition A firm s Supply chain consists of all processes and activities iti that t are necessary to bring products to market. It includes procurement to acquire raw material; manufacturing to convert raw materials into components and final products; and distribution to respond to market demand Supply Chain Source: Adapted from the Stan Shih: Smile Curve concept. SCM is a set of approaches to manage the SC, i.e., to efficiently integrate suppliers, manufacturers, warehouses, and stores, so that merchandise is produced and distributed at the right quantity, to the right location, and at the right time. Efficiently means minimizing the system-wide cost while satisfying service level requirement, or maximizing the total profit. Book: The Travels of a T-Shirt in the Global Economy A process overview: manufacturing Pietra Rivoli holds up the Fort Lauderdale t-shirt that guided her journey. Can T-shirt manufacturers survive in Africa? SCM activities and main business processes (Source: Ernst and Young Consulting)
4 Who Cares About Inventory? This course try to cover some topics in SCM Textbooks no formal Assignments: 5 sets (almost every week, some questions will be released) and due in every other week (40%) A midterm exam in class (30%) Out of stock for Christmas, Wall Street Journal Dec 4, 2008 Believe e e it or not, there e is actually a product out of stock this Holiday season - Amazon s Kindle. Oprah announced that she loves her Kindle and sales have exceeded Amazon s expectations. it does illustrate that challenges of meeting highly uncertain demand. Apparently - Better Scratch no one. That Kindle That s Off why Your there List $1.16 trillion of it in the US economy. Picture from MOHI 1-13 Take-home exam (30%) Do not copy from each other, although discussion among you is encouraged. Review of SCM Basics This is a research-oriented course Except maybe 3 classes, mainly mathematical materials Do not forget your thesis will be measured based on your contribution to the literature Manufacturer (Campbell s ) Customer (Park n Shop DC, Stores) Consumers Nevertheless, I will introduce from the context some practical concepts/jargons, as well, typically y in passing Models are not just math. exercises Do not forget you will be teaching or working in industry Customer places an order what happens in a supply chain? Work efficiently but not too hard!
5 Chain Reaction Customer order When and In What Quantity to Buy/Make/move / of Each Parts/Finished i Goods? Push/Pull Processes Campbell ssoup Chicken Order to farms (1 wk ) Issuing orders + producing (1 wk)... Can Orders to Metal Processor How are Activities Activated in a SC? With pull processes, execution is initiated in response to a customer order - - reactive With push processes, execution is initiated in anticipation of customer orders -- speculative Order to Steel Maker... Chicken raising (30 wks)... Hatching eggs(4 wks) Waiting hens to lay eggs ( 3 mos) 18 Material Requirements Planning (MRP) MRP & Production Planning Process Mfg. computer information system Determines quantity & timing of dependent demand items Forecast & Firm Orders APP Resource Availability Gross Requirements Scheduled Receipts 5 30 Available Net Requirements 7 Planned Order Receipts 7 Planned Order Releases 7 Material Requirements Planning Master Production Scheduling How many and When for FG?
6 MRP System Input & Output MRP System Input & Output What items make up the product How long to make items What to make & when Material Requirements Planning Sys. What items to make & when What is in stock What is on order Bill of Materials Item Master Master Production Schedule Material Requirements Planning Sys. Planned Order & Other Reports Inventory Status Purchasing Data Master Production Schedule Shows items to be produced End item, customer order, module Derived from aggregate plan Example Item/Week Oct 3 Oct 10 Oct 17 Oct 24 Bill-of-Material (BOM) List of components & quantities needed to make product Provides product structure (tree) Parents: Items above given level Children: Items below given level Shows low-level coding Top level is 0; next level is 1 etc. Product A Product X
7 Bill-of-Material Product Structure Tree DVD Players A CM/OED Bicycle(1) P/N 1000 Handle Bars (1) P/N 1001 Frame Assy (1) P/N 1002 Wheels ((2)) P/N 1003 Frame ((1)) P/N 1004 Lead Time About bout 10 0 pages Input Wait Time Move Time Queue Setup Run Time Time Time Output
8 Lead Times & Product Structure Li Fung Trading 香港利丰贸易行 Handle Bars 2 wk. Lead time Inside fabrics: Taiwan Frame 2 wk. 3 wk. Wheels 1 wk. Frame Assy 1 wk. Bicycle Time (weeks) Cover 外套 : S. Korea Staffing Materials: China Assembly:China Zips 拉链 : Japan Made-in-HK? Shipped thru HK => USA,EC Label 标签, Deco. 装饰, Strings 带子, Buttons 纽扣等等 : HK Component A Solution* MRP Logic A master schedule calls for X starting 2 units of product X in week 1, 20 in week 2, & 10 in week 4. The planned order A(1) B(1) releases for product Y are 15 in week 4, and 15 in week 5. Determine the gross requirements for component Y A. A(1) C(3) X Y A(1) B(1) A(1) C(3) Planned Order Releases X Planned Order Releases Y Week Week Qty Qty Qty Week Gross Requirements A
9 MRP Report (Week #, beg. of Nov.) Gross Requirements Scheduled Receipts 5 30 Available Inventory Net Requirements 7 Planned Order Receipts 7 Planned Order Releases 7 Lead time = 3; lot policy = lot-for for-lot (LFL); on-hand = 20 units; safety stock = 0 units. MRP Report Gross Requirements Scheduled Receipts 5 30 Available Inventory Total 23 quantity 3 33 required by all parents Net Requirements 7 Planned Order Receipts 7 Planned Order Releases 7 Lead time = 3; lot policy = lot-for for-lot (LFL); on-hand = 20 units; safety stock = 0 units. MRP Report Gross Requirements Scheduled Receipts 5 30 Available Inventory 20 Quantity 23 3 & 33 estimated 8 0 Net Requirements completion date of 7 Planned Order Receipts in-process orders 7 Planned Order Releases 7 Lead time = 3; lot policy = lot-for for-lot (LFL); on-hand = 20 units; safety stock = 0 units. MRP Report Gross Requirements Scheduled Receipts 5 30 Available Inventory Net Requirements Actual & projected 7 Planned Order Receipts inventory available for 7 Planned Order Releases use (excludes safety 7 stock ) Lead time = 3; lot policy = lot-for for-lot (LFL); on-hand = 20 units; safety stock = 0 units.
10 MRP Report Gross Requirements `Gross Scheduled Receipts Requirements 5 30 less Available Inventory 20 Available 23 3 inventory Net Requirements 7 Planned Order Receipts 7 Planned Order Releases 7 Lead time = 3; lot policy = lot-for for-lot (LFL); on-hand = 20 units; safety stock = 0 units. MRP Report Gross Requirements Scheduled Receipts Quantity 5 & 30 due Available Inventory date of orders should be Net Requirements received 7 Planned Order Receipts 7 Planned Order Releases 7 Lead time = 3; lot policy = lot-for for-lot (LFL); on-hand = 20 units; safety stock = 0 units. MRP Report Gross Requirements Scheduled Receipts 5 30 Quantity & Available Inventory planned 3 start Net Requirements date of orders 7 Planned Order Receipts 7 Planned Order Releases 7 Lead time = 3; lot policy = lot-for for-lot (LFL); on-hand = 20 units; safety stock = 0 units. Someone once asked me if there was any real difference between engineers, scientists, and managers in today's high tech companies. Although the differences are often subtle to an outsider, you can tell one from another simply by the questions they ask. Engineering: "How will this work?" Science: "Why will this work?" Management: "When will this work?"
11 Summary of MRP Application: a Distribution Network An Explosion Central DC Part A1. Part A6 Part B1 Part B2 Region ADC Region B DC Component A Component B DC A1. DC A10 DC B1 DC Bx Product XX Implosion A Distribution Network Local DC Demand Forecasts LTa1 LTa Central DC LTb Region ADC Region B DC LTa10 LTb1 LTbx DC A1. DC A10 DC B1 DC Bx WK DC a DC a DC bx
12 Translating into Regional DC Distribution Resource Planning (DRP) Lead-time information LTa Central DC LTb WK DC a DC a Should be available no later than 5 - LTa1 LTa1 Region ADC Region B DC LTa10 LTb1 LTbx DC A1. DC A10 DC B1 DC Bx An implosion Forecast = gross req. In Transit= scheduled receipt Backorder(s) or on-hand inventory at t=0; +: onhand, --: shortage Los Angeles Vitamin C Tablets 100/bottles End-of-the-period On-hand balance 500 inventory (on-hand) Beginning-of-theperiod order Safety stock 200 Lead time (wk) 2 Lot-size 300 Note that here safety stock is not deducted from on-hand! Past due Forecast In transit Projected on-hand Plnd Shpmts-Rcpt.Date Plnd Shpmts-Ship.Date Montreal On-hand balance 160 Safety stock 75 Lead time (wk) 2 Lot-size 150 Past due Forecast In transit 150 Projected on-hand Plnd Shpmts-Rcpt.Date 150 Plnd Shpmts-Ship.Date 150
13 MRP & DRP Summary at Central Distribution Center (Factory) Week Past due LA Montreal 150 NY Vancouver 150 Toronto 150 Chicago TOTALS P#1 P#2 LT1 Model1 LT2 Prod Plan CDC MRP: what, when, how much to make or order DRP: what, when & how much needed at CDC Want to learn more Only about a few firms MRP: can do wikipedia.org so! => MRP Or textbook: Render and Heizer, Oper. Mgmt. Order Point System 定货点法 Why do we need Distribution Centers? Each location (installation) implements some re-order levels to replenish stock Target levels (Min, Max) (Min, c, Max) RDC 提前期 LT a RDC CDC RDC 中央配送中心 RDC Reactive rather than anticipative (DRP) LT a1 Retailers
14 Multiple Products 地区中心RDC/ 顾客1 新科-后勤 ABC 供應商A SembCorp Logistics : 供應商 B CDC RDC/ CUSTOMER 2 在中 销售消费 在中国销售消费品-后勤支持 勤支持 中央配送中心 供應商 C Moosa Sharafali Frank Chen, Mark Goh, Jacob Lee, Ou Jihong, Teo Chung Piaw Dept. of Decision Sciences, NUS RDC CUSTOMER 3 Goh Puay Guan, Pragash Sivanathan SembCorp Logistics 可能的货栈 地点 Harbin Shenyang Ulumuqi Beijing j g Tianjin Xian Wuxi Chengdu Wuhan Suzhou G Guangzhou h Shanghai Ningbo Xi Xiamen Hong Kong
15 新科 - 安达网络 涵盖 270 城市 - 4 天内 超过 50% 的货物可以在 2 天内,98% 在 3 天内运到 持续改进服务和涵盖区域 广泛应用运筹学技术 3PL 供应厂家 采购 Purchases 生产厂家 Production/ Manuf-ing Colgate 厂家货栈 DC 批发站 wholesale Marketing & Sales 外协! 零售商场 Distribution 系统概述 Current 目前的 Warehouses 仓库 ( ) Potential Warehouses 可供选择的仓 File 库地点 优化 Optimizer i Scale of the problem: Factories 厂家资 File 料 Customers 客户资 File 料 成本资料 Cost File 系统处理 Prepro cess ing User Input of other data like parameters 其它资料 : like 服务水 service lead time, service 平, 交货时间 lead level time, etc., 等 service level etc. 结果输出 Optimal Solution Display o f the 屏幕显示 so lution on the map 结果 18 product categories 14 plants 159 customer zones 151 possible RDCc (currently 8 in oper.) Optimization must be fast
16 An example of pull system -- A Case: an electronic product SC Vendors 供应商 KA-CM 合同制造商 QW--OEM 电子公司 DC - 配送中心 Retailers Forecasting What Is Forecasting? Types of Forecasts by Time Horizon Process of predicting a future event Forecasting is Always Wrong 640K should be enough for anybody. -- Bill Gates, 1981 I think there is a world mkt for maybe 5 computers - Thomas Watson, Chairman of IBM, 1955 Quant f methods - educated guessing Forecasting v.s. Planning Sales will be $200 Million! Short-range forecast Up to 1 year; usually < 3 months Procurement, worker assignments Medium-range forecast 3 months to 3 years Sales & production planning, budgeting Long-range forecast 3 + years Capacity planning, facility location 63 64
17 Quantitative Forecasting Methods 1 st & 2 nd Law of Forecasting Qualitative Simulation Quantitative Forecasting Time Series Models 時間序列 Causal Models 因果關係 1. In forecasting, we assume the future will behave like the past If behavior changes, our forecasts can be terrible 2. Even given 1, there is a limit to how accurate forecasts can be (or nothing can be predicted with complete accuracy) The achievable accuracy depends on the magnitude of the noise component Moving Average Exponential Smoothing Trend & Season Regression A future is continuation of the past 65 (short run) 66 Monthly Demand for Sport-3506 TS of a Raw Material s Price Monthly Demand Raw Material Price De m and Price ($/Unit) Price Month Period 67 68
18 Monthly Australian Red Wine Sales Time Series Components Series Sales Original T.S Time Time Series Components ERP: Enterprise Resource Planning Trend Cyclical Black Box Seasonal Random 71 72
19 Next Week Basic Inventory Model Introduce the modeling framework and a number of concepts Base-stock/Order-up-to Policy Preparations Idea of Dynamic Programming Expectation random variables, distribution Homework: Part 1 of HW#1: In Axsater: 1) 2.1; 2) 2.3; 3) Compare the forecasting results from MA with N=3 and alpha =0.4 from Exp. Smoothing; which method is better? (Suggested read Axsater, Sections )
HOW TO DEVELOP A SUCCESSFUL JOINT-VENTURE IN ASIA. is a business unit of
HOW TO DEVELOP A SUCCESSFUL JOINT-VENTURE IN ASIA WHAT IS A JOINT-VENTURE SIMPLY PUT, A JOINT VENTURE (JV) IS NOTHING MORE THAN AN ECONOMIC COOPERATION, OR BUSINESS COMBINATION, OF TWO OR MORE PEOPLE,
More informationHOW TO DEVELOP A SUCCESSFUL JOINT-VENTURE IN CHINA. is a business unit of
HOW TO DEVELOP A SUCCESSFUL JOINT-VENTURE IN CHINA CHINA: NO LONGER AN EMERGING MARKET China CHINA IS TODAY THE WORLD S LARGEST OR SECOND-LARGEST CONSUMER OF A VARIETY OF PRODUCTS: GLOBAL RANKING #1 GLOBAL
More informationIntroduction. ECT 7240 Supply Chain Management
Introduction to ECT 7240 Supply Chain Management Definition A firm s Supply chain consists of all processes and activities that are necessary to bring products to market. It includes procurement to acquire
More information中国经销领域的变化 J O H N D I X O N, V I C E P R E S I D E N T, G L O B A L D I S T R I B U T I O N N O V E M B E R
中国经销领域的变化 J O H N D I X O N, V I C E P R E S I D E N T, G L O B A L D I S T R I B U T I O N N O V E M B E R 2 0 1 8 经销商的角色 Technical Support Financial Terms Operations Supplier Distributor Customer 2 传统的经销网络
More informationAgenda 项目. Tradelink (B to G) Highlights 贸易通 ( 商业对政府 ) 主要业务介绍 Digital Trade and Transportation Network (B to B) 数碼贸易运输网络 ( 商业对商业 )
Tradelink Electronic Commerce Limited Digital Trade and Transportation Company Limited Digi-Sign Certification Services Limited 亚太地区城市信息化论坛第六届年会 现代公共物流信息服务平台建设与应用高峰论坛 Justin Yue CEO, Tradelink Electronic
More informationIntroduction To Shipping Intelligence Network (SIN)
Introduction To Shipping Intelligence Network (SIN) www.clarksons.net Shanghai Maritime University November 2014 www.clarksons.com 1 Clarkson Database for student? 1 Dissertation / Coursework 2 Job Interview
More informationOracle 的电信行业整体解决方案与策略
Oracle 的电信行业整体解决方案与策略 许诗敏 Annie Hui Oracle 大中华区电信行业解决方案高级经理 2010 年 2 月 25 日 Oracle 的行业化策略在原有基础上扩展纵向的行业化方案, 提供最完整的端到端行业解决方案 高科技 制造 汽车 消费品 政府 零售 电信 保险 金融 19 of the top 20 Global High-Tech
More informationWater and Economics 水和经济学. Annette Huber-Lee visiting scholar
Water and Economics 水和经济学 Annette Huber-Lee visiting scholar Overview 概览 Why use an economic approach? 为什么遵循经济的途径? Are water markets the answer? 水市场是有效的方法吗? Role for economic analysis 经济分析的作用 Application
More informationZHANG Xin. National Center for Climate Change Strategy and International Cooperation
ZHANG Xin National Center for Climate Change Strategy and International Cooperation 2017.9 1 2 3 4 Important requirement and work on Climate Change in China National Greenhous Gas Inventory and methodology
More informationBSCI Audit Summary Report
BSCI Audit Summary Report All rights reserved. part of this publication may be reproduced, translated, stored in a retrieval system, or transmitted, in any form or by any, means electronic, mechanical,
More informationPrefabricated Buildings in Europe -
Groß & Partner Prefabricated Buildings in Europe - Assessment of Ecological Aspects with LCA Green Building & Prefabrication Forum Beijing 2.11.2018: Johannes Kreissig, German Sustainable Building Council
More informationMachine Learning and Analytics. Machine Learning. Data Lake Analytics. HDInsight (Hadoop, Spark, Storm, HBase Managed Clusters) Stream Analytics
微软云上数据平台概括 Data Sources Information Management Big Data Stores Machine Learning and Analytics Intelligence People Data Factory Data Lake Store Machine Learning Cognitive Services Data Catalog SQL Data
More informationISO9001:2015 / AS9100D:2016 Quality Manual 品质手册
Quality Manual 品质手册 524 Anji East Road, Building 3, Sanzao Town, Jinwan District, Zhuhai, Guangdong, China 中国广东省珠海市金湾区三灶镇安基东路 524 号 3 号厂房 519040 WWW.PEIGEESIS.COM WWW.PEIGEESIS.C Revision: 20170628 Page
More information2019 Beijing Forestry University
2019 Beijing Forestry University Exchange Program Information Beijing Forestry University Student Exchange Program is open to students from all partner institutions over the world, which allows students
More informationSmart phone 产业领域机器人应用解决方案
Smart phone 产业领域机器人应用解决方案 25th, August 2016 Page: 1 Content 1. KUKA 2. Electronics Market/Division 3. Applications 4. Products and Services 5. Future and Innovation 6. References 7. Summary Page: 2 KUKA
More informationDelivering Remarkable Customer Experiences. Edwin Ong Director, Marketing APAC & Middle East
Delivering Remarkable Customer Experiences Edwin Ong Director, Marketing APAC & Middle East rev: Mar 2013 It is Now More Important than Ever to Evolve Your Contact Center to Meet the Needs of Today s Customers
More information如何将目标消费者转换成购买者 课程内容 尼尔森大学大中华区 2012 课程
尼尔森大学大中华区 2012 课程 如何将目标消费者转换成购买者 为什么有的品牌知名度高, 市场份额却不尽人意? 如何影响消费者在货架前的决策, 提高我产品的购买率和频次? 在大量媒体 信息和促销活动的炮轰下, 如何获得消费者的关注, 让我的产品脱颖而出? 这一切都使真正地了解购买者变得尤为重要 目标 本课程将使您完整地学习如何真正懂得您的购买者, 如何运用您对购买者的了解来提高经营业绩 通过对整套理论
More informationYour partner for innovative automation solutions 您的创新自动化解决方案合作伙伴
Engineering Made Germany Your partner for innovative automation solutions 您的创新自动化解决方案合作伙伴 www.m-a-i.de www.m-a-i.cn M.A.i innovative Automation Only the best ideas for your success! Locations Headquarter
More informationHistory IE 376 PRODUCTION INFORMATION SYSTEMS. Course Notes Lecture #2.A Material Requirements Planning
IE PRODUCTION INFORMATION SYSTEMS Course Notes Lecture #.A Material Requirements Planning IE Bilkent University Manufacturing Planning and Control System Routing file Resource planning Bills of material
More informationAUSTRALINK AUSTRALIA DAIRY DIVISION COMPANY INTRODUCTION
AUSTRALINK AUSTRALIA DAIRY DIVISION COMPANY INTRODUCTION A MEMBER OF THE AUSTRALIA CHINA BUSINESS COUNCIL COMPANY OVERVIEW 公司简介 Australink Australia and its subsidiary companies have been operating in
More informationAvalue Smart Retail Solution. General Manager, Greater China Region at Avalue Technology Shanghai Eric Lin Dec. 7, 2017
Avalue Smart Retail Solution General Manager, Greater China Region at Avalue Technology Shanghai Eric Lin Dec. 7, 2017 Avalue Fact Sheet 2000 Established Headquarters at Taipei, Taiwan 2010 Public on Taiwan
More informationDevelopment of FSOP in China
Development of FSOP in China April 11, 2010 Flight Standards Department Civil Aviation Administration of China What is FSOP? Part 1 What is FSOP? Flight Standards Oversight Program The platform for Flight
More information水肥一体化系统在农业生产中的应用. 北京派得伟业科技发展有限公司 Beijing PAIDE Science and Technology Development Co. Ltd. 吴建伟 WU Jianwei
Application of the integrated system of water and fertilizer in the agricultural production 水肥一体化系统在农业生产中的应用 北京派得伟业科技发展有限公司 Beijing PAIDE Science and Technology Development Co. Ltd. 吴建伟 WU Jianwei 一 单位介绍
More informationDecision Support Systems for District Heating Networks and Plants Optimisation 区域供热网络和设备优化决策支持系统. Optit, 2016
Decision Support Systems for District Heating Networks and Plants Optimisation 区域供热网络和设备优化决策支持系统 Optit, 2016 WHO WE ARE 我们是谁 Op#t srl is a spinoff of the Opera/ons Research team of the University of Bologna
More informationDistrict Heating & District Cooling Beijing And Beyond Asia Day Energy Session Sep 13 th 2017
District Heating & District Cooling Beijing And Beyond 2018 Asia Day Energy Session Sep 13 th 2017 2 China is promoting Clean Heating China is the world s largest user of district heating solutions DH/DC
More information中国最佳实践 全渠道零售. China Best Practice. Omni-Channel Retailing 年 10 月 October, 2013
中国最佳实践 China Best Practice 全渠道零售 Omni-Channel Retailing 2013 年 10 月 October, 2013 日程 Agenda 概要 Session Overview 全渠道零售方案概览 Omni-Channel Retailing in a glance 业务挑战 Business Challenges 全渠道订单管理 Omni-Channel
More informationIntelligent manufacturing practice of COSMOPlat cloud platform
Intelligent manufacturing practice of COSMOPlat cloud platform COSMOPlat cloud platform COSMOPlat is the first industrial Internet platform with Chinese independent intellectual property rights in the
More information仓储优化系列之如何优化仓库空间, 提高仓储利用率?
仓储优化系列之如何优化仓库空间, 提高仓储利用率? S-Council China Supply Chain Executive Council 供应链价值研究院 24 th Sep, 2014, Shanghai 2014 年 9 月 24 日, 中国上海 1 电话会议安排 课程设置 第一部分 :14:05-14:50 主题演讲 : 优化仓库空间, 提高仓储利用率 Storage Business
More information2016 China s Internet Consumption Finance Market Research Report.
2016 China s Internet Consumption Finance Market Research Report www.iresearchchina.com Consumption Contributes to Macroeconomic Restructuring China s National Economy Steadily Grows. Total Retail Sales
More informationThe Sustainable Development of FMCG Supply Chain Via Pallet Pooling FMCG 供应链通过托盘共享租赁模式的可持续发展优势
The Sustainable Development of FMCG Supply Chain Via Pallet Pooling FMCG 供应链通过托盘共享租赁模式的可持续发展优势 What Is Pallet Pooling? 什么是托盘共享租赁体系 Service Center 托盘服务中心 Share resources while reducing total supply chain
More informationPast, Present and Future Directions with Open Demand Response Communications
Past, Present and Future Directions with Open Demand Response Communications Mary Ann Piette Director, Demand Response Research Center Lawrence Berkeley National Laboratory 2018 OpenADR Alliance Member
More information商业分析的思路和流程 课程内容 尼尔森大学大中华区 2012 课程
尼尔森大学大中华区 2012 课程 商业分析的思路和流程 如何从数以万计的数据信息中, 寻找它们的价值? 如何有机地结合数据信息和企业的策略, 为企业面临的问题提出解决方案? 对在公司中负责数据分析的年轻营销和销售专业人士来说, 如何理清思路, 找到问题的关键, 不是一件容易的事情 然而, 分析数据的技能是从市场情报中得到投资回报的重要因素, 甚至是公司的核心竞争力所在 目标 本课程旨在通过引入简单却有力的分析方法,
More informationProf. WU Siegfried Zhiqiang
Prof. WU Siegfried Zhiqiang Chair, Green Campus Committee Vice President, China Green Building Council Academician, Royal Swedish Academy of Engineering Sciences 1. Background Number of Universities in
More information中国最佳实践讨论会 China Best Practice 零售策略 Retailing Strategy. October, 2013
中国最佳实践讨论会 China Best Practice 零售策略 Retailing Strategy October, 2013 日程 Agenda 概要 Session Overview 当前零售行业定价策略和促销管理的特点 Recent Developments in Pricing Strategy and Promotion Management 业务挑战 Business Challenges
More informationIntegrating renewable energy resources
Integrating renewable energy resources XU Honghua Institute of Electrical Engineering Chinese Academy of Sciences Sept 3, 2013 1 Outline 1. Current Development Status of China PV and LS-PV 2.Analysis of
More informationSustainable Urban Transport Development in China
Sustainable Urban Transport Development in China Ministry of Transportation Zeng Jia Contents Background Current Status and Issues Policies and Gaps 1 Background 1 Background The 18th National Congress
More information国家开放大学 ( 中央广播电视大学 )2017 年秋季学期 " 开放专科 " 期末考试 注意事项
试卷代号 :3936 国家开放大学 ( 中央广播电视大学 )2017 年秋季学期 " 开放专科 " 期末考试 商务英语 2 试题 2018 年 1 月 注意事项 一 将你的学号 姓名及分校 ( 工作站 ) 名称填写在答题纸的规定栏内 考试结束后, 把试卷和答题纸放在桌上 试卷和答题纸均不得带出考场 监考人收完考卷和答题纸后才可离开考场 二 仔细读懂题目的说明, 并按题目要求答题 答案一定要写在答题纸的指定位置上,
More informationLow-Carbon City Planning Tools. Abigail Watrous, Ph.D. Senior ORISE Fellow, EERE International
Low-Carbon City Planning Tools Abigail Watrous, Ph.D. Senior ORISE Fellow, EERE International Abigail.Watrous@ee.doe.gov 城市需要生态低碳发展 Cities today... 城市占...cover 2% of the earth s surface 地球表面积的 2%...contain
More informationX-border E-commerce Supply Chain. Alibaba(China) Technology Co.,Ltd. International Supply Chain Director Max LIU
X-border E-commerce Supply Chain Alibaba(China) Technology Co.,Ltd. International Supply Chain Director Max LIU E-commerce CBT Overview Data from 2012 China e-commerce transactions total volume 8.1 trillion
More informationCREATIVE ITALIAN SOFAS & BEDS
CREATIVE ITALIAN SOFAS & BEDS AURORA s.r.l. COMPANY PROFILE THE COMPANY Aurora s.r.l. is a modern, dynamic and flexible manufacturing company: it designs, engineers and manufactures high-quality upholstered
More informationOperational Logistics Management (OLM612S)
Ester Kalipi (M.LSCM.; B. Hons Logistics; B-tech. BA.; Dip. BA.; Cert. BA.) Operational Logistics Management (OLM612S) Unit 2: Logistics Planning 21 February 2018 Table of contents Unit Objectives The
More informationZenMeasure Wireless Temperature Tag USER MANUAL
ZenMeasure Wireless Temperature Tag USER MANUAL Download App Scan the QR code to download app. Android users can go to Google Play and search ZenMeature IoT to download and install app. Device system Android
More information2012 azaas. All Rights Reserved.
Tan Choon Ngee CEO choon@azaas.com i DBS & BOC Case Studies Hong Kong Causeway Bay China Beijing, Shanghai, Guangzhou, Shenzhen Singapore Marina Bay Financial Centre Taiwan Taipei TRANSPARENT TOUCH SCREENS
More informationPractical application of VALMET technology on waste incineration in China
Practical application of VALMET technology on waste incineration in China 维美德垃圾焚烧技术在中国的实践应用 RUPEI WANG / CHINA JINJIANG ENVIRONMENT HOLDING CO., LTD. Email: wangrupei@hzjj.cn VALMET CUSTOMER DAY, OCTOBER
More informationPeople matters How to effectively manage talents and customers? Michael Zhang Industry Principal, Financial Services
People matters How to effectively manage talents and customers? Michael Zhang Industry Principal, Financial Services Today s challenges for Financial Institutions Business Model Restructuring Diversification
More informationChina PV Market Trends in China
China PV Market Trends in China Lv Fang China Renewable Energy Society Electrical Engineering Institute of Chinese Academy of Sciences Sep, 2013, Paris 1 Content 1. China RE Utilization 2. Current PV industry
More informationDirect Selling in Morocco
Direct Selling in Morocco Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Direct Selling in Morocco 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料,
More informationIntegrated Smart Tools for Structural Design of Tall Buildings 集成化智能设计技术在超高层结构设计中的应用. Liu Peng, Director, Arup 刘鹏, 董事, 奥雅纳全球公司
Integrated Smart Tools for Structural Design of Tall Buildings 集成化智能设计技术在超高层结构设计中的应用 Liu Peng, Director, Arup 刘鹏, 董事, 奥雅纳全球公司 1 The Emerging Intelligence of Computational Tools Integrated smart structural
More informationInternet Retailing in Hungary
Internet Retailing in Hungary Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Internet Retailing in Hungary 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料,
More informationHomeshopping in Ireland
Homeshopping in Ireland Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Homeshopping in Ireland 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料, 结合深入的市场调研资料,
More informationOral Care in the US. Customer Service Hotline: Page 1 of 9
Oral Care in the US Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Oral Care in the US 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料, 结合深入的市场调研资料,
More informationMaterials Requirements Planning
Materials Requirements Planning Independent and Dependent Demand Independent Demand A Dependent Demand B(4) C(2) D(2) E(1) D(3) F(2) Independent demand is uncertain. Dependent demand is certain. Dependent
More informationKPI report for retail chain stores in China
Foreword About the KPI report The and the have collaborated and established the Key Performance Index System (hereafter the KPI system ) for retail chain operators in China since 27 and published reports
More informationThis instruction applies to Chinese suppliers delivering to Vestas companies based in China.
1 Invoicing Requirements 发票开具要求 This instruction applies to Chinese suppliers delivering to Vestas companies based in China. 本要求适用于中国供应商向中国维斯塔斯开具发票 To ensure prompt and timely settlement of your invoices,
More information中国 ( 泸州 ) 西南商贸城跨境商品交易中心招商简介. China (Luzhou) Southwest Trading Center Cross-border Commodities Exchange Center Investment Guide
中国 ( 泸州 ) 西南商贸城跨境商品交易中心招商简介 China (Luzhou) Southwest Trading Center Cross-border Commodities Exchange Center Investment Guide 在 2000 年至 2010 年间中国的经济增长了 3 倍, 消费市场正在开始衍变并且逐渐兴旺起来, 这是十几年前所预计不到的 据估计, 到 2020
More informationDesign of demand-oriented vocational education for modern structures of production and service
Dr. Steffen Kersten Fakultät Erziehungswissenschaften, Institut für Berufspädagogik und Berufliche Didaktiken Design of demand-oriented vocational education for modern structures of production and service
More informationPO6020 : New Energy Systems. WANG Ruzhu Li Yong; Ge Tianshu Luo Yonghao; Zhang Junliang Tu Hengyong
PO6020 : New Energy Systems WANG Ruzhu Li Yong; Ge Tianshu Luo Yonghao; Zhang Junliang Tu Hengyong 1896 1920 1987 2006 1. Renewable Energy Development and Market Wang Ruzhu Shanghai Jiao Tong University
More informationThe Complexity of Revenue Recognition in China Just Got Worse
The Complexity of Revenue Recognition in China Just Got Worse www.lehmanbrown.com The Complexity of Revenue Recognition in China Just Got Worse The Impact of the Coming Rule Changes under IFRS and US GAAP
More informationConcentrates in New Zealand
Concentrates in New Zealand Customer Service Hotline:400-666-1917 Page 1 of 10 一 调研说明中商情报网全新发布的 Concentrates in New Zealand 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料,
More informationSanitary Protection in Uruguay
Sanitary Protection in Uruguay Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Sanitary Protection in Uruguay 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料,
More informationBath and Shower in Latvia
Bath and Shower in Latvia Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Bath and Shower in Latvia 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料,
More informationPotential for Savings in China s Government Energy Efficiency Procurement Program: Preliminary Findings
Potential for Savings in China s Government Energy Efficiency Procurement Program: Preliminary Findings David Fridley Lawrence Berkeley National Laboratory Berkeley, CA August 2005 1. Background On December
More informationTourism Flows Outbound in Norway
Tourism Flows Outbound in Norway Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Tourism Flows Outbound in Norway 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料,
More informationOral Care in Canada. Customer Service Hotline: Page 1 of 9
Oral Care in Canada Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Oral Care in Canada 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料, 结合深入的市场调研资料,
More informationHealth and Beauty Specialist Retailers Romania
Health and Beauty Specialist Retailers in Romania Customer Service Hotline:400-666-1917 Page 1 of 10 一 调研说明中商情报网全新发布的 Health and Beauty Specialist Retailers in Romania 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心
More informationCCUS in Guangdong Province. Development and Reform Commission of Guangdong Province (GDDRC)
in Guangdong Province Development and Reform Commission of Guangdong Province (GDDRC) Sept.2013 一 广东省委 省政府高度重视 High Attention from Guang dong Provincial Committee and Government 广东省低碳试点工作实施方案的通知 ( 粤府函
More information中美清洁能源研究中心 中重载卡车联合研究工作计划 卡车利用协作知识研究联盟 (CERC TRUCK)
U.S.-China Clean Energy Research Center (CERC) Joint Work Plan for Research on Medium and Heavy Duty Trucks under the Truck Research Utilizing Collaborative Knowledge (TRUCK) Consortium (CERC TRUCK) Introduction
More informationSOCIETY OF ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY TRADEMARK GUIDELINES
SOCIETY OF ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY TRADEMARK GUIDELINES Using SETAC Trademarks: Name, Acronym, Logo, and Slogan The Society of Environmental Toxicology and Chemistry (SETAC) is known for
More informationJiangsu Andy Steel Structure Co., Ltd. Introduction
Jiangsu Andy Steel Structure Co., Ltd Introduction Jiangsu Andy Steel Structure Co., Ltd is professional manufacturer and engineering company for space frames, steel structures, curtain walls, and membrane
More informationPolishes in Romania. Customer Service Hotline: Page 1 of 10
Polishes in Romania Customer Service Hotline:400-666-1917 Page 1 of 10 一 调研说明中商情报网全新发布的 Polishes in Romania 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料, 结合深入的市场调研资料,
More informationProduction and Education
Dr. Steffen Kersten Fakultät Erziehungswissenschaften, Institut für Berufspädagogik und Berufliche Didaktiken Production and Education Beijing, September 2018 Influence factors of vocational education
More informationMedicated Skin Care in Vietnam
Medicated Skin Care in Vietnam Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Medicated Skin Care in Vietnam 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料,
More informationThe Current Condition and Development Trend of the Urban Water Supply and Drainage Facilities of China
The Current Condition and Development Trend of the Urban Water Supply and Drainage Facilities of China 中国城市供水排水设施现状和发展趋势 Zhendong Li President of China Urban Water Association 中国城镇供水排水协会会长李振东 I. The current
More informationKPI report for retail chain stores in China
Foreword About the KPI report The and the have collaborated and established the Key Performance Index System (hereafter the KPI system ) for retail chain operators in China since 2007 and published reports
More informationSurface Care in Estonia
Surface Care in Estonia Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Surface Care in Estonia 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料, 结合深入的市场调研资料,
More informationChina s Strategic Emerging Industries and Their Potential Impacts on MNCs
China s Strategic Emerging Industries and Their Potential Impacts on MNCs Benjamin Bai Partner Allen & Overy LLP January 2013 Allen & Overy 2013 Allen & Overy 2013 South China Morning Post, August 28,
More informationTravel Retail in Germany
Travel Retail in Germany Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Travel Retail in Germany 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料, 结合深入的市场调研资料,
More informationMen's Grooming in Malaysia
Men's Grooming in Malaysia Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Men's Grooming in Malaysia 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料,
More information太阳能解决方案 Solar Energy Solutions
太阳能解决方案 Solar Energy Solutions 太阳能热水器 Solar Water Heater 霍尼韦尔太阳能热水器 容量从 100 升到 300 升, 适合于所有的建筑类型 : 从别墅到城镇公寓 医院 游泳池和工业应用 通过真空管使水被迅速加热, 并持续供应热水 系统设计简洁大方, 完美地与屋面结合, 安装简易, 无需维护 系统采用了霍尼韦尔的自动化控制技术 传感器技术和 245fa
More informationCar Rental in Portugal
Car Rental in Portugal Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Car Rental in Portugal 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料, 结合深入的市场调研资料,
More informationDigestive Remedies in Malaysia
Digestive Remedies in Malaysia Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Digestive Remedies in Malaysia 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料,
More informationHappy Family Ice Cream Machines MAGPIE TRADING COMPANY
Happy Family Ice Cream Machines MAGPIE TRADING COMPANY Ice Cream Machines From China Cost Less The market need/gap is that buyers want to buy commercial soft serve ice cream machines for less than the
More informationForecasting Survey. How far into the future do you typically project when trying to forecast the health of your industry? less than 4 months 3%
Forecasting Forecasting Survey How far into the future do you typically project when trying to forecast the health of your industry? less than 4 months 3% 4-6 months 12% 7-12 months 28% > 12 months 57%
More informationChapter 6 RESOURCE PLANNING SYSTEMS. Prepared by Mark A. Jacobs, PhD
Chapter 6 RESOURCE PLANNING SYSTEMS Prepared by Mark A. Jacobs, PhD LEARNING OBJECTIVES You should be able to: Describe the hierarchical operations planning process in terms of materials planning (APP,
More informationCHENIERE ENERGY, INC.
CHENIERE ENERGY, INC. 美国切尼尔能源公司 US-China Oil and Gas Industry Forum 中美油气工业论坛 November 2017 Forward Looking Statements This presentation contains certain statements that are, or may be deemed to be, forward-looking
More information职责要求 具有学士学位, 至少 10 年, 硕士或博士学位至少 8 年最新制药行业无菌注射剂仿制药物, 包括冻干产品的配方研发, 项目管理, 药品生产,ANDA 文件申报及 QBD 药品开发经验
If interested, please send your resume to HR@kluspharma.com Director -Formulation Development Direct and manage formulation team to develop generic sterile injectable products including formulation & process
More informationSweet Business - COFCO Footprint in Australia Sugar Industry
2015/IEG/WKSP/011 Session: 3 Sweet Business - COFCO Footprint in Australia Sugar Industry Submitted by: COFCO Workshop on the Best Practice of the Sustainable Investment in APEC Region Beijing, China 9
More informationBSCI Audit Summary Report
NAME OF THE COMPANY: SHANGHAI YOTEX APPAREL CO.,LTD NAME OF THE FACTORY : XIAMEN YINGMEIKE GARMENT DBID : 335026 DATE OF THE AUDIT : 09/10/2014 All rights reserved. No part of this publication may be reproduced,
More informationOral Care in the United Kingdom
Oral Care in the United Kingdom Customer Service Hotline:400-666-1917 Page 1 of 10 一 调研说明中商情报网全新发布的 Oral Care in the United Kingdom 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料,
More informationChina Customs Higher Education & PICARD Professional Standards
China Customs Higher Education & PICARD Professional Standards 1908 2008 by Yu Shen May.16th.2008 SCC A regular 4-year college Directly affiliated to GACC In 1908, Customs College was founded in Beijing
More informationSets/Kits in the US. Customer Service Hotline: Page 1 of 11
Sets/Kits in the US Customer Service Hotline:400-666-1917 Page 1 of 11 一 调研说明中商情报网全新发布的 Sets/Kits in the US 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料, 结合深入的市场调研资料,
More informationCotton Wool/Buds/Pads in Chile
Cotton Wool/Buds/Pads in Chile Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Cotton Wool/Buds/Pads in Chile 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料,
More informationAnalgesics in Azerbaijan
Analgesics in Azerbaijan Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Analgesics in Azerbaijan 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料, 结合深入的市场调研资料,
More informationFinancing clean energy projects in Malaysia 马来西亚清洁能源项目融资 Market signals, opportunities and challenges 市场信号 机遇与挑战
Financing clean energy projects in Malaysia 马来西亚清洁能源项目融资 Market signals, opportunities and challenges 市场信号 机遇与挑战 Ernest Navaratnam, CEO of Cenergi SEA October 2018 2018 年 10 月 马来西亚 Cenergi 公司首席执行官 About
More informationINTEGRATION REPORT Report No.:SHR Date :Nov. 3, 2006 Page 1 of 3
INTEGRATION REPORT Report No.:SHR06102630392001-1 Date :Nov. 3, 2006 Page 1 of 3 Hengfu Corporation Client 上海衡孚实业有限公司 470 Guiping Road, Caohejing Hi-Tech. Park, Shanghai 200233, P.R.China Address 中国 上海市
More informationOral Care in the Philippines
Oral Care in the Philippines Customer Service Hotline:400-666-1917 Page 1 of 9 一 调研说明中商情报网全新发布的 Oral Care in the Philippines 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料,
More informationAnalysis on the Parking demand of the Commercial Buildings Considering the Public Transport Accessibility
Analysis on the Parking demand of the Commercial Buildings Considering the Public ransport Accessibility Commercial Buildings in Beijing as an Example Huanmei Qin 1, Qing Xiao 1, Hongzhi Guan 1, Xiaosong
More informationBottled Water in Greece
Bottled Water in Greece Customer Service Hotline:400-666-1917 Page 1 of 11 一 调研说明中商情报网全新发布的 Bottled Water in Greece 主要依据国家统计局 国家发改委 商务部 中国海关 国务院发展研究中心 行业协会 工商 税务 海关 国内外相关刊物的基础信息以及行业研究单位等公布和提供的大量资料, 结合深入的市场调研资料,
More informationREDUCE THE COOLING DEMAND IN YEMENI OFFICE BUILDING BY USING NIGHT VENTILATION IN ADEN AND HODEIDAH CITIES 能源世界 - 中国建筑节能网
REDUCE THE COOLING DEMAND IN YEMENI OFFICE BUILDING BY USING NIGHT VENTILATION IN ADEN AND HODEIDAH CITIES Aymen Aklan, Panyu Zhu, Marlon Leão, Érika Borges Leão, Volker Huckemann (IGS - Institut für Gebäude-
More informationShanghai. Trainee Data Processing Executive. MMR is a Global Market Research company specialising in Food, Drink and Personal Care research
150 employees 12 employees 15 employees MMR is a Global Market Research company specialising in Food, Drink and Personal Care research Our clients rely on high quality data to make informed business decisions
More information